2021-04-14 22:00:40,744 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 2021-04-14 22:00:40,748 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar10'), ('is_vit', False), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_shufflenetv2_x2_0'), ('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://127.0.0.1:60875', 'modifications': ['model.name=cifar10_shufflenetv2_x2_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/shufflenetv2_x2_0'), 'world_size': 1} 2021-04-14 22:00:40,885 INFO : Model details: n_params=5.37M, flops=187.81M. 2021-04-14 22:00:46,543 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 22:00:49,521 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.38ms, fps=860 images/s, loss=7.2483, top1-acc=9.26%, top5-acc=50.55%, remaining_time=0:00:55.386522, arrival_time=2021-04-14 22:01:44.907507, cost_time=0:00:02.977769 2021-04-14 22:00:51,640 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=5.0291, top1-acc=9.94%, top5-acc=50.29%, remaining_time=0:00:44.859232, arrival_time=2021-04-14 22:01:36.499973, cost_time=0:00:05.097645 2021-04-14 22:00:53,749 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.43ms, fps=1214 images/s, loss=4.1268, top1-acc=10.27%, top5-acc=50.61%, remaining_time=0:00:39.876520, arrival_time=2021-04-14 22:01:33.626194, cost_time=0:00:07.206605 2021-04-14 22:00:55,858 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.83ms, fps=1214 images/s, loss=3.6730, top1-acc=10.24%, top5-acc=50.86%, remaining_time=0:00:36.329592, arrival_time=2021-04-14 22:01:32.188001, cost_time=0:00:09.315296 2021-04-14 22:00:57,959 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.36ms, fps=1218 images/s, loss=3.3992, top1-acc=10.37%, top5-acc=50.84%, remaining_time=0:00:33.337056, arrival_time=2021-04-14 22:01:31.296920, cost_time=0:00:11.416780 2021-04-14 22:01:00,060 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.36ms, fps=1219 images/s, loss=3.2161, top1-acc=10.64%, top5-acc=51.02%, remaining_time=0:00:30.640120, arrival_time=2021-04-14 22:01:30.700928, cost_time=0:00:13.517675 2021-04-14 22:01:02,167 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.69ms, fps=1215 images/s, loss=3.0853, top1-acc=10.48%, top5-acc=51.01%, remaining_time=0:00:28.124208, arrival_time=2021-04-14 22:01:30.291856, cost_time=0:00:15.624579 2021-04-14 22:01:04,275 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.43ms, fps=1215 images/s, loss=2.9871, top1-acc=10.58%, top5-acc=51.41%, remaining_time=0:00:25.712444, arrival_time=2021-04-14 22:01:29.988271, cost_time=0:00:17.732755 2021-04-14 22:01:06,385 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.61ms, fps=1214 images/s, loss=2.9082, top1-acc=11.17%, top5-acc=52.65%, remaining_time=0:00:23.369396, arrival_time=2021-04-14 22:01:29.754469, cost_time=0:00:19.841968 2021-04-14 22:01:08,495 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.40ms, fps=1214 images/s, loss=2.8389, top1-acc=11.60%, top5-acc=54.14%, remaining_time=0:00:21.073920, arrival_time=2021-04-14 22:01:29.569005, cost_time=0:00:21.952016 2021-04-14 22:01:10,603 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.55ms, fps=1214 images/s, loss=2.7706, top1-acc=12.27%, top5-acc=55.85%, remaining_time=0:00:18.810866, arrival_time=2021-04-14 22:01:29.414331, cost_time=0:00:24.060403 2021-04-14 22:01:12,715 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.45ms, fps=1212 images/s, loss=2.7068, top1-acc=12.96%, top5-acc=57.68%, remaining_time=0:00:16.575904, arrival_time=2021-04-14 22:01:29.291634, cost_time=0:00:26.172505 2021-04-14 22:01:14,831 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.52ms, fps=1211 images/s, loss=2.6496, top1-acc=13.64%, top5-acc=59.43%, remaining_time=0:00:14.361468, arrival_time=2021-04-14 22:01:29.192393, cost_time=0:00:28.287799 2021-04-14 22:01:16,948 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=2.5975, top1-acc=14.24%, top5-acc=61.16%, remaining_time=0:00:12.162080, arrival_time=2021-04-14 22:01:29.110382, cost_time=0:00:30.405229 2021-04-14 22:01:19,065 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.40ms, fps=1209 images/s, loss=2.5514, top1-acc=14.91%, top5-acc=62.67%, remaining_time=0:00:09.973582, arrival_time=2021-04-14 22:01:29.039199, cost_time=0:00:32.522517 2021-04-14 22:01:21,183 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=2.5106, top1-acc=15.48%, top5-acc=63.95%, remaining_time=0:00:07.794072, arrival_time=2021-04-14 22:01:28.977492, cost_time=0:00:34.640358 2021-04-14 22:01:23,302 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.34ms, fps=1208 images/s, loss=2.4750, top1-acc=15.98%, top5-acc=65.01%, remaining_time=0:00:05.622032, arrival_time=2021-04-14 22:01:28.924579, cost_time=0:00:36.759478 2021-04-14 22:01:25,416 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.67ms, fps=1211 images/s, loss=2.4401, top1-acc=16.67%, top5-acc=66.08%, remaining_time=0:00:03.455376, arrival_time=2021-04-14 22:01:28.871514, cost_time=0:00:38.872935 2021-04-14 22:01:27,545 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.22ms, fps=1202 images/s, loss=2.4063, top1-acc=17.36%, top5-acc=67.13%, remaining_time=0:00:01.294818, arrival_time=2021-04-14 22:01:28.840534, cost_time=0:00:41.002633 2021-04-14 22:01:28,693 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.36ms, fps=1185 images/s, loss=2.3867, top1-acc=17.73%, top5-acc=67.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:28.693518, cost_time=0:00:42.150449 2021-04-14 22:01:29,923 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.66ms, fps=2086 images/s, loss=1.8980, top1-acc=26.64%, top5-acc=82.81%, remaining_time=0:00:03.681660, arrival_time=2021-04-14 22:01:33.604836, cost_time=0:00:01.227222 2021-04-14 22:01:30,776 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.56ms, fps=3002 images/s, loss=1.9166, top1-acc=27.11%, top5-acc=82.64%, remaining_time=0:00:02.080720, arrival_time=2021-04-14 22:01:32.857276, cost_time=0:00:02.080726 2021-04-14 22:01:31,625 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.46ms, fps=3018 images/s, loss=1.9111, top1-acc=26.94%, top5-acc=82.98%, remaining_time=0:00:00.976430, arrival_time=2021-04-14 22:01:32.601553, cost_time=0:00:02.929295 2021-04-14 22:01:32,420 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=2919 images/s, loss=1.9139, top1-acc=26.99%, top5-acc=82.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:32.420174, cost_time=0:00:03.724365 2021-04-14 22:01:32,672 INFO : Epoch=0001 complete, best val top1-acc=26.99%, top5-acc=82.81% (epoch=1), remaining_time=2:32:59.990395, arrival_time=2021-04-15 00:34:32.662519, cost_time=0:00:46.130605 2021-04-14 22:01:32,673 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 22:01:34,960 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.38ms, fps=1120 images/s, loss=1.7226, top1-acc=33.44%, top5-acc=87.97%, remaining_time=0:00:42.530574, arrival_time=2021-04-14 22:02:17.491093, cost_time=0:00:02.286588 2021-04-14 22:01:37,067 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.39ms, fps=1215 images/s, loss=1.7170, top1-acc=33.22%, top5-acc=87.95%, remaining_time=0:00:38.664560, arrival_time=2021-04-14 22:02:15.732161, cost_time=0:00:04.393692 2021-04-14 22:01:39,180 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=2.28ms, fps=1212 images/s, loss=1.7152, top1-acc=33.84%, top5-acc=87.63%, remaining_time=0:00:36.002578, arrival_time=2021-04-14 22:02:15.182981, cost_time=0:00:06.506493 2021-04-14 22:01:41,296 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.53ms, fps=1210 images/s, loss=1.7062, top1-acc=34.54%, top5-acc=87.73%, remaining_time=0:00:33.628920, arrival_time=2021-04-14 22:02:14.925687, cost_time=0:00:08.622799 2021-04-14 22:01:43,413 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.33ms, fps=1210 images/s, loss=1.6979, top1-acc=34.84%, top5-acc=87.83%, remaining_time=0:00:31.359632, arrival_time=2021-04-14 22:02:14.773255, cost_time=0:00:10.739597 2021-04-14 22:01:45,536 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=1.6841, top1-acc=35.50%, top5-acc=88.13%, remaining_time=0:00:29.155272, arrival_time=2021-04-14 22:02:14.691886, cost_time=0:00:12.862627 2021-04-14 22:01:47,646 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.15ms, fps=1214 images/s, loss=1.6678, top1-acc=36.30%, top5-acc=88.36%, remaining_time=0:00:26.950770, arrival_time=2021-04-14 22:02:14.597345, cost_time=0:00:14.972622 2021-04-14 22:01:49,767 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=1.6524, top1-acc=37.18%, top5-acc=88.70%, remaining_time=0:00:24.784908, arrival_time=2021-04-14 22:02:14.551855, cost_time=0:00:17.093012 2021-04-14 22:01:51,881 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.69ms, fps=1211 images/s, loss=1.6371, top1-acc=37.91%, top5-acc=89.01%, remaining_time=0:00:22.621778, arrival_time=2021-04-14 22:02:14.502861, cost_time=0:00:19.207177 2021-04-14 22:01:53,989 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.37ms, fps=1214 images/s, loss=1.6236, top1-acc=38.46%, top5-acc=89.30%, remaining_time=0:00:20.463360, arrival_time=2021-04-14 22:02:14.453270, cost_time=0:00:21.316007 2021-04-14 22:01:56,101 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.35ms, fps=1213 images/s, loss=1.6094, top1-acc=39.12%, top5-acc=89.58%, remaining_time=0:00:18.315764, arrival_time=2021-04-14 22:02:14.416833, cost_time=0:00:23.427096 2021-04-14 22:01:58,217 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.52ms, fps=1210 images/s, loss=1.5950, top1-acc=39.76%, top5-acc=89.81%, remaining_time=0:00:16.177664, arrival_time=2021-04-14 22:02:14.395242, cost_time=0:00:25.543624 2021-04-14 22:02:00,331 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.59ms, fps=1211 images/s, loss=1.5828, top1-acc=40.35%, top5-acc=89.98%, remaining_time=0:00:14.041698, arrival_time=2021-04-14 22:02:14.373520, cost_time=0:00:27.657913 2021-04-14 22:02:02,452 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=1.5710, top1-acc=40.94%, top5-acc=90.13%, remaining_time=0:00:11.911536, arrival_time=2021-04-14 22:02:14.364253, cost_time=0:00:29.778812 2021-04-14 22:02:04,578 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=1.5576, top1-acc=41.54%, top5-acc=90.26%, remaining_time=0:00:09.783970, arrival_time=2021-04-14 22:02:14.362213, cost_time=0:00:31.904299 2021-04-14 22:02:06,704 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=1.5455, top1-acc=42.01%, top5-acc=90.44%, remaining_time=0:00:07.656840, arrival_time=2021-04-14 22:02:14.361186, cost_time=0:00:34.030440 2021-04-14 22:02:08,820 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.60ms, fps=1210 images/s, loss=1.5334, top1-acc=42.47%, top5-acc=90.63%, remaining_time=0:00:05.528224, arrival_time=2021-04-14 22:02:14.348252, cost_time=0:00:36.146075 2021-04-14 22:02:10,938 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.50ms, fps=1209 images/s, loss=1.5214, top1-acc=43.04%, top5-acc=90.79%, remaining_time=0:00:03.401296, arrival_time=2021-04-14 22:02:14.339857, cost_time=0:00:38.264645 2021-04-14 22:02:13,056 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=1.5112, top1-acc=43.46%, top5-acc=90.90%, remaining_time=0:00:01.275234, arrival_time=2021-04-14 22:02:14.331574, cost_time=0:00:40.382440 2021-04-14 22:02:14,215 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.61ms, fps=1174 images/s, loss=1.5040, top1-acc=43.76%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:14.215308, cost_time=0:00:41.541357 2021-04-14 22:02:15,210 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.32ms, fps=2580 images/s, loss=1.5357, top1-acc=45.47%, top5-acc=92.46%, remaining_time=0:00:02.976960, arrival_time=2021-04-14 22:02:18.187721, cost_time=0:00:00.992318 2021-04-14 22:02:16,068 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.49ms, fps=2988 images/s, loss=1.5565, top1-acc=45.64%, top5-acc=91.87%, remaining_time=0:00:01.849420, arrival_time=2021-04-14 22:02:17.917348, cost_time=0:00:01.849414 2021-04-14 22:02:16,916 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.54ms, fps=3018 images/s, loss=1.5661, top1-acc=44.99%, top5-acc=91.87%, remaining_time=0:00:00.899440, arrival_time=2021-04-14 22:02:17.816206, cost_time=0:00:02.698324 2021-04-14 22:02:17,695 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=2983 images/s, loss=1.5656, top1-acc=44.69%, top5-acc=91.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:17.695006, cost_time=0:00:03.476519 2021-04-14 22:02:18,339 INFO : Epoch=0002 complete, best val top1-acc=44.69%, top5-acc=91.75% (epoch=2), remaining_time=2:31:27.968340, arrival_time=2021-04-15 00:33:46.307514, cost_time=0:01:31.797659 2021-04-14 22:02:18,340 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 22:02:20,622 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.38ms, fps=1122 images/s, loss=1.3208, top1-acc=51.33%, top5-acc=93.55%, remaining_time=0:00:42.449106, arrival_time=2021-04-14 22:03:03.071878, cost_time=0:00:02.282208 2021-04-14 22:02:22,739 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=1.3284, top1-acc=51.43%, top5-acc=93.36%, remaining_time=0:00:38.712960, arrival_time=2021-04-14 22:03:01.452722, cost_time=0:00:04.399203 2021-04-14 22:02:24,882 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=1.2986, top1-acc=52.36%, top5-acc=93.67%, remaining_time=0:00:36.199952, arrival_time=2021-04-14 22:03:01.082671, cost_time=0:00:06.542148 2021-04-14 22:02:27,004 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=1.2655, top1-acc=53.74%, top5-acc=93.96%, remaining_time=0:00:33.788976, arrival_time=2021-04-14 22:03:00.793473, cost_time=0:00:08.663860 2021-04-14 22:02:29,122 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.83ms, fps=1209 images/s, loss=1.2463, top1-acc=54.72%, top5-acc=94.30%, remaining_time=0:00:31.483878, arrival_time=2021-04-14 22:03:00.606661, cost_time=0:00:10.782154 2021-04-14 22:02:31,251 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.81ms, fps=1203 images/s, loss=1.2349, top1-acc=55.05%, top5-acc=94.39%, remaining_time=0:00:29.263800, arrival_time=2021-04-14 22:03:00.514930, cost_time=0:00:12.910501 2021-04-14 22:02:33,379 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.12ms, fps=1203 images/s, loss=1.2243, top1-acc=55.54%, top5-acc=94.49%, remaining_time=0:00:27.069210, arrival_time=2021-04-14 22:03:00.448243, cost_time=0:00:15.038479 2021-04-14 22:02:35,490 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.60ms, fps=1213 images/s, loss=1.2140, top1-acc=55.87%, top5-acc=94.66%, remaining_time=0:00:24.867732, arrival_time=2021-04-14 22:03:00.358448, cost_time=0:00:17.150159 2021-04-14 22:02:37,618 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.58ms, fps=1203 images/s, loss=1.2020, top1-acc=56.43%, top5-acc=94.74%, remaining_time=0:00:22.704882, arrival_time=2021-04-14 22:03:00.323188, cost_time=0:00:19.277752 2021-04-14 22:02:39,738 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=1.1929, top1-acc=56.72%, top5-acc=94.74%, remaining_time=0:00:20.542080, arrival_time=2021-04-14 22:03:00.280669, cost_time=0:00:21.397960 2021-04-14 22:02:41,859 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=1.1837, top1-acc=57.07%, top5-acc=94.77%, remaining_time=0:00:18.387144, arrival_time=2021-04-14 22:03:00.246182, cost_time=0:00:23.518471 2021-04-14 22:02:43,978 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=1.1738, top1-acc=57.42%, top5-acc=94.88%, remaining_time=0:00:16.237172, arrival_time=2021-04-14 22:03:00.215334, cost_time=0:00:25.637605 2021-04-14 22:02:46,106 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=1.1668, top1-acc=57.76%, top5-acc=94.91%, remaining_time=0:00:14.096478, arrival_time=2021-04-14 22:03:00.202869, cost_time=0:00:27.765840 2021-04-14 22:02:48,238 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.56ms, fps=1201 images/s, loss=1.1565, top1-acc=58.14%, top5-acc=95.02%, remaining_time=0:00:11.959192, arrival_time=2021-04-14 22:03:00.197775, cost_time=0:00:29.898031 2021-04-14 22:02:50,357 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=1.1499, top1-acc=58.43%, top5-acc=95.07%, remaining_time=0:00:09.818424, arrival_time=2021-04-14 22:03:00.175603, cost_time=0:00:32.016629 2021-04-14 22:02:52,483 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=1.1434, top1-acc=58.67%, top5-acc=95.17%, remaining_time=0:00:07.682148, arrival_time=2021-04-14 22:03:00.165704, cost_time=0:00:34.142930 2021-04-14 22:02:54,610 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=1.1351, top1-acc=59.02%, top5-acc=95.23%, remaining_time=0:00:05.547204, arrival_time=2021-04-14 22:03:00.157912, cost_time=0:00:36.270153 2021-04-14 22:02:56,728 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.60ms, fps=1209 images/s, loss=1.1262, top1-acc=59.37%, top5-acc=95.31%, remaining_time=0:00:03.412256, arrival_time=2021-04-14 22:03:00.140795, cost_time=0:00:38.387948 2021-04-14 22:02:58,859 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=1.1200, top1-acc=59.64%, top5-acc=95.32%, remaining_time=0:00:01.279554, arrival_time=2021-04-14 22:03:00.139321, cost_time=0:00:40.519186 2021-04-14 22:03:00,014 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.30ms, fps=1178 images/s, loss=1.1164, top1-acc=59.83%, top5-acc=95.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:00.014605, cost_time=0:00:41.673958 2021-04-14 22:03:01,009 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=2.72ms, fps=2580 images/s, loss=1.0874, top1-acc=61.48%, top5-acc=95.62%, remaining_time=0:00:02.977260, arrival_time=2021-04-14 22:03:03.986768, cost_time=0:00:00.992423 2021-04-14 22:03:01,859 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.48ms, fps=3015 images/s, loss=1.1052, top1-acc=60.55%, top5-acc=95.35%, remaining_time=0:00:01.841940, arrival_time=2021-04-14 22:03:03.701009, cost_time=0:00:01.841938 2021-04-14 22:03:02,710 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.58ms, fps=3009 images/s, loss=1.1011, top1-acc=60.79%, top5-acc=95.51%, remaining_time=0:00:00.897750, arrival_time=2021-04-14 22:03:03.608091, cost_time=0:00:02.693251 2021-04-14 22:03:03,491 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=1.0966, top1-acc=60.87%, top5-acc=95.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:03.491168, cost_time=0:00:03.474096 2021-04-14 22:03:04,093 INFO : Epoch=0003 complete, best val top1-acc=60.87%, top5-acc=95.50% (epoch=3), remaining_time=2:30:32.596568, arrival_time=2021-04-15 00:33:36.690319, cost_time=0:02:17.552231 2021-04-14 22:03:04,094 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 22:03:06,484 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.43ms, fps=1071 images/s, loss=0.9433, top1-acc=67.03%, top5-acc=97.34%, remaining_time=0:00:44.442096, arrival_time=2021-04-14 22:03:50.926519, cost_time=0:00:02.389362 2021-04-14 22:03:08,609 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.9368, top1-acc=67.30%, top5-acc=97.05%, remaining_time=0:00:39.723552, arrival_time=2021-04-14 22:03:48.332711, cost_time=0:00:04.514047 2021-04-14 22:03:10,745 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.9492, top1-acc=66.59%, top5-acc=97.03%, remaining_time=0:00:36.801204, arrival_time=2021-04-14 22:03:47.547073, cost_time=0:00:06.650806 2021-04-14 22:03:12,885 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.50ms, fps=1197 images/s, loss=0.9406, top1-acc=66.80%, top5-acc=97.14%, remaining_time=0:00:34.282404, arrival_time=2021-04-14 22:03:47.167820, cost_time=0:00:08.790351 2021-04-14 22:03:15,016 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.85ms, fps=1201 images/s, loss=0.9331, top1-acc=66.92%, top5-acc=97.05%, remaining_time=0:00:31.891802, arrival_time=2021-04-14 22:03:46.908720, cost_time=0:00:10.921853 2021-04-14 22:03:17,142 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.9364, top1-acc=66.80%, top5-acc=97.01%, remaining_time=0:00:29.573472, arrival_time=2021-04-14 22:03:46.715654, cost_time=0:00:13.047119 2021-04-14 22:03:19,262 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.9327, top1-acc=66.86%, top5-acc=97.03%, remaining_time=0:00:27.301302, arrival_time=2021-04-14 22:03:46.563764, cost_time=0:00:15.167399 2021-04-14 22:03:21,385 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.68ms, fps=1206 images/s, loss=0.9281, top1-acc=67.09%, top5-acc=97.00%, remaining_time=0:00:25.070848, arrival_time=2021-04-14 22:03:46.456202, cost_time=0:00:17.290272 2021-04-14 22:03:23,510 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.9276, top1-acc=67.11%, top5-acc=96.97%, remaining_time=0:00:22.867380, arrival_time=2021-04-14 22:03:46.378184, cost_time=0:00:19.415701 2021-04-14 22:03:25,628 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.9234, top1-acc=67.16%, top5-acc=97.00%, remaining_time=0:00:20.672256, arrival_time=2021-04-14 22:03:46.300990, cost_time=0:00:21.533574 2021-04-14 22:03:27,757 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.77ms, fps=1203 images/s, loss=0.9190, top1-acc=67.28%, top5-acc=96.98%, remaining_time=0:00:18.499632, arrival_time=2021-04-14 22:03:46.257013, cost_time=0:00:23.662316 2021-04-14 22:03:29,884 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.9180, top1-acc=67.35%, top5-acc=96.99%, remaining_time=0:00:16.333312, arrival_time=2021-04-14 22:03:46.217789, cost_time=0:00:25.789397 2021-04-14 22:03:32,008 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.9120, top1-acc=67.60%, top5-acc=97.03%, remaining_time=0:00:14.171322, arrival_time=2021-04-14 22:03:46.179548, cost_time=0:00:27.913165 2021-04-14 22:03:34,146 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.9075, top1-acc=67.74%, top5-acc=97.06%, remaining_time=0:00:12.020400, arrival_time=2021-04-14 22:03:46.166539, cost_time=0:00:30.051042 2021-04-14 22:03:36,295 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.83ms, fps=1191 images/s, loss=0.9042, top1-acc=67.88%, top5-acc=97.10%, remaining_time=0:00:09.874728, arrival_time=2021-04-14 22:03:46.170069, cost_time=0:00:32.200274 2021-04-14 22:03:38,416 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.57ms, fps=1207 images/s, loss=0.8991, top1-acc=68.08%, top5-acc=97.12%, remaining_time=0:00:07.722288, arrival_time=2021-04-14 22:03:46.138663, cost_time=0:00:34.321311 2021-04-14 22:03:40,540 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.8944, top1-acc=68.28%, top5-acc=97.14%, remaining_time=0:00:05.574062, arrival_time=2021-04-14 22:03:46.114977, cost_time=0:00:36.445777 2021-04-14 22:03:42,664 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.8895, top1-acc=68.49%, top5-acc=97.17%, remaining_time=0:00:03.428336, arrival_time=2021-04-14 22:03:46.092394, cost_time=0:00:38.568847 2021-04-14 22:03:44,789 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.8865, top1-acc=68.56%, top5-acc=97.20%, remaining_time=0:00:01.285068, arrival_time=2021-04-14 22:03:46.074081, cost_time=0:00:40.693895 2021-04-14 22:03:45,936 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.36ms, fps=1185 images/s, loss=0.8831, top1-acc=68.68%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:45.936819, cost_time=0:00:41.841732 2021-04-14 22:03:46,933 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.48ms, fps=2574 images/s, loss=0.9150, top1-acc=70.62%, top5-acc=96.76%, remaining_time=0:00:02.983350, arrival_time=2021-04-14 22:03:49.916671, cost_time=0:00:00.994451 2021-04-14 22:03:47,788 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.78ms, fps=2996 images/s, loss=0.9371, top1-acc=69.90%, top5-acc=96.97%, remaining_time=0:00:01.849140, arrival_time=2021-04-14 22:03:49.637180, cost_time=0:00:01.849133 2021-04-14 22:03:48,641 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.49ms, fps=3002 images/s, loss=0.9312, top1-acc=69.99%, top5-acc=96.98%, remaining_time=0:00:00.900800, arrival_time=2021-04-14 22:03:49.542073, cost_time=0:00:02.702412 2021-04-14 22:03:49,419 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=2983 images/s, loss=0.9584, top1-acc=69.65%, top5-acc=96.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:49.419226, cost_time=0:00:03.480385 2021-04-14 22:03:50,168 INFO : Epoch=0004 complete, best val top1-acc=69.65%, top5-acc=96.92% (epoch=4), remaining_time=2:29:57.739660, arrival_time=2021-04-15 00:33:47.908514, cost_time=0:03:03.627341 2021-04-14 22:03:50,170 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 22:03:52,484 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.46ms, fps=1106 images/s, loss=0.7553, top1-acc=74.45%, top5-acc=98.01%, remaining_time=0:00:43.050072, arrival_time=2021-04-14 22:04:35.534904, cost_time=0:00:02.314523 2021-04-14 22:03:54,614 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.7652, top1-acc=73.89%, top5-acc=98.03%, remaining_time=0:00:39.111776, arrival_time=2021-04-14 22:04:33.726547, cost_time=0:00:04.444529 2021-04-14 22:03:56,766 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.48ms, fps=1190 images/s, loss=0.7546, top1-acc=74.04%, top5-acc=98.06%, remaining_time=0:00:36.499084, arrival_time=2021-04-14 22:04:33.265530, cost_time=0:00:06.596218 2021-04-14 22:03:58,888 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.7590, top1-acc=73.78%, top5-acc=98.11%, remaining_time=0:00:34.002540, arrival_time=2021-04-14 22:04:32.891383, cost_time=0:00:08.718612 2021-04-14 22:04:01,026 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=4.47ms, fps=1198 images/s, loss=0.7544, top1-acc=73.86%, top5-acc=98.09%, remaining_time=0:00:31.699520, arrival_time=2021-04-14 22:04:32.725824, cost_time=0:00:10.855990 2021-04-14 22:04:03,159 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.7510, top1-acc=74.02%, top5-acc=98.09%, remaining_time=0:00:29.442232, arrival_time=2021-04-14 22:04:32.601733, cost_time=0:00:12.989195 2021-04-14 22:04:05,301 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.96ms, fps=1196 images/s, loss=0.7482, top1-acc=74.20%, top5-acc=98.04%, remaining_time=0:00:27.235656, arrival_time=2021-04-14 22:04:32.536874, cost_time=0:00:15.130909 2021-04-14 22:04:07,421 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.7467, top1-acc=74.20%, top5-acc=98.05%, remaining_time=0:00:25.014008, arrival_time=2021-04-14 22:04:32.435242, cost_time=0:00:17.251004 2021-04-14 22:04:09,554 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.62ms, fps=1200 images/s, loss=0.7419, top1-acc=74.33%, top5-acc=98.10%, remaining_time=0:00:22.829856, arrival_time=2021-04-14 22:04:32.383987, cost_time=0:00:19.383833 2021-04-14 22:04:11,692 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.88ms, fps=1197 images/s, loss=0.7417, top1-acc=74.31%, top5-acc=98.14%, remaining_time=0:00:20.661408, arrival_time=2021-04-14 22:04:32.354035, cost_time=0:00:21.522302 2021-04-14 22:04:13,813 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.7360, top1-acc=74.42%, top5-acc=98.19%, remaining_time=0:00:18.484496, arrival_time=2021-04-14 22:04:32.297747, cost_time=0:00:23.642919 2021-04-14 22:04:15,939 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.7343, top1-acc=74.45%, top5-acc=98.18%, remaining_time=0:00:16.320696, arrival_time=2021-04-14 22:04:32.260425, cost_time=0:00:25.769502 2021-04-14 22:04:18,100 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.57ms, fps=1185 images/s, loss=0.7310, top1-acc=74.52%, top5-acc=98.18%, remaining_time=0:00:14.179836, arrival_time=2021-04-14 22:04:32.280128, cost_time=0:00:27.929988 2021-04-14 22:04:20,233 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.7277, top1-acc=74.59%, top5-acc=98.24%, remaining_time=0:00:12.025160, arrival_time=2021-04-14 22:04:32.258329, cost_time=0:00:30.062948 2021-04-14 22:04:22,361 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.7267, top1-acc=74.67%, top5-acc=98.23%, remaining_time=0:00:09.872060, arrival_time=2021-04-14 22:04:32.233869, cost_time=0:00:32.191540 2021-04-14 22:04:24,480 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.49ms, fps=1209 images/s, loss=0.7230, top1-acc=74.82%, top5-acc=98.25%, remaining_time=0:00:07.719696, arrival_time=2021-04-14 22:04:32.199686, cost_time=0:00:34.309690 2021-04-14 22:04:26,603 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.7213, top1-acc=74.95%, top5-acc=98.26%, remaining_time=0:00:05.572190, arrival_time=2021-04-14 22:04:32.175919, cost_time=0:00:36.433491 2021-04-14 22:04:28,727 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.7188, top1-acc=75.01%, top5-acc=98.28%, remaining_time=0:00:03.427264, arrival_time=2021-04-14 22:04:32.154223, cost_time=0:00:38.556728 2021-04-14 22:04:30,858 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.7151, top1-acc=75.11%, top5-acc=98.29%, remaining_time=0:00:01.284906, arrival_time=2021-04-14 22:04:32.143766, cost_time=0:00:40.688626 2021-04-14 22:04:32,009 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.23ms, fps=1183 images/s, loss=0.7136, top1-acc=75.16%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:32.009066, cost_time=0:00:41.838835 2021-04-14 22:04:33,050 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.37ms, fps=2464 images/s, loss=0.7944, top1-acc=72.30%, top5-acc=97.66%, remaining_time=0:00:03.116970, arrival_time=2021-04-14 22:04:36.166929, cost_time=0:00:01.038986 2021-04-14 22:04:33,905 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.43ms, fps=2993 images/s, loss=0.7878, top1-acc=72.95%, top5-acc=97.62%, remaining_time=0:00:01.894580, arrival_time=2021-04-14 22:04:35.800129, cost_time=0:00:01.894579 2021-04-14 22:04:34,757 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.46ms, fps=3008 images/s, loss=0.7848, top1-acc=73.11%, top5-acc=97.73%, remaining_time=0:00:00.915270, arrival_time=2021-04-14 22:04:35.672238, cost_time=0:00:02.745799 2021-04-14 22:04:35,539 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=0.7946, top1-acc=72.85%, top5-acc=97.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:35.539340, cost_time=0:00:03.528389 2021-04-14 22:04:36,124 INFO : Epoch=0005 complete, best val top1-acc=72.85%, top5-acc=97.80% (epoch=5), remaining_time=2:29:13.745970, arrival_time=2021-04-15 00:33:49.870718, cost_time=0:03:49.583230 2021-04-14 22:04:36,126 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 22:04:38,425 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.33ms, fps=1114 images/s, loss=0.6398, top1-acc=77.93%, top5-acc=98.40%, remaining_time=0:00:42.759354, arrival_time=2021-04-14 22:05:21.184372, cost_time=0:00:02.298891 2021-04-14 22:04:40,545 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.6456, top1-acc=77.64%, top5-acc=98.24%, remaining_time=0:00:38.886496, arrival_time=2021-04-14 22:05:19.431556, cost_time=0:00:04.418926 2021-04-14 22:04:42,671 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.6435, top1-acc=77.73%, top5-acc=98.22%, remaining_time=0:00:36.218544, arrival_time=2021-04-14 22:05:18.890174, cost_time=0:00:06.545534 2021-04-14 22:04:44,803 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.6376, top1-acc=77.83%, top5-acc=98.36%, remaining_time=0:00:33.842640, arrival_time=2021-04-14 22:05:18.646331, cost_time=0:00:08.677584 2021-04-14 22:04:46,935 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.6298, top1-acc=78.14%, top5-acc=98.49%, remaining_time=0:00:31.564032, arrival_time=2021-04-14 22:05:18.499792, cost_time=0:00:10.809584 2021-04-14 22:04:49,076 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=15.33ms, fps=1196 images/s, loss=0.6285, top1-acc=78.29%, top5-acc=98.52%, remaining_time=0:00:29.354920, arrival_time=2021-04-14 22:05:18.431781, cost_time=0:00:12.950677 2021-04-14 22:04:51,201 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.6250, top1-acc=78.33%, top5-acc=98.56%, remaining_time=0:00:27.135612, arrival_time=2021-04-14 22:05:18.337139, cost_time=0:00:15.075334 2021-04-14 22:04:53,332 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.93ms, fps=1202 images/s, loss=0.6277, top1-acc=78.23%, top5-acc=98.56%, remaining_time=0:00:24.948932, arrival_time=2021-04-14 22:05:18.281226, cost_time=0:00:17.206175 2021-04-14 22:04:55,460 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.11ms, fps=1203 images/s, loss=0.6266, top1-acc=78.31%, top5-acc=98.56%, remaining_time=0:00:22.771238, arrival_time=2021-04-14 22:05:18.231398, cost_time=0:00:19.334057 2021-04-14 22:04:57,593 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.6246, top1-acc=78.34%, top5-acc=98.61%, remaining_time=0:00:20.608512, arrival_time=2021-04-14 22:05:18.201863, cost_time=0:00:21.467161 2021-04-14 22:04:59,719 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.6282, top1-acc=78.26%, top5-acc=98.61%, remaining_time=0:00:18.445882, arrival_time=2021-04-14 22:05:18.165624, cost_time=0:00:23.593617 2021-04-14 22:05:01,843 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.6263, top1-acc=78.30%, top5-acc=98.60%, remaining_time=0:00:16.287636, arrival_time=2021-04-14 22:05:18.131110, cost_time=0:00:25.717367 2021-04-14 22:05:03,969 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.6254, top1-acc=78.34%, top5-acc=98.61%, remaining_time=0:00:14.136078, arrival_time=2021-04-14 22:05:18.105980, cost_time=0:00:27.843800 2021-04-14 22:05:06,089 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.6246, top1-acc=78.40%, top5-acc=98.64%, remaining_time=0:00:11.985176, arrival_time=2021-04-14 22:05:18.074201, cost_time=0:00:29.962920 2021-04-14 22:05:08,203 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.34ms, fps=1211 images/s, loss=0.6231, top1-acc=78.46%, top5-acc=98.66%, remaining_time=0:00:09.837100, arrival_time=2021-04-14 22:05:18.040769, cost_time=0:00:32.077569 2021-04-14 22:05:10,326 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.93ms, fps=1206 images/s, loss=0.6217, top1-acc=78.55%, top5-acc=98.65%, remaining_time=0:00:07.695144, arrival_time=2021-04-14 22:05:18.021900, cost_time=0:00:34.200656 2021-04-14 22:05:12,448 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.6190, top1-acc=78.67%, top5-acc=98.67%, remaining_time=0:00:05.555160, arrival_time=2021-04-14 22:05:18.003521, cost_time=0:00:36.322206 2021-04-14 22:05:14,575 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.6173, top1-acc=78.73%, top5-acc=98.69%, remaining_time=0:00:03.417696, arrival_time=2021-04-14 22:05:17.992939, cost_time=0:00:38.449124 2021-04-14 22:05:16,702 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.70ms, fps=1204 images/s, loss=0.6154, top1-acc=78.76%, top5-acc=98.70%, remaining_time=0:00:01.281354, arrival_time=2021-04-14 22:05:17.983709, cost_time=0:00:40.576204 2021-04-14 22:05:17,856 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.43ms, fps=1179 images/s, loss=0.6134, top1-acc=78.81%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:17.856491, cost_time=0:00:41.730379 2021-04-14 22:05:18,831 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.32ms, fps=2631 images/s, loss=0.7012, top1-acc=75.16%, top5-acc=98.12%, remaining_time=0:00:02.919240, arrival_time=2021-04-14 22:05:21.750754, cost_time=0:00:00.973080 2021-04-14 22:05:19,686 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.78ms, fps=2996 images/s, loss=0.7208, top1-acc=74.98%, top5-acc=98.20%, remaining_time=0:00:01.828140, arrival_time=2021-04-14 22:05:21.514672, cost_time=0:00:01.828147 2021-04-14 22:05:20,556 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.92ms, fps=2945 images/s, loss=0.7161, top1-acc=75.14%, top5-acc=98.35%, remaining_time=0:00:00.899280, arrival_time=2021-04-14 22:05:21.455581, cost_time=0:00:02.697854 2021-04-14 22:05:21,341 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.09ms, fps=2955 images/s, loss=0.7210, top1-acc=75.17%, top5-acc=98.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:21.341924, cost_time=0:00:03.483548 2021-04-14 22:05:21,953 INFO : Epoch=0006 complete, best val top1-acc=75.17%, top5-acc=98.27% (epoch=6), remaining_time=2:28:24.990522, arrival_time=2021-04-15 00:33:46.944136, cost_time=0:04:35.412080 2021-04-14 22:05:21,955 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 22:05:24,250 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.38ms, fps=1116 images/s, loss=0.5537, top1-acc=81.09%, top5-acc=99.26%, remaining_time=0:00:42.679746, arrival_time=2021-04-14 22:06:06.930211, cost_time=0:00:02.294611 2021-04-14 22:05:26,380 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.5729, top1-acc=80.61%, top5-acc=98.81%, remaining_time=0:00:38.937184, arrival_time=2021-04-14 22:06:05.317738, cost_time=0:00:04.424690 2021-04-14 22:05:28,508 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.5625, top1-acc=80.53%, top5-acc=98.91%, remaining_time=0:00:36.258384, arrival_time=2021-04-14 22:06:04.766980, cost_time=0:00:06.552732 2021-04-14 22:05:30,658 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.69ms, fps=1191 images/s, loss=0.5567, top1-acc=80.69%, top5-acc=98.93%, remaining_time=0:00:33.940764, arrival_time=2021-04-14 22:06:04.599467, cost_time=0:00:08.702766 2021-04-14 22:05:32,815 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.65ms, fps=1188 images/s, loss=0.5533, top1-acc=80.91%, top5-acc=98.97%, remaining_time=0:00:31.708718, arrival_time=2021-04-14 22:06:04.523754, cost_time=0:00:10.859152 2021-04-14 22:05:34,941 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.5588, top1-acc=80.84%, top5-acc=98.96%, remaining_time=0:00:29.434888, arrival_time=2021-04-14 22:06:04.376672, cost_time=0:00:12.986009 2021-04-14 22:05:37,064 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.5618, top1-acc=80.75%, top5-acc=98.97%, remaining_time=0:00:27.195966, arrival_time=2021-04-14 22:06:04.260691, cost_time=0:00:15.108845 2021-04-14 22:05:39,196 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.5579, top1-acc=80.82%, top5-acc=99.01%, remaining_time=0:00:24.998928, arrival_time=2021-04-14 22:06:04.195380, cost_time=0:00:17.240625 2021-04-14 22:05:41,320 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.5599, top1-acc=80.72%, top5-acc=99.01%, remaining_time=0:00:22.806960, arrival_time=2021-04-14 22:06:04.127116, cost_time=0:00:19.364384 2021-04-14 22:05:43,468 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.97ms, fps=1192 images/s, loss=0.5606, top1-acc=80.65%, top5-acc=98.97%, remaining_time=0:00:20.652384, arrival_time=2021-04-14 22:06:04.121146, cost_time=0:00:21.512917 2021-04-14 22:05:45,596 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.62ms, fps=1204 images/s, loss=0.5617, top1-acc=80.62%, top5-acc=98.99%, remaining_time=0:00:18.482604, arrival_time=2021-04-14 22:06:04.078942, cost_time=0:00:23.640548 2021-04-14 22:05:47,731 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.75ms, fps=1200 images/s, loss=0.5581, top1-acc=80.73%, top5-acc=98.99%, remaining_time=0:00:16.324268, arrival_time=2021-04-14 22:06:04.055283, cost_time=0:00:25.775140 2021-04-14 22:05:49,850 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.5567, top1-acc=80.73%, top5-acc=98.97%, remaining_time=0:00:14.161884, arrival_time=2021-04-14 22:06:04.012411, cost_time=0:00:27.894652 2021-04-14 22:05:51,980 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.5552, top1-acc=80.79%, top5-acc=98.96%, remaining_time=0:00:12.009984, arrival_time=2021-04-14 22:06:03.990788, cost_time=0:00:30.025020 2021-04-14 22:05:54,113 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.5561, top1-acc=80.79%, top5-acc=98.95%, remaining_time=0:00:09.861710, arrival_time=2021-04-14 22:06:03.975304, cost_time=0:00:32.157679 2021-04-14 22:05:56,240 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.5537, top1-acc=80.89%, top5-acc=98.96%, remaining_time=0:00:07.713936, arrival_time=2021-04-14 22:06:03.953909, cost_time=0:00:34.284194 2021-04-14 22:05:58,367 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.5527, top1-acc=80.94%, top5-acc=98.94%, remaining_time=0:00:05.568888, arrival_time=2021-04-14 22:06:03.936550, cost_time=0:00:36.411883 2021-04-14 22:06:00,488 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.5515, top1-acc=80.93%, top5-acc=98.96%, remaining_time=0:00:03.425104, arrival_time=2021-04-14 22:06:03.913384, cost_time=0:00:38.532435 2021-04-14 22:06:02,610 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.5512, top1-acc=80.97%, top5-acc=98.94%, remaining_time=0:00:01.283844, arrival_time=2021-04-14 22:06:03.894712, cost_time=0:00:40.655079 2021-04-14 22:06:03,759 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.18ms, fps=1184 images/s, loss=0.5533, top1-acc=80.90%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:03.759880, cost_time=0:00:41.804083 2021-04-14 22:06:04,792 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.38ms, fps=2485 images/s, loss=0.6952, top1-acc=76.76%, top5-acc=98.05%, remaining_time=0:00:03.090240, arrival_time=2021-04-14 22:06:07.882181, cost_time=0:00:01.030075 2021-04-14 22:06:05,645 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.39ms, fps=3002 images/s, loss=0.6857, top1-acc=76.91%, top5-acc=98.34%, remaining_time=0:00:01.883380, arrival_time=2021-04-14 22:06:07.528595, cost_time=0:00:01.883389 2021-04-14 22:06:06,495 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.25ms, fps=3013 images/s, loss=0.6926, top1-acc=76.67%, top5-acc=98.39%, remaining_time=0:00:00.911130, arrival_time=2021-04-14 22:06:07.406372, cost_time=0:00:02.733382 2021-04-14 22:06:07,274 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.10ms, fps=2979 images/s, loss=0.6868, top1-acc=76.69%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:07.274493, cost_time=0:00:03.512685 2021-04-14 22:06:07,955 INFO : Epoch=0007 complete, best val top1-acc=76.69%, top5-acc=98.40% (epoch=7), remaining_time=2:27:41.831618, arrival_time=2021-04-15 00:33:49.786743, cost_time=0:05:21.413583 2021-04-14 22:06:07,957 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 22:06:10,295 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.83ms, fps=1095 images/s, loss=0.5472, top1-acc=80.98%, top5-acc=98.87%, remaining_time=0:00:43.482708, arrival_time=2021-04-14 22:06:53.777814, cost_time=0:00:02.337779 2021-04-14 22:06:12,425 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.69ms, fps=1202 images/s, loss=0.5251, top1-acc=81.39%, top5-acc=98.95%, remaining_time=0:00:39.323504, arrival_time=2021-04-14 22:06:51.749404, cost_time=0:00:04.468586 2021-04-14 22:06:14,556 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.5165, top1-acc=82.03%, top5-acc=98.88%, remaining_time=0:00:36.516348, arrival_time=2021-04-14 22:06:51.073061, cost_time=0:00:06.599339 2021-04-14 22:06:16,681 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.82ms, fps=1205 images/s, loss=0.5119, top1-acc=82.18%, top5-acc=99.01%, remaining_time=0:00:34.023912, arrival_time=2021-04-14 22:06:50.705397, cost_time=0:00:08.724071 2021-04-14 22:06:18,805 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.5157, top1-acc=81.98%, top5-acc=99.02%, remaining_time=0:00:31.676890, arrival_time=2021-04-14 22:06:50.482458, cost_time=0:00:10.848239 2021-04-14 22:06:20,925 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.5091, top1-acc=82.17%, top5-acc=99.09%, remaining_time=0:00:29.393408, arrival_time=2021-04-14 22:06:50.318464, cost_time=0:00:12.967664 2021-04-14 22:06:23,044 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.5083, top1-acc=82.21%, top5-acc=99.13%, remaining_time=0:00:27.157410, arrival_time=2021-04-14 22:06:50.202190, cost_time=0:00:15.087453 2021-04-14 22:06:25,170 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.5098, top1-acc=82.16%, top5-acc=99.13%, remaining_time=0:00:24.958444, arrival_time=2021-04-14 22:06:50.128461, cost_time=0:00:17.212701 2021-04-14 22:06:27,299 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.59ms, fps=1202 images/s, loss=0.5107, top1-acc=82.17%, top5-acc=99.14%, remaining_time=0:00:22.780566, arrival_time=2021-04-14 22:06:50.080005, cost_time=0:00:19.342012 2021-04-14 22:06:29,425 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.62ms, fps=1204 images/s, loss=0.5122, top1-acc=82.09%, top5-acc=99.14%, remaining_time=0:00:20.609568, arrival_time=2021-04-14 22:06:50.035227, cost_time=0:00:21.468316 2021-04-14 22:06:31,553 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.5109, top1-acc=82.13%, top5-acc=99.14%, remaining_time=0:00:18.447688, arrival_time=2021-04-14 22:06:50.000888, cost_time=0:00:23.595880 2021-04-14 22:06:33,677 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.5081, top1-acc=82.26%, top5-acc=99.13%, remaining_time=0:00:16.289384, arrival_time=2021-04-14 22:06:49.966821, cost_time=0:00:25.720120 2021-04-14 22:06:35,803 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.5052, top1-acc=82.38%, top5-acc=99.15%, remaining_time=0:00:14.137200, arrival_time=2021-04-14 22:06:49.940479, cost_time=0:00:27.845964 2021-04-14 22:06:37,927 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.5053, top1-acc=82.38%, top5-acc=99.16%, remaining_time=0:00:11.987976, arrival_time=2021-04-14 22:06:49.915177, cost_time=0:00:29.969883 2021-04-14 22:06:40,066 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.28ms, fps=1197 images/s, loss=0.5051, top1-acc=82.42%, top5-acc=99.14%, remaining_time=0:00:09.846714, arrival_time=2021-04-14 22:06:49.913004, cost_time=0:00:32.108839 2021-04-14 22:06:42,198 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.91ms, fps=1201 images/s, loss=0.5053, top1-acc=82.46%, top5-acc=99.16%, remaining_time=0:00:07.704324, arrival_time=2021-04-14 22:06:49.903230, cost_time=0:00:34.241491 2021-04-14 22:06:44,329 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.5063, top1-acc=82.47%, top5-acc=99.15%, remaining_time=0:00:05.562778, arrival_time=2021-04-14 22:06:49.892121, cost_time=0:00:36.372013 2021-04-14 22:06:46,456 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.5047, top1-acc=82.52%, top5-acc=99.15%, remaining_time=0:00:03.422128, arrival_time=2021-04-14 22:06:49.878391, cost_time=0:00:38.498879 2021-04-14 22:06:48,582 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.5027, top1-acc=82.60%, top5-acc=99.17%, remaining_time=0:00:01.282908, arrival_time=2021-04-14 22:06:49.865740, cost_time=0:00:40.625488 2021-04-14 22:06:49,743 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.60ms, fps=1173 images/s, loss=0.5030, top1-acc=82.62%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:49.743155, cost_time=0:00:41.785768 2021-04-14 22:06:50,729 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.40ms, fps=2601 images/s, loss=0.5336, top1-acc=81.84%, top5-acc=99.14%, remaining_time=0:00:02.952510, arrival_time=2021-04-14 22:06:53.681682, cost_time=0:00:00.984173 2021-04-14 22:06:51,582 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.40ms, fps=3001 images/s, loss=0.5558, top1-acc=81.23%, top5-acc=99.14%, remaining_time=0:00:01.837560, arrival_time=2021-04-14 22:06:53.420200, cost_time=0:00:01.837569 2021-04-14 22:06:52,438 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.34ms, fps=2993 images/s, loss=0.5642, top1-acc=80.73%, top5-acc=99.01%, remaining_time=0:00:00.897780, arrival_time=2021-04-14 22:06:53.336154, cost_time=0:00:02.693341 2021-04-14 22:06:53,218 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=2976 images/s, loss=0.5634, top1-acc=80.68%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:53.218459, cost_time=0:00:03.473483 2021-04-14 22:06:53,846 INFO : Epoch=0008 complete, best val top1-acc=80.68%, top5-acc=99.04% (epoch=8), remaining_time=2:26:55.322496, arrival_time=2021-04-15 00:33:49.169120, cost_time=0:06:07.305102 2021-04-14 22:06:53,848 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 22:06:56,267 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.36ms, fps=1058 images/s, loss=0.4860, top1-acc=82.23%, top5-acc=99.22%, remaining_time=0:00:45.002142, arrival_time=2021-04-14 22:07:41.269786, cost_time=0:00:02.419468 2021-04-14 22:06:58,402 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.93ms, fps=1199 images/s, loss=0.4820, top1-acc=82.85%, top5-acc=99.32%, remaining_time=0:00:40.077664, arrival_time=2021-04-14 22:07:38.480127, cost_time=0:00:04.554285 2021-04-14 22:07:00,531 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.98ms, fps=1203 images/s, loss=0.4838, top1-acc=82.71%, top5-acc=99.36%, remaining_time=0:00:36.982808, arrival_time=2021-04-14 22:07:37.514682, cost_time=0:00:06.683633 2021-04-14 22:07:02,669 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.4797, top1-acc=82.90%, top5-acc=99.33%, remaining_time=0:00:34.404084, arrival_time=2021-04-14 22:07:37.073764, cost_time=0:00:08.821566 2021-04-14 22:07:04,801 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.4801, top1-acc=83.02%, top5-acc=99.27%, remaining_time=0:00:31.982760, arrival_time=2021-04-14 22:07:36.783862, cost_time=0:00:10.952997 2021-04-14 22:07:06,933 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.4823, top1-acc=82.97%, top5-acc=99.26%, remaining_time=0:00:29.659968, arrival_time=2021-04-14 22:07:36.593398, cost_time=0:00:13.085252 2021-04-14 22:07:09,056 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.4791, top1-acc=83.29%, top5-acc=99.24%, remaining_time=0:00:27.375138, arrival_time=2021-04-14 22:07:36.431671, cost_time=0:00:15.208407 2021-04-14 22:07:11,175 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.54ms, fps=1209 images/s, loss=0.4794, top1-acc=83.31%, top5-acc=99.26%, remaining_time=0:00:25.123976, arrival_time=2021-04-14 22:07:36.298959, cost_time=0:00:17.326885 2021-04-14 22:07:13,297 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.4767, top1-acc=83.38%, top5-acc=99.28%, remaining_time=0:00:22.906600, arrival_time=2021-04-14 22:07:36.203705, cost_time=0:00:19.448999 2021-04-14 22:07:15,419 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.4746, top1-acc=83.42%, top5-acc=99.28%, remaining_time=0:00:20.708352, arrival_time=2021-04-14 22:07:36.127748, cost_time=0:00:21.571240 2021-04-14 22:07:17,560 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.56ms, fps=1196 images/s, loss=0.4747, top1-acc=83.44%, top5-acc=99.30%, remaining_time=0:00:18.539020, arrival_time=2021-04-14 22:07:36.099848, cost_time=0:00:23.712675 2021-04-14 22:07:19,694 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.84ms, fps=1200 images/s, loss=0.4721, top1-acc=83.57%, top5-acc=99.31%, remaining_time=0:00:16.369640, arrival_time=2021-04-14 22:07:36.064560, cost_time=0:00:25.846793 2021-04-14 22:07:21,826 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.4713, top1-acc=83.58%, top5-acc=99.32%, remaining_time=0:00:14.204388, arrival_time=2021-04-14 22:07:36.030857, cost_time=0:00:27.978359 2021-04-14 22:07:23,970 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.4708, top1-acc=83.59%, top5-acc=99.31%, remaining_time=0:00:12.048736, arrival_time=2021-04-14 22:07:36.018760, cost_time=0:00:30.121907 2021-04-14 22:07:26,109 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.4699, top1-acc=83.58%, top5-acc=99.32%, remaining_time=0:00:09.893312, arrival_time=2021-04-14 22:07:36.002277, cost_time=0:00:32.260862 2021-04-14 22:07:28,240 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.93ms, fps=1202 images/s, loss=0.4676, top1-acc=83.67%, top5-acc=99.32%, remaining_time=0:00:07.738164, arrival_time=2021-04-14 22:07:35.978225, cost_time=0:00:34.391882 2021-04-14 22:07:30,364 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.4683, top1-acc=83.65%, top5-acc=99.32%, remaining_time=0:00:05.584800, arrival_time=2021-04-14 22:07:35.948819, cost_time=0:00:36.515921 2021-04-14 22:07:32,491 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.4677, top1-acc=83.68%, top5-acc=99.31%, remaining_time=0:00:03.435008, arrival_time=2021-04-14 22:07:35.926888, cost_time=0:00:38.643790 2021-04-14 22:07:34,629 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.29ms, fps=1198 images/s, loss=0.4672, top1-acc=83.72%, top5-acc=99.31%, remaining_time=0:00:01.287834, arrival_time=2021-04-14 22:07:35.917408, cost_time=0:00:40.781325 2021-04-14 22:07:35,779 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.25ms, fps=1183 images/s, loss=0.4662, top1-acc=83.75%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:35.779520, cost_time=0:00:41.931385 2021-04-14 22:07:36,832 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=2435 images/s, loss=0.5644, top1-acc=80.08%, top5-acc=98.79%, remaining_time=0:00:03.154260, arrival_time=2021-04-14 22:07:39.987203, cost_time=0:00:01.051425 2021-04-14 22:07:37,685 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.74ms, fps=3004 images/s, loss=0.5612, top1-acc=80.84%, top5-acc=98.93%, remaining_time=0:00:01.903920, arrival_time=2021-04-14 22:07:39.589347, cost_time=0:00:01.903911 2021-04-14 22:07:38,537 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.31ms, fps=3006 images/s, loss=0.5651, top1-acc=80.76%, top5-acc=98.89%, remaining_time=0:00:00.918580, arrival_time=2021-04-14 22:07:39.455946, cost_time=0:00:02.755750 2021-04-14 22:07:39,315 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=2983 images/s, loss=0.5457, top1-acc=81.09%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:39.315510, cost_time=0:00:03.534019 2021-04-14 22:07:39,885 INFO : Epoch=0009 complete, best val top1-acc=81.09%, top5-acc=99.01% (epoch=9), remaining_time=2:26:12.081830, arrival_time=2021-04-15 00:33:51.967520, cost_time=0:06:53.344166 2021-04-14 22:07:39,886 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 22:07:42,210 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.93ms, fps=1102 images/s, loss=0.4612, top1-acc=83.55%, top5-acc=99.45%, remaining_time=0:00:43.215054, arrival_time=2021-04-14 22:08:25.425619, cost_time=0:00:02.323394 2021-04-14 22:07:44,338 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.4500, top1-acc=84.20%, top5-acc=99.32%, remaining_time=0:00:39.176192, arrival_time=2021-04-14 22:08:23.515110, cost_time=0:00:04.451837 2021-04-14 22:07:46,465 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.4374, top1-acc=84.69%, top5-acc=99.40%, remaining_time=0:00:36.398820, arrival_time=2021-04-14 22:08:22.864062, cost_time=0:00:06.578112 2021-04-14 22:07:48,589 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.4478, top1-acc=84.31%, top5-acc=99.38%, remaining_time=0:00:33.938112, arrival_time=2021-04-14 22:08:22.527298, cost_time=0:00:08.702065 2021-04-14 22:07:50,718 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.58ms, fps=1203 images/s, loss=0.4449, top1-acc=84.46%, top5-acc=99.38%, remaining_time=0:00:31.627542, arrival_time=2021-04-14 22:08:22.345967, cost_time=0:00:10.831362 2021-04-14 22:07:52,843 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.54ms, fps=1205 images/s, loss=0.4428, top1-acc=84.54%, top5-acc=99.38%, remaining_time=0:00:29.367296, arrival_time=2021-04-14 22:08:22.210597, cost_time=0:00:12.956178 2021-04-14 22:07:54,966 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.4421, top1-acc=84.56%, top5-acc=99.40%, remaining_time=0:00:27.142542, arrival_time=2021-04-14 22:08:22.108952, cost_time=0:00:15.079217 2021-04-14 22:07:57,093 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.4431, top1-acc=84.58%, top5-acc=99.39%, remaining_time=0:00:24.948932, arrival_time=2021-04-14 22:08:22.042188, cost_time=0:00:17.206191 2021-04-14 22:07:59,232 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.63ms, fps=1197 images/s, loss=0.4453, top1-acc=84.46%, top5-acc=99.38%, remaining_time=0:00:22.784594, arrival_time=2021-04-14 22:08:22.017083, cost_time=0:00:19.345371 2021-04-14 22:08:01,358 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.87ms, fps=1205 images/s, loss=0.4477, top1-acc=84.41%, top5-acc=99.38%, remaining_time=0:00:20.612256, arrival_time=2021-04-14 22:08:21.970416, cost_time=0:00:21.471092 2021-04-14 22:08:03,480 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.4438, top1-acc=84.51%, top5-acc=99.39%, remaining_time=0:00:18.445882, arrival_time=2021-04-14 22:08:21.926544, cost_time=0:00:23.593592 2021-04-14 22:08:05,606 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.4442, top1-acc=84.52%, top5-acc=99.40%, remaining_time=0:00:16.288928, arrival_time=2021-04-14 22:08:21.895307, cost_time=0:00:25.719310 2021-04-14 22:08:07,744 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.52ms, fps=1198 images/s, loss=0.4454, top1-acc=84.50%, top5-acc=99.37%, remaining_time=0:00:14.142744, arrival_time=2021-04-14 22:08:21.886861, cost_time=0:00:27.856972 2021-04-14 22:08:09,865 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.4474, top1-acc=84.44%, top5-acc=99.35%, remaining_time=0:00:11.991224, arrival_time=2021-04-14 22:08:21.856395, cost_time=0:00:29.978101 2021-04-14 22:08:11,988 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.4486, top1-acc=84.40%, top5-acc=99.36%, remaining_time=0:00:09.844552, arrival_time=2021-04-14 22:08:21.833484, cost_time=0:00:32.101820 2021-04-14 22:08:14,109 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.4479, top1-acc=84.39%, top5-acc=99.37%, remaining_time=0:00:07.700112, arrival_time=2021-04-14 22:08:21.809898, cost_time=0:00:34.222716 2021-04-14 22:08:16,232 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.4460, top1-acc=84.45%, top5-acc=99.37%, remaining_time=0:00:05.558670, arrival_time=2021-04-14 22:08:21.790994, cost_time=0:00:36.345217 2021-04-14 22:08:18,369 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.49ms, fps=1198 images/s, loss=0.4446, top1-acc=84.50%, top5-acc=99.36%, remaining_time=0:00:03.420624, arrival_time=2021-04-14 22:08:21.789663, cost_time=0:00:38.481971 2021-04-14 22:08:20,491 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.4439, top1-acc=84.53%, top5-acc=99.38%, remaining_time=0:00:01.282242, arrival_time=2021-04-14 22:08:21.773605, cost_time=0:00:40.604292 2021-04-14 22:08:21,641 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.20ms, fps=1183 images/s, loss=0.4432, top1-acc=84.56%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:21.641405, cost_time=0:00:41.754335 2021-04-14 22:08:22,619 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.31ms, fps=2624 images/s, loss=0.5083, top1-acc=82.50%, top5-acc=98.95%, remaining_time=0:00:02.927310, arrival_time=2021-04-14 22:08:25.546332, cost_time=0:00:00.975772 2021-04-14 22:08:23,468 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.34ms, fps=3015 images/s, loss=0.5404, top1-acc=81.45%, top5-acc=98.85%, remaining_time=0:00:01.825400, arrival_time=2021-04-14 22:08:25.294026, cost_time=0:00:01.825391 2021-04-14 22:08:24,322 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.64ms, fps=2998 images/s, loss=0.5299, top1-acc=81.64%, top5-acc=98.96%, remaining_time=0:00:00.893180, arrival_time=2021-04-14 22:08:25.215997, cost_time=0:00:02.679539 2021-04-14 22:08:25,107 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=2957 images/s, loss=0.5377, top1-acc=81.51%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:25.107923, cost_time=0:00:03.464692 2021-04-14 22:08:25,812 INFO : Epoch=0010 complete, best val top1-acc=81.51%, top5-acc=99.01% (epoch=10), remaining_time=2:25:26.139500, arrival_time=2021-04-15 00:33:51.951598, cost_time=0:07:39.270505 2021-04-14 22:08:25,815 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 22:08:28,110 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.53ms, fps=1116 images/s, loss=0.4217, top1-acc=84.61%, top5-acc=99.34%, remaining_time=0:00:42.683280, arrival_time=2021-04-14 22:09:10.793553, cost_time=0:00:02.294800 2021-04-14 22:08:30,236 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.4405, top1-acc=84.67%, top5-acc=99.26%, remaining_time=0:00:38.908848, arrival_time=2021-04-14 22:09:09.145654, cost_time=0:00:04.421466 2021-04-14 22:08:32,360 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.4306, top1-acc=84.95%, top5-acc=99.32%, remaining_time=0:00:36.214560, arrival_time=2021-04-14 22:09:08.574773, cost_time=0:00:06.544806 2021-04-14 22:08:34,483 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.4325, top1-acc=84.79%, top5-acc=99.39%, remaining_time=0:00:33.807384, arrival_time=2021-04-14 22:09:08.291297, cost_time=0:00:08.668563 2021-04-14 22:08:36,611 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.4301, top1-acc=84.86%, top5-acc=99.42%, remaining_time=0:00:31.525780, arrival_time=2021-04-14 22:09:08.137642, cost_time=0:00:10.796489 2021-04-14 22:08:38,740 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.4324, top1-acc=84.84%, top5-acc=99.43%, remaining_time=0:00:29.296168, arrival_time=2021-04-14 22:09:08.036335, cost_time=0:00:12.924779 2021-04-14 22:08:40,861 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.89ms, fps=1207 images/s, loss=0.4277, top1-acc=84.99%, top5-acc=99.40%, remaining_time=0:00:27.083196, arrival_time=2021-04-14 22:09:07.944815, cost_time=0:00:15.046253 2021-04-14 22:08:42,992 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.4264, top1-acc=85.05%, top5-acc=99.39%, remaining_time=0:00:24.906360, arrival_time=2021-04-14 22:09:07.898460, cost_time=0:00:17.176767 2021-04-14 22:08:45,120 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.73ms, fps=1203 images/s, loss=0.4251, top1-acc=85.19%, top5-acc=99.34%, remaining_time=0:00:22.737212, arrival_time=2021-04-14 22:09:07.857773, cost_time=0:00:19.305224 2021-04-14 22:08:47,245 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.4261, top1-acc=85.21%, top5-acc=99.35%, remaining_time=0:00:20.573280, arrival_time=2021-04-14 22:09:07.819104, cost_time=0:00:21.430491 2021-04-14 22:08:49,367 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.4238, top1-acc=85.30%, top5-acc=99.36%, remaining_time=0:00:18.413804, arrival_time=2021-04-14 22:09:07.781707, cost_time=0:00:23.552573 2021-04-14 22:08:51,504 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=2.27ms, fps=1198 images/s, loss=0.4257, top1-acc=85.22%, top5-acc=99.37%, remaining_time=0:00:16.269852, arrival_time=2021-04-14 22:09:07.774486, cost_time=0:00:25.689229 2021-04-14 22:08:53,626 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.4264, top1-acc=85.27%, top5-acc=99.36%, remaining_time=0:00:14.119248, arrival_time=2021-04-14 22:09:07.745244, cost_time=0:00:27.810666 2021-04-14 22:08:55,746 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.4256, top1-acc=85.33%, top5-acc=99.36%, remaining_time=0:00:11.972408, arrival_time=2021-04-14 22:09:07.718754, cost_time=0:00:29.931001 2021-04-14 22:08:57,866 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.63ms, fps=1207 images/s, loss=0.4253, top1-acc=85.35%, top5-acc=99.37%, remaining_time=0:00:09.829142, arrival_time=2021-04-14 22:09:07.696088, cost_time=0:00:32.051622 2021-04-14 22:08:59,994 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.4252, top1-acc=85.33%, top5-acc=99.38%, remaining_time=0:00:07.690320, arrival_time=2021-04-14 22:09:07.684879, cost_time=0:00:34.179228 2021-04-14 22:09:02,115 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.4261, top1-acc=85.34%, top5-acc=99.39%, remaining_time=0:00:05.551858, arrival_time=2021-04-14 22:09:07.667776, cost_time=0:00:36.300589 2021-04-14 22:09:04,239 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.4256, top1-acc=85.33%, top5-acc=99.39%, remaining_time=0:00:03.415456, arrival_time=2021-04-14 22:09:07.654670, cost_time=0:00:38.423858 2021-04-14 22:09:06,363 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.4261, top1-acc=85.33%, top5-acc=99.39%, remaining_time=0:00:01.280460, arrival_time=2021-04-14 22:09:07.643634, cost_time=0:00:40.547842 2021-04-14 22:09:07,521 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.35ms, fps=1174 images/s, loss=0.4265, top1-acc=85.28%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:07.521700, cost_time=0:00:41.706365 2021-04-14 22:09:08,546 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.33ms, fps=2502 images/s, loss=0.5363, top1-acc=81.29%, top5-acc=99.02%, remaining_time=0:00:03.069600, arrival_time=2021-04-14 22:09:11.616356, cost_time=0:00:01.023199 2021-04-14 22:09:09,401 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.96ms, fps=2998 images/s, loss=0.5180, top1-acc=82.13%, top5-acc=99.18%, remaining_time=0:00:01.877480, arrival_time=2021-04-14 22:09:11.278596, cost_time=0:00:01.877474 2021-04-14 22:09:10,255 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.51ms, fps=2997 images/s, loss=0.5130, top1-acc=82.30%, top5-acc=99.22%, remaining_time=0:00:00.910730, arrival_time=2021-04-14 22:09:11.166462, cost_time=0:00:02.732182 2021-04-14 22:09:11,036 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.5167, top1-acc=82.40%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:11.036475, cost_time=0:00:03.512940 2021-04-14 22:09:11,628 INFO : Epoch=0011 complete, best val top1-acc=82.40%, top5-acc=99.20% (epoch=11), remaining_time=2:24:38.310165, arrival_time=2021-04-15 00:33:49.938513, cost_time=0:08:25.086838 2021-04-14 22:09:11,629 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 22:09:13,945 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.75ms, fps=1106 images/s, loss=0.4324, top1-acc=85.04%, top5-acc=99.65%, remaining_time=0:00:43.064580, arrival_time=2021-04-14 22:09:57.009799, cost_time=0:00:02.315298 2021-04-14 22:09:16,068 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.65ms, fps=1206 images/s, loss=0.4161, top1-acc=86.02%, top5-acc=99.43%, remaining_time=0:00:39.061264, arrival_time=2021-04-14 22:09:55.129812, cost_time=0:00:04.438771 2021-04-14 22:09:18,190 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.46ms, fps=1207 images/s, loss=0.4042, top1-acc=86.46%, top5-acc=99.48%, remaining_time=0:00:36.299718, arrival_time=2021-04-14 22:09:54.489736, cost_time=0:00:06.560188 2021-04-14 22:09:20,325 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.3985, top1-acc=86.52%, top5-acc=99.52%, remaining_time=0:00:33.912528, arrival_time=2021-04-14 22:09:54.237841, cost_time=0:00:08.695531 2021-04-14 22:09:22,454 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.4023, top1-acc=86.23%, top5-acc=99.54%, remaining_time=0:00:31.608124, arrival_time=2021-04-14 22:09:54.062633, cost_time=0:00:10.824710 2021-04-14 22:09:24,589 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.3980, top1-acc=86.32%, top5-acc=99.54%, remaining_time=0:00:29.374504, arrival_time=2021-04-14 22:09:53.963670, cost_time=0:00:12.959318 2021-04-14 22:09:26,715 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.3999, top1-acc=86.26%, top5-acc=99.53%, remaining_time=0:00:27.153756, arrival_time=2021-04-14 22:09:53.869016, cost_time=0:00:15.085414 2021-04-14 22:09:28,845 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.4012, top1-acc=86.13%, top5-acc=99.54%, remaining_time=0:00:24.962040, arrival_time=2021-04-14 22:09:53.807101, cost_time=0:00:17.215204 2021-04-14 22:09:30,963 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.4005, top1-acc=86.15%, top5-acc=99.54%, remaining_time=0:00:22.771132, arrival_time=2021-04-14 22:09:53.734897, cost_time=0:00:19.333985 2021-04-14 22:09:33,100 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.61ms, fps=1198 images/s, loss=0.3996, top1-acc=86.20%, top5-acc=99.54%, remaining_time=0:00:20.612160, arrival_time=2021-04-14 22:09:53.712975, cost_time=0:00:21.471045 2021-04-14 22:09:35,219 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.62ms, fps=1209 images/s, loss=0.4002, top1-acc=86.10%, top5-acc=99.53%, remaining_time=0:00:18.442786, arrival_time=2021-04-14 22:09:53.662142, cost_time=0:00:23.589590 2021-04-14 22:09:37,347 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.4004, top1-acc=86.02%, top5-acc=99.52%, remaining_time=0:00:16.287940, arrival_time=2021-04-14 22:09:53.635583, cost_time=0:00:25.717809 2021-04-14 22:09:39,473 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.4006, top1-acc=85.97%, top5-acc=99.53%, remaining_time=0:00:14.136012, arrival_time=2021-04-14 22:09:53.609410, cost_time=0:00:27.843617 2021-04-14 22:09:41,604 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.4001, top1-acc=86.03%, top5-acc=99.50%, remaining_time=0:00:11.990048, arrival_time=2021-04-14 22:09:53.594882, cost_time=0:00:29.975067 2021-04-14 22:09:43,727 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.4023, top1-acc=85.98%, top5-acc=99.50%, remaining_time=0:00:09.843310, arrival_time=2021-04-14 22:09:53.570761, cost_time=0:00:32.097679 2021-04-14 22:09:45,860 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.4049, top1-acc=85.95%, top5-acc=99.49%, remaining_time=0:00:07.701840, arrival_time=2021-04-14 22:09:53.562020, cost_time=0:00:34.230414 2021-04-14 22:09:47,986 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.64ms, fps=1204 images/s, loss=0.4054, top1-acc=85.93%, top5-acc=99.47%, remaining_time=0:00:05.560412, arrival_time=2021-04-14 22:09:53.546692, cost_time=0:00:36.356514 2021-04-14 22:09:50,100 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.38ms, fps=1211 images/s, loss=0.4062, top1-acc=85.93%, top5-acc=99.47%, remaining_time=0:00:03.419616, arrival_time=2021-04-14 22:09:53.520038, cost_time=0:00:38.470593 2021-04-14 22:09:52,225 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.60ms, fps=1205 images/s, loss=0.4073, top1-acc=85.90%, top5-acc=99.47%, remaining_time=0:00:01.281960, arrival_time=2021-04-14 22:09:53.507156, cost_time=0:00:40.595407 2021-04-14 22:09:53,372 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.39ms, fps=1186 images/s, loss=0.4081, top1-acc=85.90%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:53.372696, cost_time=0:00:41.742931 2021-04-14 22:09:54,363 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.44ms, fps=2590 images/s, loss=0.5018, top1-acc=82.23%, top5-acc=99.18%, remaining_time=0:00:02.965170, arrival_time=2021-04-14 22:09:57.328150, cost_time=0:00:00.988391 2021-04-14 22:09:55,215 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.31ms, fps=3003 images/s, loss=0.5027, top1-acc=82.48%, top5-acc=99.32%, remaining_time=0:00:01.841260, arrival_time=2021-04-14 22:09:57.057112, cost_time=0:00:01.841269 2021-04-14 22:09:56,067 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.21ms, fps=3008 images/s, loss=0.5113, top1-acc=82.25%, top5-acc=99.28%, remaining_time=0:00:00.897560, arrival_time=2021-04-14 22:09:56.964813, cost_time=0:00:02.692677 2021-04-14 22:09:56,847 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.5190, top1-acc=82.10%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:56.847290, cost_time=0:00:03.472726 2021-04-14 22:09:57,212 INFO : Epoch=0012 complete, best val top1-acc=82.40%, top5-acc=99.20% (epoch=11), remaining_time=2:23:47.184452, arrival_time=2021-04-15 00:33:44.397312, cost_time=0:09:10.671343 2021-04-14 22:09:57,215 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 22:09:59,518 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=2.11ms, fps=1112 images/s, loss=0.3695, top1-acc=86.95%, top5-acc=99.45%, remaining_time=0:00:42.835428, arrival_time=2021-04-14 22:10:42.353858, cost_time=0:00:02.302977 2021-04-14 22:10:01,641 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.63ms, fps=1206 images/s, loss=0.3921, top1-acc=86.15%, top5-acc=99.49%, remaining_time=0:00:38.950736, arrival_time=2021-04-14 22:10:40.592375, cost_time=0:00:04.426225 2021-04-14 22:10:03,774 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.3835, top1-acc=86.47%, top5-acc=99.56%, remaining_time=0:00:36.291750, arrival_time=2021-04-14 22:10:40.065914, cost_time=0:00:06.558751 2021-04-14 22:10:05,894 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.60ms, fps=1207 images/s, loss=0.3838, top1-acc=86.56%, top5-acc=99.58%, remaining_time=0:00:33.849504, arrival_time=2021-04-14 22:10:39.744328, cost_time=0:00:08.679364 2021-04-14 22:10:08,022 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.92ms, fps=1203 images/s, loss=0.3785, top1-acc=86.75%, top5-acc=99.59%, remaining_time=0:00:31.557462, arrival_time=2021-04-14 22:10:39.580249, cost_time=0:00:10.807366 2021-04-14 22:10:10,143 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.3786, top1-acc=86.72%, top5-acc=99.60%, remaining_time=0:00:29.303512, arrival_time=2021-04-14 22:10:39.446963, cost_time=0:00:12.928038 2021-04-14 22:10:12,281 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.05ms, fps=1198 images/s, loss=0.3807, top1-acc=86.70%, top5-acc=99.58%, remaining_time=0:00:27.118476, arrival_time=2021-04-14 22:10:39.399822, cost_time=0:00:15.065801 2021-04-14 22:10:14,404 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.3809, top1-acc=86.64%, top5-acc=99.56%, remaining_time=0:00:24.923760, arrival_time=2021-04-14 22:10:39.328119, cost_time=0:00:17.188819 2021-04-14 22:10:16,527 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.3842, top1-acc=86.56%, top5-acc=99.55%, remaining_time=0:00:22.745480, arrival_time=2021-04-14 22:10:39.273097, cost_time=0:00:19.312201 2021-04-14 22:10:18,646 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.3856, top1-acc=86.52%, top5-acc=99.55%, remaining_time=0:00:20.573952, arrival_time=2021-04-14 22:10:39.220637, cost_time=0:00:21.431162 2021-04-14 22:10:20,774 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.3879, top1-acc=86.44%, top5-acc=99.55%, remaining_time=0:00:18.419050, arrival_time=2021-04-14 22:10:39.193693, cost_time=0:00:23.559225 2021-04-14 22:10:22,901 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.3861, top1-acc=86.52%, top5-acc=99.55%, remaining_time=0:00:16.267952, arrival_time=2021-04-14 22:10:39.169629, cost_time=0:00:25.686262 2021-04-14 22:10:25,030 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.3881, top1-acc=86.43%, top5-acc=99.56%, remaining_time=0:00:14.121162, arrival_time=2021-04-14 22:10:39.151112, cost_time=0:00:27.814430 2021-04-14 22:10:27,152 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.3878, top1-acc=86.48%, top5-acc=99.56%, remaining_time=0:00:11.974816, arrival_time=2021-04-14 22:10:39.127361, cost_time=0:00:29.937073 2021-04-14 22:10:29,272 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.3872, top1-acc=86.49%, top5-acc=99.56%, remaining_time=0:00:09.830936, arrival_time=2021-04-14 22:10:39.103710, cost_time=0:00:32.057355 2021-04-14 22:10:31,390 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.40ms, fps=1209 images/s, loss=0.3886, top1-acc=86.43%, top5-acc=99.55%, remaining_time=0:00:07.689420, arrival_time=2021-04-14 22:10:39.080019, cost_time=0:00:34.175180 2021-04-14 22:10:33,516 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.92ms, fps=1205 images/s, loss=0.3891, top1-acc=86.39%, top5-acc=99.55%, remaining_time=0:00:05.551858, arrival_time=2021-04-14 22:10:39.067849, cost_time=0:00:36.300575 2021-04-14 22:10:35,643 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.3896, top1-acc=86.41%, top5-acc=99.55%, remaining_time=0:00:03.415856, arrival_time=2021-04-14 22:10:39.059595, cost_time=0:00:38.428320 2021-04-14 22:10:37,768 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.76ms, fps=1205 images/s, loss=0.3904, top1-acc=86.39%, top5-acc=99.54%, remaining_time=0:00:01.280628, arrival_time=2021-04-14 22:10:39.049367, cost_time=0:00:40.553269 2021-04-14 22:10:38,921 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.25ms, fps=1180 images/s, loss=0.3916, top1-acc=86.36%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:38.921879, cost_time=0:00:41.706465 2021-04-14 22:10:39,912 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.51ms, fps=2589 images/s, loss=0.4836, top1-acc=83.67%, top5-acc=99.18%, remaining_time=0:00:02.966400, arrival_time=2021-04-14 22:10:42.878959, cost_time=0:00:00.988805 2021-04-14 22:10:40,763 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.82ms, fps=3011 images/s, loss=0.4973, top1-acc=83.18%, top5-acc=99.37%, remaining_time=0:00:01.839380, arrival_time=2021-04-14 22:10:42.602510, cost_time=0:00:01.839385 2021-04-14 22:10:41,617 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.45ms, fps=2998 images/s, loss=0.4895, top1-acc=83.62%, top5-acc=99.32%, remaining_time=0:00:00.897880, arrival_time=2021-04-14 22:10:42.515223, cost_time=0:00:02.693630 2021-04-14 22:10:42,398 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.4901, top1-acc=83.19%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:42.398071, cost_time=0:00:03.474376 2021-04-14 22:10:43,044 INFO : Epoch=0013 complete, best val top1-acc=83.19%, top5-acc=99.28% (epoch=13), remaining_time=2:23:00.469007, arrival_time=2021-04-15 00:33:43.513756, cost_time=0:09:56.503198 2021-04-14 22:10:43,046 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 22:10:45,417 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.11ms, fps=1080 images/s, loss=0.3899, top1-acc=86.60%, top5-acc=99.53%, remaining_time=0:00:44.097810, arrival_time=2021-04-14 22:11:29.514845, cost_time=0:00:02.370852 2021-04-14 22:10:47,545 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.95ms, fps=1203 images/s, loss=0.3877, top1-acc=86.43%, top5-acc=99.63%, remaining_time=0:00:39.591728, arrival_time=2021-04-14 22:11:27.137067, cost_time=0:00:04.499053 2021-04-14 22:10:49,667 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.3891, top1-acc=86.46%, top5-acc=99.53%, remaining_time=0:00:36.635702, arrival_time=2021-04-14 22:11:26.302800, cost_time=0:00:06.620904 2021-04-14 22:10:51,797 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.3789, top1-acc=86.84%, top5-acc=99.54%, remaining_time=0:00:34.128276, arrival_time=2021-04-14 22:11:25.925404, cost_time=0:00:08.750830 2021-04-14 22:10:53,924 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.3797, top1-acc=86.89%, top5-acc=99.55%, remaining_time=0:00:31.764928, arrival_time=2021-04-14 22:11:25.689498, cost_time=0:00:10.878378 2021-04-14 22:10:56,050 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3806, top1-acc=86.69%, top5-acc=99.58%, remaining_time=0:00:29.475552, arrival_time=2021-04-14 22:11:25.525660, cost_time=0:00:13.003930 2021-04-14 22:10:58,183 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.3813, top1-acc=86.70%, top5-acc=99.56%, remaining_time=0:00:27.247374, arrival_time=2021-04-14 22:11:25.431033, cost_time=0:00:15.137423 2021-04-14 22:11:00,319 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.3822, top1-acc=86.71%, top5-acc=99.53%, remaining_time=0:00:25.046256, arrival_time=2021-04-14 22:11:25.365786, cost_time=0:00:17.273245 2021-04-14 22:11:02,446 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.3800, top1-acc=86.79%, top5-acc=99.54%, remaining_time=0:00:22.849678, arrival_time=2021-04-14 22:11:25.296520, cost_time=0:00:19.400669 2021-04-14 22:11:04,572 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.3794, top1-acc=86.87%, top5-acc=99.54%, remaining_time=0:00:20.665056, arrival_time=2021-04-14 22:11:25.237366, cost_time=0:00:21.526081 2021-04-14 22:11:06,727 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.31ms, fps=1194 images/s, loss=0.3796, top1-acc=86.84%, top5-acc=99.55%, remaining_time=0:00:18.514510, arrival_time=2021-04-14 22:11:25.242082, cost_time=0:00:23.681401 2021-04-14 22:11:08,862 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.88ms, fps=1199 images/s, loss=0.3834, top1-acc=86.68%, top5-acc=99.55%, remaining_time=0:00:16.350260, arrival_time=2021-04-14 22:11:25.212672, cost_time=0:00:25.816233 2021-04-14 22:11:10,987 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.3817, top1-acc=86.77%, top5-acc=99.55%, remaining_time=0:00:14.185314, arrival_time=2021-04-14 22:11:25.172450, cost_time=0:00:27.940828 2021-04-14 22:11:13,106 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=0.3822, top1-acc=86.79%, top5-acc=99.54%, remaining_time=0:00:12.023984, arrival_time=2021-04-14 22:11:25.130159, cost_time=0:00:30.059975 2021-04-14 22:11:15,221 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.47ms, fps=1210 images/s, loss=0.3814, top1-acc=86.84%, top5-acc=99.55%, remaining_time=0:00:09.867230, arrival_time=2021-04-14 22:11:25.089180, cost_time=0:00:32.175770 2021-04-14 22:11:17,353 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.3816, top1-acc=86.84%, top5-acc=99.55%, remaining_time=0:00:07.719228, arrival_time=2021-04-14 22:11:25.073118, cost_time=0:00:34.307710 2021-04-14 22:11:19,473 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.3806, top1-acc=86.83%, top5-acc=99.55%, remaining_time=0:00:05.571228, arrival_time=2021-04-14 22:11:25.044707, cost_time=0:00:36.427304 2021-04-14 22:11:21,595 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.3809, top1-acc=86.81%, top5-acc=99.55%, remaining_time=0:00:03.426624, arrival_time=2021-04-14 22:11:25.022232, cost_time=0:00:38.549431 2021-04-14 22:11:23,723 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.3815, top1-acc=86.79%, top5-acc=99.55%, remaining_time=0:00:01.284534, arrival_time=2021-04-14 22:11:25.007693, cost_time=0:00:40.676982 2021-04-14 22:11:24,872 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.21ms, fps=1183 images/s, loss=0.3819, top1-acc=86.83%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:24.872667, cost_time=0:00:41.826486 2021-04-14 22:11:25,903 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.21ms, fps=2487 images/s, loss=0.5217, top1-acc=82.11%, top5-acc=99.34%, remaining_time=0:00:03.087720, arrival_time=2021-04-14 22:11:28.991576, cost_time=0:00:01.029235 2021-04-14 22:11:26,762 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.76ms, fps=2982 images/s, loss=0.5292, top1-acc=82.01%, top5-acc=99.14%, remaining_time=0:00:01.888120, arrival_time=2021-04-14 22:11:28.650805, cost_time=0:00:01.888116 2021-04-14 22:11:27,620 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.43ms, fps=2988 images/s, loss=0.5409, top1-acc=81.84%, top5-acc=99.04%, remaining_time=0:00:00.915110, arrival_time=2021-04-14 22:11:28.535045, cost_time=0:00:02.745327 2021-04-14 22:11:28,400 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.5276, top1-acc=82.02%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:28.400505, cost_time=0:00:03.525945 2021-04-14 22:11:28,738 INFO : Epoch=0014 complete, best val top1-acc=83.19%, top5-acc=99.28% (epoch=13), remaining_time=2:22:12.043200, arrival_time=2021-04-15 00:33:40.781547, cost_time=0:10:42.196801 2021-04-14 22:11:28,740 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 22:11:31,075 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.61ms, fps=1096 images/s, loss=0.3705, top1-acc=87.38%, top5-acc=99.30%, remaining_time=0:00:43.426908, arrival_time=2021-04-14 22:12:14.502356, cost_time=0:00:02.334783 2021-04-14 22:11:33,203 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.3775, top1-acc=87.09%, top5-acc=99.37%, remaining_time=0:00:39.276864, arrival_time=2021-04-14 22:12:12.480763, cost_time=0:00:04.463275 2021-04-14 22:11:35,320 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.37ms, fps=1210 images/s, loss=0.3793, top1-acc=86.91%, top5-acc=99.44%, remaining_time=0:00:36.409776, arrival_time=2021-04-14 22:12:11.730484, cost_time=0:00:06.580079 2021-04-14 22:11:37,444 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.29ms, fps=1206 images/s, loss=0.3785, top1-acc=87.03%, top5-acc=99.50%, remaining_time=0:00:33.943416, arrival_time=2021-04-14 22:12:11.387465, cost_time=0:00:08.703423 2021-04-14 22:11:39,571 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.68ms, fps=1203 images/s, loss=0.3761, top1-acc=87.00%, top5-acc=99.48%, remaining_time=0:00:31.626958, arrival_time=2021-04-14 22:12:11.198749, cost_time=0:00:10.831165 2021-04-14 22:11:41,698 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=2.06ms, fps=1204 images/s, loss=0.3732, top1-acc=87.08%, top5-acc=99.50%, remaining_time=0:00:29.369744, arrival_time=2021-04-14 22:12:11.067775, cost_time=0:00:12.957268 2021-04-14 22:11:43,823 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.3743, top1-acc=87.13%, top5-acc=99.53%, remaining_time=0:00:27.148338, arrival_time=2021-04-14 22:12:10.971379, cost_time=0:00:15.082414 2021-04-14 22:11:45,947 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.3704, top1-acc=87.28%, top5-acc=99.55%, remaining_time=0:00:24.949744, arrival_time=2021-04-14 22:12:10.897184, cost_time=0:00:17.206756 2021-04-14 22:11:48,082 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.3741, top1-acc=87.20%, top5-acc=99.56%, remaining_time=0:00:22.779824, arrival_time=2021-04-14 22:12:10.861852, cost_time=0:00:19.341383 2021-04-14 22:11:50,209 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.90ms, fps=1204 images/s, loss=0.3717, top1-acc=87.23%, top5-acc=99.55%, remaining_time=0:00:20.609568, arrival_time=2021-04-14 22:12:10.818532, cost_time=0:00:21.468333 2021-04-14 22:11:52,343 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.93ms, fps=1200 images/s, loss=0.3724, top1-acc=87.21%, top5-acc=99.54%, remaining_time=0:00:18.452848, arrival_time=2021-04-14 22:12:10.795996, cost_time=0:00:23.602471 2021-04-14 22:11:54,474 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.3721, top1-acc=87.24%, top5-acc=99.53%, remaining_time=0:00:16.297896, arrival_time=2021-04-14 22:12:10.772011, cost_time=0:00:25.733490 2021-04-14 22:11:56,605 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.86ms, fps=1201 images/s, loss=0.3748, top1-acc=87.15%, top5-acc=99.54%, remaining_time=0:00:14.146704, arrival_time=2021-04-14 22:12:10.752094, cost_time=0:00:27.864711 2021-04-14 22:11:58,753 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=8.69ms, fps=1192 images/s, loss=0.3756, top1-acc=87.12%, top5-acc=99.55%, remaining_time=0:00:12.005168, arrival_time=2021-04-14 22:12:10.758770, cost_time=0:00:30.012976 2021-04-14 22:12:00,880 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.3756, top1-acc=87.09%, top5-acc=99.55%, remaining_time=0:00:09.856098, arrival_time=2021-04-14 22:12:10.736234, cost_time=0:00:32.139507 2021-04-14 22:12:03,007 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.3758, top1-acc=87.08%, top5-acc=99.55%, remaining_time=0:00:07.710084, arrival_time=2021-04-14 22:12:10.717870, cost_time=0:00:34.267070 2021-04-14 22:12:05,142 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.3772, top1-acc=87.03%, top5-acc=99.53%, remaining_time=0:00:05.567250, arrival_time=2021-04-14 22:12:10.709238, cost_time=0:00:36.401273 2021-04-14 22:12:07,271 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.3757, top1-acc=87.08%, top5-acc=99.54%, remaining_time=0:00:03.424960, arrival_time=2021-04-14 22:12:10.696447, cost_time=0:00:38.530813 2021-04-14 22:12:09,402 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.3750, top1-acc=87.12%, top5-acc=99.53%, remaining_time=0:00:01.284048, arrival_time=2021-04-14 22:12:10.686201, cost_time=0:00:40.661435 2021-04-14 22:12:10,559 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.23ms, fps=1176 images/s, loss=0.3748, top1-acc=87.14%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:10.559562, cost_time=0:00:41.818885 2021-04-14 22:12:11,587 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.31ms, fps=2497 images/s, loss=0.5092, top1-acc=82.66%, top5-acc=99.34%, remaining_time=0:00:03.075480, arrival_time=2021-04-14 22:12:14.663247, cost_time=0:00:01.025160 2021-04-14 22:12:12,440 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.45ms, fps=3005 images/s, loss=0.5191, top1-acc=82.52%, top5-acc=99.37%, remaining_time=0:00:01.877440, arrival_time=2021-04-14 22:12:14.317481, cost_time=0:00:01.877434 2021-04-14 22:12:13,297 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.03ms, fps=2988 images/s, loss=0.5093, top1-acc=82.66%, top5-acc=99.32%, remaining_time=0:00:00.911550, arrival_time=2021-04-14 22:12:14.208815, cost_time=0:00:02.734657 2021-04-14 22:12:14,075 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=2982 images/s, loss=0.5277, top1-acc=82.54%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:14.075636, cost_time=0:00:03.513056 2021-04-14 22:12:14,455 INFO : Epoch=0015 complete, best val top1-acc=83.19%, top5-acc=99.28% (epoch=13), remaining_time=2:21:24.265205, arrival_time=2021-04-15 00:33:38.720179, cost_time=0:11:27.913401 2021-04-14 22:12:14,457 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 22:12:16,790 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.43ms, fps=1097 images/s, loss=0.3402, top1-acc=88.63%, top5-acc=99.61%, remaining_time=0:00:43.392312, arrival_time=2021-04-14 22:13:00.182698, cost_time=0:00:02.332918 2021-04-14 22:12:18,919 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.58ms, fps=1203 images/s, loss=0.3592, top1-acc=88.03%, top5-acc=99.53%, remaining_time=0:00:39.262608, arrival_time=2021-04-14 22:12:58.181759, cost_time=0:00:04.461654 2021-04-14 22:12:21,059 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.3584, top1-acc=87.90%, top5-acc=99.53%, remaining_time=0:00:36.533114, arrival_time=2021-04-14 22:12:57.592891, cost_time=0:00:06.602380 2021-04-14 22:12:23,184 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.3549, top1-acc=87.96%, top5-acc=99.57%, remaining_time=0:00:34.034052, arrival_time=2021-04-14 22:12:57.218200, cost_time=0:00:08.726679 2021-04-14 22:12:25,312 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.63ms, fps=1203 images/s, loss=0.3544, top1-acc=88.02%, top5-acc=99.59%, remaining_time=0:00:31.697184, arrival_time=2021-04-14 22:12:57.009790, cost_time=0:00:10.855210 2021-04-14 22:12:27,437 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3548, top1-acc=87.94%, top5-acc=99.60%, remaining_time=0:00:29.420880, arrival_time=2021-04-14 22:12:56.858086, cost_time=0:00:12.979823 2021-04-14 22:12:29,572 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.3555, top1-acc=87.87%, top5-acc=99.62%, remaining_time=0:00:27.207558, arrival_time=2021-04-14 22:12:56.780318, cost_time=0:00:15.115317 2021-04-14 22:12:31,695 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.3600, top1-acc=87.65%, top5-acc=99.61%, remaining_time=0:00:24.994520, arrival_time=2021-04-14 22:12:56.689601, cost_time=0:00:17.237629 2021-04-14 22:12:33,817 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.3604, top1-acc=87.56%, top5-acc=99.61%, remaining_time=0:00:22.801766, arrival_time=2021-04-14 22:12:56.619175, cost_time=0:00:19.359980 2021-04-14 22:12:35,938 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.3606, top1-acc=87.53%, top5-acc=99.63%, remaining_time=0:00:20.621760, arrival_time=2021-04-14 22:12:56.560194, cost_time=0:00:21.481048 2021-04-14 22:12:38,071 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.49ms, fps=1200 images/s, loss=0.3606, top1-acc=87.57%, top5-acc=99.62%, remaining_time=0:00:18.462222, arrival_time=2021-04-14 22:12:56.534076, cost_time=0:00:23.614432 2021-04-14 22:12:40,195 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.3615, top1-acc=87.55%, top5-acc=99.62%, remaining_time=0:00:16.300632, arrival_time=2021-04-14 22:12:56.495808, cost_time=0:00:25.737796 2021-04-14 22:12:42,315 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.3639, top1-acc=87.44%, top5-acc=99.61%, remaining_time=0:00:14.143404, arrival_time=2021-04-14 22:12:56.459004, cost_time=0:00:27.858219 2021-04-14 22:12:44,445 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.3649, top1-acc=87.44%, top5-acc=99.61%, remaining_time=0:00:11.995144, arrival_time=2021-04-14 22:12:56.440491, cost_time=0:00:29.987885 2021-04-14 22:12:46,568 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.95ms, fps=1206 images/s, loss=0.3648, top1-acc=87.41%, top5-acc=99.60%, remaining_time=0:00:09.847312, arrival_time=2021-04-14 22:12:56.415525, cost_time=0:00:32.110821 2021-04-14 22:12:48,694 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.3635, top1-acc=87.48%, top5-acc=99.61%, remaining_time=0:00:07.703424, arrival_time=2021-04-14 22:12:56.398280, cost_time=0:00:34.237477 2021-04-14 22:12:50,844 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=2.56ms, fps=1191 images/s, loss=0.3639, top1-acc=87.49%, top5-acc=99.61%, remaining_time=0:00:05.565066, arrival_time=2021-04-14 22:12:56.409549, cost_time=0:00:36.387029 2021-04-14 22:12:52,966 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.3643, top1-acc=87.51%, top5-acc=99.62%, remaining_time=0:00:03.423040, arrival_time=2021-04-14 22:12:56.389618, cost_time=0:00:38.509191 2021-04-14 22:12:55,088 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=2.02ms, fps=1207 images/s, loss=0.3651, top1-acc=87.48%, top5-acc=99.62%, remaining_time=0:00:01.283094, arrival_time=2021-04-14 22:12:56.371904, cost_time=0:00:40.631307 2021-04-14 22:12:56,237 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.39ms, fps=1184 images/s, loss=0.3663, top1-acc=87.46%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:56.237787, cost_time=0:00:41.780389 2021-04-14 22:12:57,206 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.29ms, fps=2648 images/s, loss=0.4699, top1-acc=84.45%, top5-acc=98.91%, remaining_time=0:00:02.900040, arrival_time=2021-04-14 22:13:00.106424, cost_time=0:00:00.966678 2021-04-14 22:12:58,055 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.41ms, fps=3016 images/s, loss=0.4770, top1-acc=83.63%, top5-acc=99.24%, remaining_time=0:00:01.815860, arrival_time=2021-04-14 22:12:59.871418, cost_time=0:00:01.815851 2021-04-14 22:12:58,909 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.52ms, fps=2999 images/s, loss=0.4868, top1-acc=83.57%, top5-acc=99.19%, remaining_time=0:00:00.889970, arrival_time=2021-04-14 22:12:59.799665, cost_time=0:00:02.669899 2021-04-14 22:12:59,689 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=2979 images/s, loss=0.4800, top1-acc=83.92%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:59.689052, cost_time=0:00:03.449353 2021-04-14 22:13:00,339 INFO : Epoch=0016 complete, best val top1-acc=83.92%, top5-acc=99.20% (epoch=16), remaining_time=2:20:38.670744, arrival_time=2021-04-15 00:33:39.009734, cost_time=0:12:13.797460 2021-04-14 22:13:00,340 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 22:13:02,663 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.38ms, fps=1102 images/s, loss=0.3317, top1-acc=88.75%, top5-acc=99.41%, remaining_time=0:00:43.206684, arrival_time=2021-04-14 22:13:45.870551, cost_time=0:00:02.322942 2021-04-14 22:13:04,794 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.3241, top1-acc=88.91%, top5-acc=99.53%, remaining_time=0:00:39.186576, arrival_time=2021-04-14 22:13:43.980622, cost_time=0:00:04.453024 2021-04-14 22:13:06,920 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.84ms, fps=1204 images/s, loss=0.3393, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:36.403800, arrival_time=2021-04-14 22:13:43.323809, cost_time=0:00:06.579009 2021-04-14 22:13:09,048 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.95ms, fps=1203 images/s, loss=0.3418, top1-acc=88.21%, top5-acc=99.60%, remaining_time=0:00:33.959328, arrival_time=2021-04-14 22:13:43.007777, cost_time=0:00:08.707533 2021-04-14 22:13:11,176 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.3456, top1-acc=88.16%, top5-acc=99.56%, remaining_time=0:00:31.639368, arrival_time=2021-04-14 22:13:42.815760, cost_time=0:00:10.835392 2021-04-14 22:13:13,301 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.81ms, fps=1205 images/s, loss=0.3499, top1-acc=88.04%, top5-acc=99.52%, remaining_time=0:00:29.376952, arrival_time=2021-04-14 22:13:42.678279, cost_time=0:00:12.960393 2021-04-14 22:13:15,458 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.89ms, fps=1187 images/s, loss=0.3514, top1-acc=87.92%, top5-acc=99.54%, remaining_time=0:00:27.210708, arrival_time=2021-04-14 22:13:42.668769, cost_time=0:00:15.117041 2021-04-14 22:13:17,591 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=2.28ms, fps=1200 images/s, loss=0.3549, top1-acc=87.77%, top5-acc=99.54%, remaining_time=0:00:25.013428, arrival_time=2021-04-14 22:13:42.605124, cost_time=0:00:17.250665 2021-04-14 22:13:19,730 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.45ms, fps=1197 images/s, loss=0.3538, top1-acc=87.80%, top5-acc=99.54%, remaining_time=0:00:22.836640, arrival_time=2021-04-14 22:13:42.567109, cost_time=0:00:19.389558 2021-04-14 22:13:21,854 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.3542, top1-acc=87.86%, top5-acc=99.55%, remaining_time=0:00:20.653248, arrival_time=2021-04-14 22:13:42.508075, cost_time=0:00:21.513829 2021-04-14 22:13:23,997 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.45ms, fps=1195 images/s, loss=0.3541, top1-acc=87.90%, top5-acc=99.56%, remaining_time=0:00:18.495418, arrival_time=2021-04-14 22:13:42.493277, cost_time=0:00:23.656925 2021-04-14 22:13:26,120 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.3557, top1-acc=87.85%, top5-acc=99.54%, remaining_time=0:00:16.327232, arrival_time=2021-04-14 22:13:42.447974, cost_time=0:00:25.779832 2021-04-14 22:13:28,245 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.67ms, fps=1205 images/s, loss=0.3549, top1-acc=87.91%, top5-acc=99.54%, remaining_time=0:00:14.167098, arrival_time=2021-04-14 22:13:42.412939, cost_time=0:00:27.904864 2021-04-14 22:13:30,371 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.3548, top1-acc=87.88%, top5-acc=99.55%, remaining_time=0:00:12.012336, arrival_time=2021-04-14 22:13:42.384083, cost_time=0:00:30.030781 2021-04-14 22:13:32,500 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.3555, top1-acc=87.87%, top5-acc=99.56%, remaining_time=0:00:09.862170, arrival_time=2021-04-14 22:13:42.362337, cost_time=0:00:32.159257 2021-04-14 22:13:34,626 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.3551, top1-acc=87.89%, top5-acc=99.57%, remaining_time=0:00:07.714260, arrival_time=2021-04-14 22:13:42.340823, cost_time=0:00:34.285647 2021-04-14 22:13:36,749 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.70ms, fps=1208 images/s, loss=0.3559, top1-acc=87.82%, top5-acc=99.56%, remaining_time=0:00:05.568394, arrival_time=2021-04-14 22:13:42.318024, cost_time=0:00:36.408718 2021-04-14 22:13:38,871 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.3574, top1-acc=87.76%, top5-acc=99.56%, remaining_time=0:00:03.424944, arrival_time=2021-04-14 22:13:42.296484, cost_time=0:00:38.530627 2021-04-14 22:13:40,996 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.27ms, fps=1205 images/s, loss=0.3583, top1-acc=87.72%, top5-acc=99.55%, remaining_time=0:00:01.283850, arrival_time=2021-04-14 22:13:42.280232, cost_time=0:00:40.655328 2021-04-14 22:13:42,150 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.30ms, fps=1179 images/s, loss=0.3592, top1-acc=87.70%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:42.150077, cost_time=0:00:41.809161 2021-04-14 22:13:43,193 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=1.43ms, fps=2459 images/s, loss=0.5988, top1-acc=81.29%, top5-acc=99.26%, remaining_time=0:00:03.122700, arrival_time=2021-04-14 22:13:46.315682, cost_time=0:00:01.040902 2021-04-14 22:13:44,065 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.88ms, fps=2937 images/s, loss=0.5912, top1-acc=81.15%, top5-acc=99.22%, remaining_time=0:00:01.913060, arrival_time=2021-04-14 22:13:45.978208, cost_time=0:00:01.913055 2021-04-14 22:13:44,917 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.35ms, fps=3005 images/s, loss=0.5938, top1-acc=80.76%, top5-acc=99.15%, remaining_time=0:00:00.921820, arrival_time=2021-04-14 22:13:45.839343, cost_time=0:00:02.765464 2021-04-14 22:13:45,700 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=2964 images/s, loss=0.5858, top1-acc=80.80%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:45.700515, cost_time=0:00:03.548463 2021-04-14 22:13:46,061 INFO : Epoch=0017 complete, best val top1-acc=83.92%, top5-acc=99.20% (epoch=16), remaining_time=2:19:51.301215, arrival_time=2021-04-15 00:33:37.362554, cost_time=0:12:59.519791 2021-04-14 22:13:46,063 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 22:13:48,392 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.58ms, fps=1099 images/s, loss=0.3760, top1-acc=86.99%, top5-acc=99.45%, remaining_time=0:00:43.321260, arrival_time=2021-04-14 22:14:31.713964, cost_time=0:00:02.329100 2021-04-14 22:13:50,511 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.3706, top1-acc=87.19%, top5-acc=99.51%, remaining_time=0:00:39.137648, arrival_time=2021-04-14 22:14:29.648719, cost_time=0:00:04.447461 2021-04-14 22:13:52,638 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.83ms, fps=1203 images/s, loss=0.3594, top1-acc=87.57%, top5-acc=99.62%, remaining_time=0:00:36.383382, arrival_time=2021-04-14 22:14:29.022269, cost_time=0:00:06.575298 2021-04-14 22:13:54,773 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.3558, top1-acc=87.71%, top5-acc=99.64%, remaining_time=0:00:33.967128, arrival_time=2021-04-14 22:14:28.740211, cost_time=0:00:08.709527 2021-04-14 22:13:56,897 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.3513, top1-acc=87.96%, top5-acc=99.62%, remaining_time=0:00:31.633820, arrival_time=2021-04-14 22:14:28.530843, cost_time=0:00:10.833500 2021-04-14 22:13:59,036 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.79ms, fps=1197 images/s, loss=0.3529, top1-acc=87.90%, top5-acc=99.59%, remaining_time=0:00:29.404696, arrival_time=2021-04-14 22:14:28.441017, cost_time=0:00:12.972647 2021-04-14 22:14:01,173 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.56ms, fps=1198 images/s, loss=0.3570, top1-acc=87.70%, top5-acc=99.57%, remaining_time=0:00:27.197352, arrival_time=2021-04-14 22:14:28.370701, cost_time=0:00:15.109628 2021-04-14 22:14:03,311 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.3542, top1-acc=87.76%, top5-acc=99.58%, remaining_time=0:00:25.009484, arrival_time=2021-04-14 22:14:28.320956, cost_time=0:00:17.247944 2021-04-14 22:14:05,438 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.3528, top1-acc=87.77%, top5-acc=99.61%, remaining_time=0:00:22.818938, arrival_time=2021-04-14 22:14:28.257143, cost_time=0:00:19.374597 2021-04-14 22:14:07,568 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.3526, top1-acc=87.77%, top5-acc=99.60%, remaining_time=0:00:20.645088, arrival_time=2021-04-14 22:14:28.213901, cost_time=0:00:21.505254 2021-04-14 22:14:09,696 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.3524, top1-acc=87.77%, top5-acc=99.60%, remaining_time=0:00:18.476756, arrival_time=2021-04-14 22:14:28.173304, cost_time=0:00:23.633023 2021-04-14 22:14:11,840 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.47ms, fps=1194 images/s, loss=0.3529, top1-acc=87.79%, top5-acc=99.57%, remaining_time=0:00:16.325332, arrival_time=2021-04-14 22:14:28.165834, cost_time=0:00:25.776860 2021-04-14 22:14:13,966 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.3541, top1-acc=87.77%, top5-acc=99.59%, remaining_time=0:00:14.165976, arrival_time=2021-04-14 22:14:28.132265, cost_time=0:00:27.902670 2021-04-14 22:14:16,088 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.3550, top1-acc=87.73%, top5-acc=99.58%, remaining_time=0:00:12.009928, arrival_time=2021-04-14 22:14:28.098344, cost_time=0:00:30.024883 2021-04-14 22:14:18,209 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.3573, top1-acc=87.63%, top5-acc=99.58%, remaining_time=0:00:09.858122, arrival_time=2021-04-14 22:14:28.067811, cost_time=0:00:32.146065 2021-04-14 22:14:20,347 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.19ms, fps=1198 images/s, loss=0.3581, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:00:07.714008, arrival_time=2021-04-14 22:14:28.061958, cost_time=0:00:34.284424 2021-04-14 22:14:22,465 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.34ms, fps=1209 images/s, loss=0.3586, top1-acc=87.59%, top5-acc=99.58%, remaining_time=0:00:05.567380, arrival_time=2021-04-14 22:14:28.033043, cost_time=0:00:36.402140 2021-04-14 22:14:24,588 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.78ms, fps=1206 images/s, loss=0.3581, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:03.424464, arrival_time=2021-04-14 22:14:28.013326, cost_time=0:00:38.525250 2021-04-14 22:14:26,721 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.23ms, fps=1201 images/s, loss=0.3565, top1-acc=87.66%, top5-acc=99.59%, remaining_time=0:00:01.283940, arrival_time=2021-04-14 22:14:28.005502, cost_time=0:00:40.658032 2021-04-14 22:14:27,883 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.45ms, fps=1171 images/s, loss=0.3570, top1-acc=87.64%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:27.882979, cost_time=0:00:41.819458 2021-04-14 22:14:28,855 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.21ms, fps=2636 images/s, loss=0.4988, top1-acc=83.52%, top5-acc=99.14%, remaining_time=0:00:02.913210, arrival_time=2021-04-14 22:14:31.769089, cost_time=0:00:00.971069 2021-04-14 22:14:29,707 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.64ms, fps=3007 images/s, loss=0.4956, top1-acc=83.30%, top5-acc=99.30%, remaining_time=0:00:01.822620, arrival_time=2021-04-14 22:14:31.530060, cost_time=0:00:01.822627 2021-04-14 22:14:30,559 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.98ms, fps=3007 images/s, loss=0.5038, top1-acc=82.92%, top5-acc=99.32%, remaining_time=0:00:00.891470, arrival_time=2021-04-14 22:14:31.450720, cost_time=0:00:02.674399 2021-04-14 22:14:31,341 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=2969 images/s, loss=0.5029, top1-acc=82.88%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:31.341113, cost_time=0:00:03.456328 2021-04-14 22:14:31,691 INFO : Epoch=0018 complete, best val top1-acc=83.92%, top5-acc=99.20% (epoch=16), remaining_time=2:19:03.182848, arrival_time=2021-04-15 00:33:34.874345, cost_time=0:13:45.149947 2021-04-14 22:14:31,693 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 22:14:34,044 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=2.09ms, fps=1089 images/s, loss=0.3608, top1-acc=87.81%, top5-acc=99.49%, remaining_time=0:00:43.730460, arrival_time=2021-04-14 22:15:17.775255, cost_time=0:00:02.351104 2021-04-14 22:14:36,182 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.3444, top1-acc=88.12%, top5-acc=99.49%, remaining_time=0:00:39.497040, arrival_time=2021-04-14 22:15:15.679065, cost_time=0:00:04.488297 2021-04-14 22:14:38,323 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.3375, top1-acc=88.22%, top5-acc=99.57%, remaining_time=0:00:36.684008, arrival_time=2021-04-14 22:15:15.007335, cost_time=0:00:06.629626 2021-04-14 22:14:40,455 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.3367, top1-acc=88.36%, top5-acc=99.60%, remaining_time=0:00:34.168836, arrival_time=2021-04-14 22:15:14.623852, cost_time=0:00:08.761253 2021-04-14 22:14:42,575 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.61ms, fps=1207 images/s, loss=0.3452, top1-acc=88.09%, top5-acc=99.60%, remaining_time=0:00:31.775586, arrival_time=2021-04-14 22:15:14.351356, cost_time=0:00:10.882074 2021-04-14 22:14:44,701 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.84ms, fps=1205 images/s, loss=0.3473, top1-acc=87.98%, top5-acc=99.59%, remaining_time=0:00:29.483168, arrival_time=2021-04-14 22:15:14.184155, cost_time=0:00:13.007295 2021-04-14 22:14:46,828 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.3460, top1-acc=88.11%, top5-acc=99.58%, remaining_time=0:00:27.241956, arrival_time=2021-04-14 22:15:14.070048, cost_time=0:00:15.134407 2021-04-14 22:14:48,959 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.3446, top1-acc=88.14%, top5-acc=99.58%, remaining_time=0:00:25.035352, arrival_time=2021-04-14 22:15:13.994791, cost_time=0:00:17.265746 2021-04-14 22:14:51,087 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.3441, top1-acc=88.19%, top5-acc=99.58%, remaining_time=0:00:22.840880, arrival_time=2021-04-14 22:15:13.927891, cost_time=0:00:19.393225 2021-04-14 22:14:53,216 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.3445, top1-acc=88.18%, top5-acc=99.57%, remaining_time=0:00:20.661984, arrival_time=2021-04-14 22:15:13.878706, cost_time=0:00:21.522945 2021-04-14 22:14:55,355 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=2.02ms, fps=1197 images/s, loss=0.3456, top1-acc=88.20%, top5-acc=99.58%, remaining_time=0:00:18.498944, arrival_time=2021-04-14 22:15:13.854084, cost_time=0:00:23.661385 2021-04-14 22:14:57,478 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.3470, top1-acc=88.11%, top5-acc=99.58%, remaining_time=0:00:16.330348, arrival_time=2021-04-14 22:15:13.808818, cost_time=0:00:25.784748 2021-04-14 22:14:59,609 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.86ms, fps=1202 images/s, loss=0.3462, top1-acc=88.10%, top5-acc=99.59%, remaining_time=0:00:14.172642, arrival_time=2021-04-14 22:15:13.782193, cost_time=0:00:27.915859 2021-04-14 22:15:01,742 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.3458, top1-acc=88.14%, top5-acc=99.59%, remaining_time=0:00:12.019280, arrival_time=2021-04-14 22:15:13.761262, cost_time=0:00:30.048131 2021-04-14 22:15:03,867 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.3472, top1-acc=88.10%, top5-acc=99.59%, remaining_time=0:00:09.866448, arrival_time=2021-04-14 22:15:13.733432, cost_time=0:00:32.173267 2021-04-14 22:15:05,989 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.3497, top1-acc=88.04%, top5-acc=99.60%, remaining_time=0:00:07.716600, arrival_time=2021-04-14 22:15:13.706359, cost_time=0:00:34.296057 2021-04-14 22:15:08,112 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.3506, top1-acc=88.00%, top5-acc=99.60%, remaining_time=0:00:05.569980, arrival_time=2021-04-14 22:15:13.682780, cost_time=0:00:36.419112 2021-04-14 22:15:10,232 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.3506, top1-acc=87.98%, top5-acc=99.60%, remaining_time=0:00:03.425664, arrival_time=2021-04-14 22:15:13.658156, cost_time=0:00:38.538793 2021-04-14 22:15:12,358 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.30ms, fps=1204 images/s, loss=0.3507, top1-acc=87.98%, top5-acc=99.60%, remaining_time=0:00:01.284156, arrival_time=2021-04-14 22:15:13.642929, cost_time=0:00:40.665023 2021-04-14 22:15:13,507 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.22ms, fps=1185 images/s, loss=0.3516, top1-acc=87.95%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:13.507312, cost_time=0:00:41.813586 2021-04-14 22:15:14,538 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.30ms, fps=2489 images/s, loss=0.4607, top1-acc=84.06%, top5-acc=99.22%, remaining_time=0:00:03.085980, arrival_time=2021-04-14 22:15:17.624095, cost_time=0:00:01.028657 2021-04-14 22:15:15,389 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.50ms, fps=3010 images/s, loss=0.4463, top1-acc=84.57%, top5-acc=99.32%, remaining_time=0:00:01.879800, arrival_time=2021-04-14 22:15:17.268993, cost_time=0:00:01.879797 2021-04-14 22:15:16,240 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.49ms, fps=3007 images/s, loss=0.4544, top1-acc=84.49%, top5-acc=99.19%, remaining_time=0:00:00.910480, arrival_time=2021-04-14 22:15:17.151306, cost_time=0:00:02.731434 2021-04-14 22:15:17,026 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.10ms, fps=2955 images/s, loss=0.4612, top1-acc=84.29%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:17.026194, cost_time=0:00:03.516810 2021-04-14 22:15:17,745 INFO : Epoch=0019 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:18:19.360239, arrival_time=2021-04-15 00:33:37.105338, cost_time=0:14:31.203570 2021-04-14 22:15:17,746 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 22:15:20,055 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.54ms, fps=1109 images/s, loss=0.3358, top1-acc=87.73%, top5-acc=99.65%, remaining_time=0:00:42.947400, arrival_time=2021-04-14 22:16:03.002925, cost_time=0:00:02.309001 2021-04-14 22:15:22,183 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.3302, top1-acc=88.30%, top5-acc=99.65%, remaining_time=0:00:39.041200, arrival_time=2021-04-14 22:16:01.224228, cost_time=0:00:04.436505 2021-04-14 22:15:24,305 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.3338, top1-acc=88.52%, top5-acc=99.62%, remaining_time=0:00:36.294074, arrival_time=2021-04-14 22:16:00.599769, cost_time=0:00:06.559175 2021-04-14 22:15:26,443 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.31ms, fps=1198 images/s, loss=0.3382, top1-acc=88.28%, top5-acc=99.63%, remaining_time=0:00:33.916896, arrival_time=2021-04-14 22:16:00.360079, cost_time=0:00:08.696658 2021-04-14 22:15:28,576 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.3398, top1-acc=88.23%, top5-acc=99.63%, remaining_time=0:00:31.623600, arrival_time=2021-04-14 22:16:00.200200, cost_time=0:00:10.830004 2021-04-14 22:15:30,709 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.3455, top1-acc=88.09%, top5-acc=99.58%, remaining_time=0:00:29.383344, arrival_time=2021-04-14 22:16:00.093170, cost_time=0:00:12.963246 2021-04-14 22:15:32,838 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.3466, top1-acc=88.00%, top5-acc=99.58%, remaining_time=0:00:27.165726, arrival_time=2021-04-14 22:16:00.004488, cost_time=0:00:15.092090 2021-04-14 22:15:34,968 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.3478, top1-acc=88.02%, top5-acc=99.56%, remaining_time=0:00:24.972132, arrival_time=2021-04-14 22:15:59.940830, cost_time=0:00:17.222131 2021-04-14 22:15:37,112 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.53ms, fps=1194 images/s, loss=0.3466, top1-acc=88.10%, top5-acc=99.54%, remaining_time=0:00:22.809186, arrival_time=2021-04-14 22:15:59.922068, cost_time=0:00:19.366330 2021-04-14 22:15:39,236 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.3479, top1-acc=88.09%, top5-acc=99.54%, remaining_time=0:00:20.630688, arrival_time=2021-04-14 22:15:59.867458, cost_time=0:00:21.490251 2021-04-14 22:15:41,360 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.3479, top1-acc=88.08%, top5-acc=99.53%, remaining_time=0:00:18.461448, arrival_time=2021-04-14 22:15:59.821519, cost_time=0:00:23.613518 2021-04-14 22:15:43,486 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.3486, top1-acc=88.03%, top5-acc=99.54%, remaining_time=0:00:16.301772, arrival_time=2021-04-14 22:15:59.787899, cost_time=0:00:25.739602 2021-04-14 22:15:45,608 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.3508, top1-acc=87.96%, top5-acc=99.55%, remaining_time=0:00:14.145516, arrival_time=2021-04-14 22:15:59.754457, cost_time=0:00:27.862414 2021-04-14 22:15:47,730 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.32ms, fps=1207 images/s, loss=0.3504, top1-acc=87.96%, top5-acc=99.56%, remaining_time=0:00:11.993632, arrival_time=2021-04-14 22:15:59.724239, cost_time=0:00:29.984083 2021-04-14 22:15:49,857 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.3513, top1-acc=87.95%, top5-acc=99.56%, remaining_time=0:00:09.847312, arrival_time=2021-04-14 22:15:59.704622, cost_time=0:00:32.110784 2021-04-14 22:15:51,983 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.3510, top1-acc=87.91%, top5-acc=99.56%, remaining_time=0:00:07.703244, arrival_time=2021-04-14 22:15:59.686406, cost_time=0:00:34.236635 2021-04-14 22:15:54,100 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.47ms, fps=1209 images/s, loss=0.3513, top1-acc=87.85%, top5-acc=99.57%, remaining_time=0:00:05.560022, arrival_time=2021-04-14 22:15:59.660477, cost_time=0:00:36.353929 2021-04-14 22:15:56,229 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=2.01ms, fps=1203 images/s, loss=0.3512, top1-acc=87.81%, top5-acc=99.57%, remaining_time=0:00:03.420656, arrival_time=2021-04-14 22:15:59.649679, cost_time=0:00:38.482446 2021-04-14 22:15:58,373 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.71ms, fps=1194 images/s, loss=0.3513, top1-acc=87.83%, top5-acc=99.57%, remaining_time=0:00:01.282962, arrival_time=2021-04-14 22:15:59.656758, cost_time=0:00:40.627195 2021-04-14 22:15:59,524 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.36ms, fps=1183 images/s, loss=0.3520, top1-acc=87.81%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:59.524362, cost_time=0:00:41.777668 2021-04-14 22:16:00,510 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.21ms, fps=2605 images/s, loss=0.5161, top1-acc=82.42%, top5-acc=98.95%, remaining_time=0:00:02.947620, arrival_time=2021-04-14 22:16:03.457728, cost_time=0:00:00.982545 2021-04-14 22:16:01,367 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.51ms, fps=2988 images/s, loss=0.5205, top1-acc=82.44%, top5-acc=99.04%, remaining_time=0:00:01.839540, arrival_time=2021-04-14 22:16:03.206640, cost_time=0:00:01.839540 2021-04-14 22:16:02,220 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.47ms, fps=3002 images/s, loss=0.5170, top1-acc=82.36%, top5-acc=99.04%, remaining_time=0:00:00.897570, arrival_time=2021-04-14 22:16:03.117964, cost_time=0:00:02.692702 2021-04-14 22:16:03,000 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.09ms, fps=2975 images/s, loss=0.5143, top1-acc=82.22%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:03.000622, cost_time=0:00:03.473062 2021-04-14 22:16:03,328 INFO : Epoch=0020 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:17:31.082280, arrival_time=2021-04-15 00:33:34.410721, cost_time=0:15:16.786913 2021-04-14 22:16:03,329 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 22:16:05,634 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.74ms, fps=1111 images/s, loss=0.3631, top1-acc=87.42%, top5-acc=99.57%, remaining_time=0:00:42.865746, arrival_time=2021-04-14 22:16:48.500211, cost_time=0:00:02.304614 2021-04-14 22:16:07,766 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.3491, top1-acc=88.40%, top5-acc=99.59%, remaining_time=0:00:39.041024, arrival_time=2021-04-14 22:16:46.807335, cost_time=0:00:04.436474 2021-04-14 22:16:09,891 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.01ms, fps=1205 images/s, loss=0.3462, top1-acc=88.42%, top5-acc=99.60%, remaining_time=0:00:36.307354, arrival_time=2021-04-14 22:16:46.198754, cost_time=0:00:06.561558 2021-04-14 22:16:12,025 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.01ms, fps=1200 images/s, loss=0.3464, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:33.910188, arrival_time=2021-04-14 22:16:45.935091, cost_time=0:00:08.694905 2021-04-14 22:16:14,162 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.85ms, fps=1198 images/s, loss=0.3402, top1-acc=88.45%, top5-acc=99.63%, remaining_time=0:00:31.631776, arrival_time=2021-04-14 22:16:45.794466, cost_time=0:00:10.832803 2021-04-14 22:16:16,288 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.3426, top1-acc=88.31%, top5-acc=99.59%, remaining_time=0:00:29.373552, arrival_time=2021-04-14 22:16:45.662309, cost_time=0:00:12.958916 2021-04-14 22:16:18,420 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.3445, top1-acc=88.14%, top5-acc=99.61%, remaining_time=0:00:27.163836, arrival_time=2021-04-14 22:16:45.584722, cost_time=0:00:15.091037 2021-04-14 22:16:20,555 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.66ms, fps=1199 images/s, loss=0.3429, top1-acc=88.14%, top5-acc=99.61%, remaining_time=0:00:24.977236, arrival_time=2021-04-14 22:16:45.532778, cost_time=0:00:17.225669 2021-04-14 22:16:22,678 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.98ms, fps=1206 images/s, loss=0.3402, top1-acc=88.21%, top5-acc=99.60%, remaining_time=0:00:22.788198, arrival_time=2021-04-14 22:16:45.466761, cost_time=0:00:19.348491 2021-04-14 22:16:24,803 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.96ms, fps=1205 images/s, loss=0.3422, top1-acc=88.15%, top5-acc=99.60%, remaining_time=0:00:20.614272, arrival_time=2021-04-14 22:16:45.417448, cost_time=0:00:21.473244 2021-04-14 22:16:26,930 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.3448, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:18.450956, arrival_time=2021-04-14 22:16:45.380904, cost_time=0:00:23.600075 2021-04-14 22:16:29,067 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.3435, top1-acc=88.13%, top5-acc=99.60%, remaining_time=0:00:16.300100, arrival_time=2021-04-14 22:16:45.367069, cost_time=0:00:25.736974 2021-04-14 22:16:31,206 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.43ms, fps=1197 images/s, loss=0.3426, top1-acc=88.19%, top5-acc=99.60%, remaining_time=0:00:14.152974, arrival_time=2021-04-14 22:16:45.359917, cost_time=0:00:27.877106 2021-04-14 22:16:33,342 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.3430, top1-acc=88.11%, top5-acc=99.59%, remaining_time=0:00:12.005056, arrival_time=2021-04-14 22:16:45.347502, cost_time=0:00:30.012623 2021-04-14 22:16:35,464 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.3441, top1-acc=88.11%, top5-acc=99.60%, remaining_time=0:00:09.854488, arrival_time=2021-04-14 22:16:45.318610, cost_time=0:00:32.134152 2021-04-14 22:16:37,590 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.59ms, fps=1205 images/s, loss=0.3458, top1-acc=88.06%, top5-acc=99.59%, remaining_time=0:00:07.708500, arrival_time=2021-04-14 22:16:45.298471, cost_time=0:00:34.260056 2021-04-14 22:16:39,722 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.56ms, fps=1201 images/s, loss=0.3459, top1-acc=88.08%, top5-acc=99.60%, remaining_time=0:00:05.565924, arrival_time=2021-04-14 22:16:45.288392, cost_time=0:00:36.392630 2021-04-14 22:16:41,843 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.3469, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:03.423456, arrival_time=2021-04-14 22:16:45.267131, cost_time=0:00:38.513833 2021-04-14 22:16:43,966 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.26ms, fps=1206 images/s, loss=0.3477, top1-acc=87.99%, top5-acc=99.59%, remaining_time=0:00:01.283250, arrival_time=2021-04-14 22:16:45.249282, cost_time=0:00:40.636195 2021-04-14 22:16:45,113 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.23ms, fps=1186 images/s, loss=0.3486, top1-acc=87.94%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:45.113499, cost_time=0:00:41.783659 2021-04-14 22:16:46,138 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.21ms, fps=2503 images/s, loss=0.5861, top1-acc=80.35%, top5-acc=99.10%, remaining_time=0:00:03.068670, arrival_time=2021-04-14 22:16:49.207102, cost_time=0:00:01.022894 2021-04-14 22:16:46,990 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.48ms, fps=3006 images/s, loss=0.5916, top1-acc=80.27%, top5-acc=99.08%, remaining_time=0:00:01.874940, arrival_time=2021-04-14 22:16:48.865377, cost_time=0:00:01.874940 2021-04-14 22:16:47,841 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.47ms, fps=3009 images/s, loss=0.6058, top1-acc=79.75%, top5-acc=98.98%, remaining_time=0:00:00.908710, arrival_time=2021-04-14 22:16:48.750350, cost_time=0:00:02.726139 2021-04-14 22:16:48,622 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.5944, top1-acc=80.08%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:48.622403, cost_time=0:00:03.506844 2021-04-14 22:16:48,952 INFO : Epoch=0021 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:16:43.405141, arrival_time=2021-04-15 00:33:32.357358, cost_time=0:16:02.410661 2021-04-14 22:16:48,954 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 22:16:51,328 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.59ms, fps=1079 images/s, loss=0.3396, top1-acc=88.01%, top5-acc=99.73%, remaining_time=0:00:44.138544, arrival_time=2021-04-14 22:17:35.466537, cost_time=0:00:02.373043 2021-04-14 22:16:53,451 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.79ms, fps=1206 images/s, loss=0.3377, top1-acc=87.97%, top5-acc=99.75%, remaining_time=0:00:39.567968, arrival_time=2021-04-14 22:17:33.019269, cost_time=0:00:04.496352 2021-04-14 22:16:55,573 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.3342, top1-acc=88.28%, top5-acc=99.70%, remaining_time=0:00:36.620430, arrival_time=2021-04-14 22:17:32.193548, cost_time=0:00:06.618143 2021-04-14 22:16:57,692 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.3362, top1-acc=88.27%, top5-acc=99.67%, remaining_time=0:00:34.075392, arrival_time=2021-04-14 22:17:31.767550, cost_time=0:00:08.737276 2021-04-14 22:16:59,821 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.74ms, fps=1203 images/s, loss=0.3350, top1-acc=88.22%, top5-acc=99.66%, remaining_time=0:00:31.730180, arrival_time=2021-04-14 22:17:31.551530, cost_time=0:00:10.866480 2021-04-14 22:17:01,945 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.76ms, fps=1205 images/s, loss=0.3275, top1-acc=88.55%, top5-acc=99.69%, remaining_time=0:00:29.445904, arrival_time=2021-04-14 22:17:31.391776, cost_time=0:00:12.990859 2021-04-14 22:17:04,081 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.87ms, fps=1199 images/s, loss=0.3292, top1-acc=88.46%, top5-acc=99.68%, remaining_time=0:00:27.227214, arrival_time=2021-04-14 22:17:31.308359, cost_time=0:00:15.126249 2021-04-14 22:17:06,206 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.3312, top1-acc=88.41%, top5-acc=99.69%, remaining_time=0:00:25.014820, arrival_time=2021-04-14 22:17:31.221288, cost_time=0:00:17.251595 2021-04-14 22:17:08,326 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.3315, top1-acc=88.41%, top5-acc=99.69%, remaining_time=0:00:22.815122, arrival_time=2021-04-14 22:17:31.141304, cost_time=0:00:19.371308 2021-04-14 22:17:10,448 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.3340, top1-acc=88.34%, top5-acc=99.68%, remaining_time=0:00:20.633856, arrival_time=2021-04-14 22:17:31.082371, cost_time=0:00:21.493635 2021-04-14 22:17:12,577 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.3378, top1-acc=88.21%, top5-acc=99.66%, remaining_time=0:00:18.468672, arrival_time=2021-04-14 22:17:31.046287, cost_time=0:00:23.622682 2021-04-14 22:17:14,697 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.3386, top1-acc=88.19%, top5-acc=99.65%, remaining_time=0:00:16.303520, arrival_time=2021-04-14 22:17:31.000873, cost_time=0:00:25.742417 2021-04-14 22:17:16,838 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.3389, top1-acc=88.20%, top5-acc=99.65%, remaining_time=0:00:14.156340, arrival_time=2021-04-14 22:17:30.994935, cost_time=0:00:27.883722 2021-04-14 22:17:18,959 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.3390, top1-acc=88.19%, top5-acc=99.64%, remaining_time=0:00:12.001920, arrival_time=2021-04-14 22:17:30.961572, cost_time=0:00:30.004765 2021-04-14 22:17:21,088 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.3394, top1-acc=88.16%, top5-acc=99.62%, remaining_time=0:00:09.854258, arrival_time=2021-04-14 22:17:30.942644, cost_time=0:00:32.133513 2021-04-14 22:17:23,222 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.3403, top1-acc=88.13%, top5-acc=99.63%, remaining_time=0:00:07.710192, arrival_time=2021-04-14 22:17:30.932549, cost_time=0:00:34.267440 2021-04-14 22:17:25,361 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=2.06ms, fps=1197 images/s, loss=0.3402, top1-acc=88.14%, top5-acc=99.63%, remaining_time=0:00:05.568056, arrival_time=2021-04-14 22:17:30.929520, cost_time=0:00:36.406599 2021-04-14 22:17:27,485 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.3414, top1-acc=88.11%, top5-acc=99.63%, remaining_time=0:00:03.424928, arrival_time=2021-04-14 22:17:30.910277, cost_time=0:00:38.530476 2021-04-14 22:17:29,618 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.23ms, fps=1200 images/s, loss=0.3421, top1-acc=88.09%, top5-acc=99.63%, remaining_time=0:00:01.284114, arrival_time=2021-04-14 22:17:30.902525, cost_time=0:00:40.663537 2021-04-14 22:17:30,776 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.3424, top1-acc=88.07%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:30.776936, cost_time=0:00:41.822064 2021-04-14 22:17:31,783 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.34ms, fps=2549 images/s, loss=0.5152, top1-acc=81.76%, top5-acc=99.18%, remaining_time=0:00:03.012960, arrival_time=2021-04-14 22:17:34.796062, cost_time=0:00:01.004321 2021-04-14 22:17:32,638 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.46ms, fps=2994 images/s, loss=0.5185, top1-acc=81.86%, top5-acc=99.28%, remaining_time=0:00:01.859760, arrival_time=2021-04-14 22:17:34.498301, cost_time=0:00:01.859762 2021-04-14 22:17:33,496 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.46ms, fps=2985 images/s, loss=0.5181, top1-acc=82.12%, top5-acc=99.27%, remaining_time=0:00:00.905870, arrival_time=2021-04-14 22:17:34.402277, cost_time=0:00:02.717623 2021-04-14 22:17:34,277 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=0.5209, top1-acc=82.42%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:34.277823, cost_time=0:00:03.499067 2021-04-14 22:17:34,608 INFO : Epoch=0022 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:15:56.173778, arrival_time=2021-04-15 00:33:30.781731, cost_time=0:16:48.066417 2021-04-14 22:17:34,609 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 22:17:36,923 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.85ms, fps=1106 images/s, loss=0.3429, top1-acc=88.48%, top5-acc=99.73%, remaining_time=0:00:43.041144, arrival_time=2021-04-14 22:18:19.964846, cost_time=0:00:02.314041 2021-04-14 22:17:39,057 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.3263, top1-acc=88.89%, top5-acc=99.69%, remaining_time=0:00:39.141344, arrival_time=2021-04-14 22:18:18.198664, cost_time=0:00:04.447879 2021-04-14 22:17:41,181 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.94ms, fps=1205 images/s, loss=0.3326, top1-acc=88.63%, top5-acc=99.71%, remaining_time=0:00:36.365952, arrival_time=2021-04-14 22:18:17.547646, cost_time=0:00:06.572148 2021-04-14 22:17:43,307 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.3280, top1-acc=88.86%, top5-acc=99.68%, remaining_time=0:00:33.922044, arrival_time=2021-04-14 22:18:17.229420, cost_time=0:00:08.697964 2021-04-14 22:17:45,431 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.3327, top1-acc=88.79%, top5-acc=99.68%, remaining_time=0:00:31.598926, arrival_time=2021-04-14 22:18:17.029921, cost_time=0:00:10.821542 2021-04-14 22:17:47,565 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.3307, top1-acc=88.70%, top5-acc=99.69%, remaining_time=0:00:29.366072, arrival_time=2021-04-14 22:18:16.931180, cost_time=0:00:12.955643 2021-04-14 22:17:49,683 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.3333, top1-acc=88.58%, top5-acc=99.69%, remaining_time=0:00:27.132966, arrival_time=2021-04-14 22:18:16.816303, cost_time=0:00:15.073840 2021-04-14 22:17:51,813 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.3333, top1-acc=88.59%, top5-acc=99.68%, remaining_time=0:00:24.945800, arrival_time=2021-04-14 22:18:16.759219, cost_time=0:00:17.203966 2021-04-14 22:17:53,950 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.3325, top1-acc=88.67%, top5-acc=99.67%, remaining_time=0:00:22.778764, arrival_time=2021-04-14 22:18:16.728817, cost_time=0:00:19.340461 2021-04-14 22:17:56,090 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.73ms, fps=1196 images/s, loss=0.3333, top1-acc=88.66%, top5-acc=99.65%, remaining_time=0:00:20.622048, arrival_time=2021-04-14 22:18:16.712834, cost_time=0:00:21.481297 2021-04-14 22:17:58,210 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.3331, top1-acc=88.66%, top5-acc=99.63%, remaining_time=0:00:18.451816, arrival_time=2021-04-14 22:18:16.662430, cost_time=0:00:23.601205 2021-04-14 22:18:00,332 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.3360, top1-acc=88.52%, top5-acc=99.62%, remaining_time=0:00:16.291436, arrival_time=2021-04-14 22:18:16.624225, cost_time=0:00:25.723294 2021-04-14 22:18:02,464 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.3349, top1-acc=88.56%, top5-acc=99.62%, remaining_time=0:00:14.141556, arrival_time=2021-04-14 22:18:16.605553, cost_time=0:00:27.854591 2021-04-14 22:18:04,587 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.3338, top1-acc=88.58%, top5-acc=99.63%, remaining_time=0:00:11.991112, arrival_time=2021-04-14 22:18:16.578298, cost_time=0:00:29.977781 2021-04-14 22:18:06,720 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.65ms, fps=1200 images/s, loss=0.3343, top1-acc=88.55%, top5-acc=99.62%, remaining_time=0:00:09.847266, arrival_time=2021-04-14 22:18:16.567474, cost_time=0:00:32.110662 2021-04-14 22:18:08,850 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.3348, top1-acc=88.54%, top5-acc=99.63%, remaining_time=0:00:07.704252, arrival_time=2021-04-14 22:18:16.554731, cost_time=0:00:34.241057 2021-04-14 22:18:10,969 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.61ms, fps=1208 images/s, loss=0.3349, top1-acc=88.52%, top5-acc=99.63%, remaining_time=0:00:05.560932, arrival_time=2021-04-14 22:18:16.530338, cost_time=0:00:36.359996 2021-04-14 22:18:13,091 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.3373, top1-acc=88.43%, top5-acc=99.63%, remaining_time=0:00:03.420656, arrival_time=2021-04-14 22:18:16.512436, cost_time=0:00:38.482375 2021-04-14 22:18:15,215 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.3380, top1-acc=88.42%, top5-acc=99.63%, remaining_time=0:00:01.282284, arrival_time=2021-04-14 22:18:16.497324, cost_time=0:00:40.605628 2021-04-14 22:18:16,376 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.60ms, fps=1171 images/s, loss=0.3383, top1-acc=88.42%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:16.376512, cost_time=0:00:41.767094 2021-04-14 22:18:17,343 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.30ms, fps=2652 images/s, loss=0.5667, top1-acc=81.37%, top5-acc=99.26%, remaining_time=0:00:02.896290, arrival_time=2021-04-14 22:18:20.240155, cost_time=0:00:00.965427 2021-04-14 22:18:18,199 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.42ms, fps=2992 images/s, loss=0.5683, top1-acc=81.15%, top5-acc=99.24%, remaining_time=0:00:01.821360, arrival_time=2021-04-14 22:18:20.021165, cost_time=0:00:01.821368 2021-04-14 22:18:19,055 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.38ms, fps=2993 images/s, loss=0.5753, top1-acc=80.87%, top5-acc=99.31%, remaining_time=0:00:00.892360, arrival_time=2021-04-14 22:18:19.948011, cost_time=0:00:02.677082 2021-04-14 22:18:19,836 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.5658, top1-acc=80.97%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:19.836715, cost_time=0:00:03.458300 2021-04-14 22:18:20,109 INFO : Epoch=0023 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:15:07.890330, arrival_time=2021-04-15 00:33:27.999533, cost_time=0:17:33.567680 2021-04-14 22:18:20,110 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 22:18:22,417 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.44ms, fps=1110 images/s, loss=0.3308, top1-acc=88.55%, top5-acc=99.65%, remaining_time=0:00:42.909642, arrival_time=2021-04-14 22:19:05.327193, cost_time=0:00:02.306969 2021-04-14 22:18:24,541 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.3176, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:38.992096, arrival_time=2021-04-14 22:19:03.533647, cost_time=0:00:04.430915 2021-04-14 22:18:26,660 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.3139, top1-acc=89.27%, top5-acc=99.64%, remaining_time=0:00:36.240290, arrival_time=2021-04-14 22:19:02.900422, cost_time=0:00:06.549437 2021-04-14 22:18:28,781 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.3165, top1-acc=89.05%, top5-acc=99.68%, remaining_time=0:00:33.817056, arrival_time=2021-04-14 22:19:02.598677, cost_time=0:00:08.671056 2021-04-14 22:18:30,900 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.63ms, fps=1208 images/s, loss=0.3250, top1-acc=88.80%, top5-acc=99.67%, remaining_time=0:00:31.507530, arrival_time=2021-04-14 22:19:02.408346, cost_time=0:00:10.790263 2021-04-14 22:18:33,021 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.3303, top1-acc=88.66%, top5-acc=99.68%, remaining_time=0:00:29.265432, arrival_time=2021-04-14 22:19:02.287350, cost_time=0:00:12.911244 2021-04-14 22:18:35,159 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.42ms, fps=1198 images/s, loss=0.3321, top1-acc=88.63%, top5-acc=99.65%, remaining_time=0:00:27.087732, arrival_time=2021-04-14 22:19:02.247094, cost_time=0:00:15.048730 2021-04-14 22:18:37,294 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.3361, top1-acc=88.48%, top5-acc=99.66%, remaining_time=0:00:24.917032, arrival_time=2021-04-14 22:19:02.211803, cost_time=0:00:17.184166 2021-04-14 22:18:39,438 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=2.03ms, fps=1194 images/s, loss=0.3372, top1-acc=88.41%, top5-acc=99.67%, remaining_time=0:00:22.764242, arrival_time=2021-04-14 22:19:02.202933, cost_time=0:00:19.328130 2021-04-14 22:18:41,571 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.11ms, fps=1200 images/s, loss=0.3386, top1-acc=88.39%, top5-acc=99.66%, remaining_time=0:00:20.602752, arrival_time=2021-04-14 22:19:02.174595, cost_time=0:00:21.461179 2021-04-14 22:18:43,692 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.54ms, fps=1208 images/s, loss=0.3404, top1-acc=88.31%, top5-acc=99.64%, remaining_time=0:00:18.436422, arrival_time=2021-04-14 22:19:02.128502, cost_time=0:00:23.581508 2021-04-14 22:18:45,819 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.3375, top1-acc=88.43%, top5-acc=99.65%, remaining_time=0:00:16.282088, arrival_time=2021-04-14 22:19:02.101334, cost_time=0:00:25.708609 2021-04-14 22:18:47,941 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.3375, top1-acc=88.46%, top5-acc=99.64%, remaining_time=0:00:14.129478, arrival_time=2021-04-14 22:19:02.070828, cost_time=0:00:27.830790 2021-04-14 22:18:50,066 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.3374, top1-acc=88.49%, top5-acc=99.64%, remaining_time=0:00:11.982544, arrival_time=2021-04-14 22:19:02.049436, cost_time=0:00:29.956330 2021-04-14 22:18:52,195 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.71ms, fps=1203 images/s, loss=0.3380, top1-acc=88.47%, top5-acc=99.65%, remaining_time=0:00:09.839400, arrival_time=2021-04-14 22:19:02.035035, cost_time=0:00:32.085011 2021-04-14 22:18:54,317 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.74ms, fps=1207 images/s, loss=0.3372, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:07.696548, arrival_time=2021-04-14 22:19:02.014093, cost_time=0:00:34.206942 2021-04-14 22:18:56,448 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.3372, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:05.557604, arrival_time=2021-04-14 22:19:02.006281, cost_time=0:00:36.338119 2021-04-14 22:18:58,589 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.3365, top1-acc=88.54%, top5-acc=99.63%, remaining_time=0:00:03.420352, arrival_time=2021-04-14 22:19:02.009791, cost_time=0:00:38.478887 2021-04-14 22:19:00,718 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.24ms, fps=1203 images/s, loss=0.3376, top1-acc=88.46%, top5-acc=99.64%, remaining_time=0:00:01.282338, arrival_time=2021-04-14 22:19:02.000346, cost_time=0:00:40.607454 2021-04-14 22:19:01,869 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.26ms, fps=1181 images/s, loss=0.3383, top1-acc=88.45%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:01.869741, cost_time=0:00:41.759191 2021-04-14 22:19:02,912 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=2.39ms, fps=2459 images/s, loss=0.4913, top1-acc=83.59%, top5-acc=99.06%, remaining_time=0:00:03.122790, arrival_time=2021-04-14 22:19:06.035352, cost_time=0:00:01.040927 2021-04-14 22:19:03,764 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.39ms, fps=3007 images/s, loss=0.5045, top1-acc=83.24%, top5-acc=99.24%, remaining_time=0:00:01.892740, arrival_time=2021-04-14 22:19:05.657127, cost_time=0:00:01.892738 2021-04-14 22:19:04,621 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.05ms, fps=2988 images/s, loss=0.5049, top1-acc=83.24%, top5-acc=99.24%, remaining_time=0:00:00.916610, arrival_time=2021-04-14 22:19:05.538064, cost_time=0:00:02.749841 2021-04-14 22:19:05,405 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.09ms, fps=2960 images/s, loss=0.4980, top1-acc=83.13%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:05.405706, cost_time=0:00:03.534038 2021-04-14 22:19:05,719 INFO : Epoch=0024 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:14:20.637200, arrival_time=2021-04-15 00:33:26.356518, cost_time=0:18:19.177795 2021-04-14 22:19:05,720 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 22:19:08,038 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.39ms, fps=1105 images/s, loss=0.3505, top1-acc=88.05%, top5-acc=99.61%, remaining_time=0:00:43.106988, arrival_time=2021-04-14 22:19:51.145292, cost_time=0:00:02.317582 2021-04-14 22:19:10,161 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.3260, top1-acc=88.95%, top5-acc=99.67%, remaining_time=0:00:39.074288, arrival_time=2021-04-14 22:19:49.235254, cost_time=0:00:04.440267 2021-04-14 22:19:12,289 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.3306, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:36.349020, arrival_time=2021-04-14 22:19:48.638825, cost_time=0:00:06.569095 2021-04-14 22:19:14,416 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.29ms, fps=1204 images/s, loss=0.3311, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:33.911904, arrival_time=2021-04-14 22:19:48.327969, cost_time=0:00:08.695371 2021-04-14 22:19:16,538 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.3297, top1-acc=88.87%, top5-acc=99.64%, remaining_time=0:00:31.587100, arrival_time=2021-04-14 22:19:48.125290, cost_time=0:00:10.817500 2021-04-14 22:19:18,664 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.3270, top1-acc=88.85%, top5-acc=99.62%, remaining_time=0:00:29.338192, arrival_time=2021-04-14 22:19:48.002202, cost_time=0:00:12.943321 2021-04-14 22:19:20,784 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.3236, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:27.114444, arrival_time=2021-04-14 22:19:47.898696, cost_time=0:00:15.063558 2021-04-14 22:19:22,912 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.98ms, fps=1203 images/s, loss=0.3217, top1-acc=89.00%, top5-acc=99.65%, remaining_time=0:00:24.928168, arrival_time=2021-04-14 22:19:47.840742, cost_time=0:00:17.191874 2021-04-14 22:19:25,046 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=2.51ms, fps=1200 images/s, loss=0.3235, top1-acc=88.91%, top5-acc=99.67%, remaining_time=0:00:22.760850, arrival_time=2021-04-14 22:19:47.806821, cost_time=0:00:19.325227 2021-04-14 22:19:27,176 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.3264, top1-acc=88.87%, top5-acc=99.66%, remaining_time=0:00:20.597280, arrival_time=2021-04-14 22:19:47.773461, cost_time=0:00:21.455488 2021-04-14 22:19:29,302 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.3295, top1-acc=88.79%, top5-acc=99.64%, remaining_time=0:00:18.436766, arrival_time=2021-04-14 22:19:47.739429, cost_time=0:00:23.581959 2021-04-14 22:19:31,424 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.3315, top1-acc=88.75%, top5-acc=99.63%, remaining_time=0:00:16.278972, arrival_time=2021-04-14 22:19:47.703367, cost_time=0:00:25.703695 2021-04-14 22:19:33,544 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.3316, top1-acc=88.74%, top5-acc=99.63%, remaining_time=0:00:14.125914, arrival_time=2021-04-14 22:19:47.670416, cost_time=0:00:27.823720 2021-04-14 22:19:35,667 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.3325, top1-acc=88.67%, top5-acc=99.64%, remaining_time=0:00:11.978792, arrival_time=2021-04-14 22:19:47.646405, cost_time=0:00:29.946926 2021-04-14 22:19:37,785 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.31ms, fps=1209 images/s, loss=0.3343, top1-acc=88.60%, top5-acc=99.62%, remaining_time=0:00:09.833098, arrival_time=2021-04-14 22:19:47.618286, cost_time=0:00:32.064483 2021-04-14 22:19:39,912 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.64ms, fps=1204 images/s, loss=0.3349, top1-acc=88.56%, top5-acc=99.63%, remaining_time=0:00:07.693200, arrival_time=2021-04-14 22:19:47.605895, cost_time=0:00:34.191957 2021-04-14 22:19:42,036 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.3348, top1-acc=88.53%, top5-acc=99.64%, remaining_time=0:00:05.554120, arrival_time=2021-04-14 22:19:47.590137, cost_time=0:00:36.315323 2021-04-14 22:19:44,161 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.3355, top1-acc=88.51%, top5-acc=99.63%, remaining_time=0:00:03.416960, arrival_time=2021-04-14 22:19:47.578531, cost_time=0:00:38.440877 2021-04-14 22:19:46,290 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.63ms, fps=1203 images/s, loss=0.3363, top1-acc=88.47%, top5-acc=99.63%, remaining_time=0:00:01.281156, arrival_time=2021-04-14 22:19:47.571759, cost_time=0:00:40.569902 2021-04-14 22:19:47,443 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.22ms, fps=1180 images/s, loss=0.3371, top1-acc=88.46%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:47.443143, cost_time=0:00:41.722415 2021-04-14 22:19:48,441 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=2.14ms, fps=2570 images/s, loss=0.5491, top1-acc=81.25%, top5-acc=99.18%, remaining_time=0:00:02.987820, arrival_time=2021-04-14 22:19:51.428872, cost_time=0:00:00.995936 2021-04-14 22:19:49,290 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.43ms, fps=3015 images/s, loss=0.5101, top1-acc=82.64%, top5-acc=99.36%, remaining_time=0:00:01.845380, arrival_time=2021-04-14 22:19:51.135866, cost_time=0:00:01.845372 2021-04-14 22:19:50,142 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.38ms, fps=3006 images/s, loss=0.5089, top1-acc=82.90%, top5-acc=99.22%, remaining_time=0:00:00.899090, arrival_time=2021-04-14 22:19:51.041473, cost_time=0:00:02.697271 2021-04-14 22:19:50,921 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=2979 images/s, loss=0.4995, top1-acc=83.37%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:50.921459, cost_time=0:00:03.476372 2021-04-14 22:19:51,411 INFO : Epoch=0025 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:13:34.087725, arrival_time=2021-04-15 00:33:25.498917, cost_time=0:19:04.869673 2021-04-14 22:19:51,413 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 22:19:53,786 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.68ms, fps=1079 images/s, loss=0.3293, top1-acc=88.36%, top5-acc=99.57%, remaining_time=0:00:44.146542, arrival_time=2021-04-14 22:20:37.933230, cost_time=0:00:02.373468 2021-04-14 22:19:55,928 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.74ms, fps=1196 images/s, loss=0.3338, top1-acc=88.09%, top5-acc=99.55%, remaining_time=0:00:39.734640, arrival_time=2021-04-14 22:20:35.663179, cost_time=0:00:04.515307 2021-04-14 22:19:58,048 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.3265, top1-acc=88.42%, top5-acc=99.60%, remaining_time=0:00:36.713390, arrival_time=2021-04-14 22:20:34.761570, cost_time=0:00:06.634959 2021-04-14 22:20:00,173 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3214, top1-acc=88.57%, top5-acc=99.62%, remaining_time=0:00:34.163064, arrival_time=2021-04-14 22:20:34.336022, cost_time=0:00:08.759780 2021-04-14 22:20:02,294 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.3213, top1-acc=88.64%, top5-acc=99.65%, remaining_time=0:00:31.772958, arrival_time=2021-04-14 22:20:34.067280, cost_time=0:00:10.881145 2021-04-14 22:20:04,413 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.3218, top1-acc=88.71%, top5-acc=99.65%, remaining_time=0:00:29.467664, arrival_time=2021-04-14 22:20:33.881450, cost_time=0:00:13.000442 2021-04-14 22:20:06,537 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.3200, top1-acc=88.80%, top5-acc=99.68%, remaining_time=0:00:27.224190, arrival_time=2021-04-14 22:20:33.761952, cost_time=0:00:15.124546 2021-04-14 22:20:08,665 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.3226, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:25.015284, arrival_time=2021-04-14 22:20:33.680526, cost_time=0:00:17.251919 2021-04-14 22:20:10,801 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.3251, top1-acc=88.69%, top5-acc=99.66%, remaining_time=0:00:22.835262, arrival_time=2021-04-14 22:20:33.636855, cost_time=0:00:19.388413 2021-04-14 22:20:12,936 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.70ms, fps=1199 images/s, loss=0.3274, top1-acc=88.59%, top5-acc=99.66%, remaining_time=0:00:20.662752, arrival_time=2021-04-14 22:20:33.599651, cost_time=0:00:21.523717 2021-04-14 22:20:15,056 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.3280, top1-acc=88.58%, top5-acc=99.66%, remaining_time=0:00:18.484926, arrival_time=2021-04-14 22:20:33.541674, cost_time=0:00:23.643502 2021-04-14 22:20:17,176 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.3285, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:16.316592, arrival_time=2021-04-14 22:20:33.492881, cost_time=0:00:25.763086 2021-04-14 22:20:19,306 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.3320, top1-acc=88.47%, top5-acc=99.62%, remaining_time=0:00:14.161224, arrival_time=2021-04-14 22:20:33.467749, cost_time=0:00:27.893334 2021-04-14 22:20:21,441 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.05ms, fps=1199 images/s, loss=0.3345, top1-acc=88.38%, top5-acc=99.62%, remaining_time=0:00:12.011328, arrival_time=2021-04-14 22:20:33.452915, cost_time=0:00:30.028375 2021-04-14 22:20:23,562 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.3368, top1-acc=88.27%, top5-acc=99.60%, remaining_time=0:00:09.859226, arrival_time=2021-04-14 22:20:33.422061, cost_time=0:00:32.149617 2021-04-14 22:20:25,689 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.3365, top1-acc=88.29%, top5-acc=99.60%, remaining_time=0:00:07.712136, arrival_time=2021-04-14 22:20:33.401394, cost_time=0:00:34.276082 2021-04-14 22:20:27,816 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.3374, top1-acc=88.24%, top5-acc=99.60%, remaining_time=0:00:05.567562, arrival_time=2021-04-14 22:20:33.383993, cost_time=0:00:36.403251 2021-04-14 22:20:29,946 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.3377, top1-acc=88.24%, top5-acc=99.60%, remaining_time=0:00:03.425200, arrival_time=2021-04-14 22:20:33.372016, cost_time=0:00:38.533547 2021-04-14 22:20:32,077 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.3382, top1-acc=88.22%, top5-acc=99.60%, remaining_time=0:00:01.284150, arrival_time=2021-04-14 22:20:33.361997, cost_time=0:00:40.664667 2021-04-14 22:20:33,228 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.36ms, fps=1182 images/s, loss=0.3390, top1-acc=88.22%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:33.228564, cost_time=0:00:41.815377 2021-04-14 22:20:34,209 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.20ms, fps=2615 images/s, loss=0.5419, top1-acc=82.85%, top5-acc=99.06%, remaining_time=0:00:02.936820, arrival_time=2021-04-14 22:20:37.146355, cost_time=0:00:00.978940 2021-04-14 22:20:35,059 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.33ms, fps=3013 images/s, loss=0.5396, top1-acc=82.42%, top5-acc=99.04%, remaining_time=0:00:01.829100, arrival_time=2021-04-14 22:20:36.888793, cost_time=0:00:01.829107 2021-04-14 22:20:35,909 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.27ms, fps=3014 images/s, loss=0.5386, top1-acc=82.70%, top5-acc=99.17%, remaining_time=0:00:00.892940, arrival_time=2021-04-14 22:20:36.802343, cost_time=0:00:02.678806 2021-04-14 22:20:36,688 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.5329, top1-acc=82.68%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:36.688732, cost_time=0:00:03.458160 2021-04-14 22:20:37,041 INFO : Epoch=0026 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:12:47.187342, arrival_time=2021-04-15 00:33:24.228282, cost_time=0:19:50.499267 2021-04-14 22:20:37,042 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 22:20:39,352 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.56ms, fps=1109 images/s, loss=0.3100, top1-acc=89.80%, top5-acc=99.69%, remaining_time=0:00:42.944610, arrival_time=2021-04-14 22:21:22.296524, cost_time=0:00:02.308848 2021-04-14 22:20:41,480 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.3251, top1-acc=89.16%, top5-acc=99.65%, remaining_time=0:00:39.047184, arrival_time=2021-04-14 22:21:20.527445, cost_time=0:00:04.437188 2021-04-14 22:20:43,598 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.41ms, fps=1209 images/s, loss=0.3237, top1-acc=89.02%, top5-acc=99.66%, remaining_time=0:00:36.275150, arrival_time=2021-04-14 22:21:19.873886, cost_time=0:00:06.555748 2021-04-14 22:20:45,722 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.3314, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:33.849504, arrival_time=2021-04-14 22:21:19.571949, cost_time=0:00:08.679369 2021-04-14 22:20:47,854 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.36ms, fps=1201 images/s, loss=0.3295, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:31.569726, arrival_time=2021-04-14 22:21:19.424342, cost_time=0:00:10.811572 2021-04-14 22:20:49,974 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.3310, top1-acc=88.68%, top5-acc=99.69%, remaining_time=0:00:29.311264, arrival_time=2021-04-14 22:21:19.285787, cost_time=0:00:12.931449 2021-04-14 22:20:52,114 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.3279, top1-acc=88.73%, top5-acc=99.69%, remaining_time=0:00:27.128052, arrival_time=2021-04-14 22:21:19.242325, cost_time=0:00:15.071144 2021-04-14 22:20:54,246 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.3266, top1-acc=88.72%, top5-acc=99.70%, remaining_time=0:00:24.944292, arrival_time=2021-04-14 22:21:19.190338, cost_time=0:00:17.202946 2021-04-14 22:20:56,372 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.3278, top1-acc=88.66%, top5-acc=99.69%, remaining_time=0:00:22.765832, arrival_time=2021-04-14 22:21:19.138383, cost_time=0:00:19.329497 2021-04-14 22:20:58,503 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=2.19ms, fps=1202 images/s, loss=0.3299, top1-acc=88.61%, top5-acc=99.69%, remaining_time=0:00:20.602176, arrival_time=2021-04-14 22:21:19.105796, cost_time=0:00:21.460635 2021-04-14 22:21:00,629 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.3316, top1-acc=88.58%, top5-acc=99.68%, remaining_time=0:00:18.440378, arrival_time=2021-04-14 22:21:19.070023, cost_time=0:00:23.586579 2021-04-14 22:21:02,762 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.3329, top1-acc=88.58%, top5-acc=99.66%, remaining_time=0:00:16.288928, arrival_time=2021-04-14 22:21:19.051229, cost_time=0:00:25.719310 2021-04-14 22:21:04,895 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.3353, top1-acc=88.51%, top5-acc=99.65%, remaining_time=0:00:14.140434, arrival_time=2021-04-14 22:21:19.035794, cost_time=0:00:27.852373 2021-04-14 22:21:07,023 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.3346, top1-acc=88.56%, top5-acc=99.65%, remaining_time=0:00:11.992232, arrival_time=2021-04-14 22:21:19.015843, cost_time=0:00:29.980626 2021-04-14 22:21:09,145 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.3352, top1-acc=88.52%, top5-acc=99.65%, remaining_time=0:00:09.844736, arrival_time=2021-04-14 22:21:18.990192, cost_time=0:00:32.102455 2021-04-14 22:21:11,275 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.57ms, fps=1202 images/s, loss=0.3354, top1-acc=88.45%, top5-acc=99.65%, remaining_time=0:00:07.702200, arrival_time=2021-04-14 22:21:18.977177, cost_time=0:00:34.231994 2021-04-14 22:21:13,401 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.3356, top1-acc=88.41%, top5-acc=99.66%, remaining_time=0:00:05.560698, arrival_time=2021-04-14 22:21:18.962150, cost_time=0:00:36.358396 2021-04-14 22:21:15,533 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.3350, top1-acc=88.41%, top5-acc=99.68%, remaining_time=0:00:03.421328, arrival_time=2021-04-14 22:21:18.954357, cost_time=0:00:38.490019 2021-04-14 22:21:17,671 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.24ms, fps=1197 images/s, loss=0.3347, top1-acc=88.43%, top5-acc=99.67%, remaining_time=0:00:01.283004, arrival_time=2021-04-14 22:21:18.954501, cost_time=0:00:40.628472 2021-04-14 22:21:18,828 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.44ms, fps=1176 images/s, loss=0.3343, top1-acc=88.43%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:18.828018, cost_time=0:00:41.785025 2021-04-14 22:21:19,797 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.42ms, fps=2645 images/s, loss=0.5430, top1-acc=81.91%, top5-acc=99.18%, remaining_time=0:00:02.903730, arrival_time=2021-04-14 22:21:22.701586, cost_time=0:00:00.967906 2021-04-14 22:21:20,648 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.47ms, fps=3009 images/s, loss=0.5232, top1-acc=82.17%, top5-acc=99.24%, remaining_time=0:00:01.818960, arrival_time=2021-04-14 22:21:22.467871, cost_time=0:00:01.818962 2021-04-14 22:21:21,504 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.90ms, fps=2994 images/s, loss=0.5036, top1-acc=83.09%, top5-acc=99.22%, remaining_time=0:00:00.891420, arrival_time=2021-04-14 22:21:22.395621, cost_time=0:00:02.674258 2021-04-14 22:21:22,283 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.5184, top1-acc=83.09%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:22.283832, cost_time=0:00:03.453910 2021-04-14 22:21:22,624 INFO : Epoch=0027 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:12:00.085666, arrival_time=2021-04-15 00:33:22.709918, cost_time=0:20:36.082726 2021-04-14 22:21:22,625 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 22:21:24,948 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.40ms, fps=1102 images/s, loss=0.3094, top1-acc=89.69%, top5-acc=99.57%, remaining_time=0:00:43.206684, arrival_time=2021-04-14 22:22:08.155206, cost_time=0:00:02.322941 2021-04-14 22:21:27,075 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.3108, top1-acc=89.45%, top5-acc=99.63%, remaining_time=0:00:39.155072, arrival_time=2021-04-14 22:22:06.230090, cost_time=0:00:04.449435 2021-04-14 22:21:29,195 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.3162, top1-acc=89.11%, top5-acc=99.65%, remaining_time=0:00:36.350680, arrival_time=2021-04-14 22:22:05.545668, cost_time=0:00:06.569412 2021-04-14 22:21:31,328 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.04ms, fps=1200 images/s, loss=0.3249, top1-acc=88.96%, top5-acc=99.66%, remaining_time=0:00:33.940608, arrival_time=2021-04-14 22:22:05.268983, cost_time=0:00:08.702721 2021-04-14 22:21:33,465 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.3233, top1-acc=89.00%, top5-acc=99.63%, remaining_time=0:00:31.652216, arrival_time=2021-04-14 22:22:05.117687, cost_time=0:00:10.839820 2021-04-14 22:21:35,589 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.3249, top1-acc=88.95%, top5-acc=99.65%, remaining_time=0:00:29.384024, arrival_time=2021-04-14 22:22:04.973128, cost_time=0:00:12.963524 2021-04-14 22:21:37,725 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.05ms, fps=1199 images/s, loss=0.3259, top1-acc=88.87%, top5-acc=99.64%, remaining_time=0:00:27.179586, arrival_time=2021-04-14 22:22:04.904987, cost_time=0:00:15.099770 2021-04-14 22:21:39,869 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.54ms, fps=1194 images/s, loss=0.3268, top1-acc=88.80%, top5-acc=99.64%, remaining_time=0:00:25.003568, arrival_time=2021-04-14 22:22:04.872990, cost_time=0:00:17.243853 2021-04-14 22:21:41,997 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.3278, top1-acc=88.70%, top5-acc=99.62%, remaining_time=0:00:22.815758, arrival_time=2021-04-14 22:22:04.813185, cost_time=0:00:19.371845 2021-04-14 22:21:44,123 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.3267, top1-acc=88.71%, top5-acc=99.63%, remaining_time=0:00:20.637696, arrival_time=2021-04-14 22:22:04.760855, cost_time=0:00:21.497582 2021-04-14 22:21:46,253 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.3297, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:18.473058, arrival_time=2021-04-14 22:22:04.726916, cost_time=0:00:23.628283 2021-04-14 22:21:48,375 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.3306, top1-acc=88.54%, top5-acc=99.64%, remaining_time=0:00:16.307852, arrival_time=2021-04-14 22:22:04.682800, cost_time=0:00:25.749289 2021-04-14 22:21:50,497 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.3326, top1-acc=88.48%, top5-acc=99.64%, remaining_time=0:00:14.150400, arrival_time=2021-04-14 22:22:04.648041, cost_time=0:00:27.871977 2021-04-14 22:21:52,629 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.3313, top1-acc=88.57%, top5-acc=99.63%, remaining_time=0:00:12.001584, arrival_time=2021-04-14 22:22:04.631328, cost_time=0:00:30.004009 2021-04-14 22:21:54,766 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.3322, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:09.856558, arrival_time=2021-04-14 22:22:04.623052, cost_time=0:00:32.140886 2021-04-14 22:21:56,899 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.3327, top1-acc=88.46%, top5-acc=99.62%, remaining_time=0:00:07.711524, arrival_time=2021-04-14 22:22:04.610568, cost_time=0:00:34.273427 2021-04-14 22:21:59,036 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.33ms, fps=1198 images/s, loss=0.3349, top1-acc=88.39%, top5-acc=99.63%, remaining_time=0:00:05.568680, arrival_time=2021-04-14 22:22:04.604866, cost_time=0:00:36.410610 2021-04-14 22:22:01,167 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.3356, top1-acc=88.37%, top5-acc=99.62%, remaining_time=0:00:03.425952, arrival_time=2021-04-14 22:22:04.593563, cost_time=0:00:38.541948 2021-04-14 22:22:03,295 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.3361, top1-acc=88.34%, top5-acc=99.61%, remaining_time=0:00:01.284300, arrival_time=2021-04-14 22:22:04.579315, cost_time=0:00:40.669427 2021-04-14 22:22:04,451 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.40ms, fps=1176 images/s, loss=0.3360, top1-acc=88.35%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:04.451409, cost_time=0:00:41.825830 2021-04-14 22:22:05,458 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.22ms, fps=2546 images/s, loss=0.5412, top1-acc=82.11%, top5-acc=98.87%, remaining_time=0:00:03.016620, arrival_time=2021-04-14 22:22:08.475515, cost_time=0:00:01.005542 2021-04-14 22:22:06,313 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.39ms, fps=2998 images/s, loss=0.5231, top1-acc=82.38%, top5-acc=99.16%, remaining_time=0:00:01.859760, arrival_time=2021-04-14 22:22:08.172877, cost_time=0:00:01.859751 2021-04-14 22:22:07,167 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=2.16ms, fps=2998 images/s, loss=0.5059, top1-acc=83.09%, top5-acc=99.22%, remaining_time=0:00:00.904700, arrival_time=2021-04-14 22:22:08.072162, cost_time=0:00:02.714096 2021-04-14 22:22:07,949 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=0.5083, top1-acc=82.84%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:07.949844, cost_time=0:00:03.496500 2021-04-14 22:22:08,277 INFO : Epoch=0028 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:11:13.521536, arrival_time=2021-04-15 00:33:21.799121, cost_time=0:21:21.736067 2021-04-14 22:22:08,278 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 22:22:10,585 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.40ms, fps=1110 images/s, loss=0.3286, top1-acc=88.52%, top5-acc=99.57%, remaining_time=0:00:42.895134, arrival_time=2021-04-14 22:22:53.480303, cost_time=0:00:02.306190 2021-04-14 22:22:12,710 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.3228, top1-acc=88.69%, top5-acc=99.75%, remaining_time=0:00:38.995264, arrival_time=2021-04-14 22:22:51.705508, cost_time=0:00:04.431277 2021-04-14 22:22:14,843 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.3213, top1-acc=88.70%, top5-acc=99.77%, remaining_time=0:00:36.323456, arrival_time=2021-04-14 22:22:51.166930, cost_time=0:00:06.564484 2021-04-14 22:22:16,973 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.3236, top1-acc=88.78%, top5-acc=99.77%, remaining_time=0:00:33.908784, arrival_time=2021-04-14 22:22:50.882253, cost_time=0:00:08.694572 2021-04-14 22:22:19,094 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.3224, top1-acc=88.73%, top5-acc=99.75%, remaining_time=0:00:31.580092, arrival_time=2021-04-14 22:22:50.674056, cost_time=0:00:10.815083 2021-04-14 22:22:21,219 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.3265, top1-acc=88.64%, top5-acc=99.74%, remaining_time=0:00:29.331800, arrival_time=2021-04-14 22:22:50.551350, cost_time=0:00:12.940525 2021-04-14 22:22:23,342 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.3288, top1-acc=88.53%, top5-acc=99.73%, remaining_time=0:00:27.114696, arrival_time=2021-04-14 22:22:50.457320, cost_time=0:00:15.063711 2021-04-14 22:22:25,471 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.3299, top1-acc=88.52%, top5-acc=99.68%, remaining_time=0:00:24.929096, arrival_time=2021-04-14 22:22:50.400477, cost_time=0:00:17.192473 2021-04-14 22:22:27,591 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.3331, top1-acc=88.44%, top5-acc=99.64%, remaining_time=0:00:22.745480, arrival_time=2021-04-14 22:22:50.336584, cost_time=0:00:19.312222 2021-04-14 22:22:29,722 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.3315, top1-acc=88.49%, top5-acc=99.64%, remaining_time=0:00:20.585664, arrival_time=2021-04-14 22:22:50.307942, cost_time=0:00:21.443350 2021-04-14 22:22:31,868 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.49ms, fps=1193 images/s, loss=0.3324, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:18.442528, arrival_time=2021-04-14 22:22:50.310774, cost_time=0:00:23.589259 2021-04-14 22:22:34,009 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.62ms, fps=1196 images/s, loss=0.3310, top1-acc=88.61%, top5-acc=99.62%, remaining_time=0:00:16.295768, arrival_time=2021-04-14 22:22:50.304829, cost_time=0:00:25.730106 2021-04-14 22:22:36,137 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.17ms, fps=1203 images/s, loss=0.3320, top1-acc=88.55%, top5-acc=99.62%, remaining_time=0:00:14.143734, arrival_time=2021-04-14 22:22:50.281555, cost_time=0:00:27.858919 2021-04-14 22:22:38,263 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.3324, top1-acc=88.53%, top5-acc=99.61%, remaining_time=0:00:11.993576, arrival_time=2021-04-14 22:22:50.256545, cost_time=0:00:29.983993 2021-04-14 22:22:40,384 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.3330, top1-acc=88.51%, top5-acc=99.61%, remaining_time=0:00:09.845840, arrival_time=2021-04-14 22:22:50.230705, cost_time=0:00:32.105970 2021-04-14 22:22:42,510 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.3338, top1-acc=88.48%, top5-acc=99.60%, remaining_time=0:00:07.702164, arrival_time=2021-04-14 22:22:50.212926, cost_time=0:00:34.231879 2021-04-14 22:22:44,633 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.3343, top1-acc=88.45%, top5-acc=99.60%, remaining_time=0:00:05.560178, arrival_time=2021-04-14 22:22:50.194082, cost_time=0:00:36.354927 2021-04-14 22:22:46,762 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.3338, top1-acc=88.47%, top5-acc=99.61%, remaining_time=0:00:03.420752, arrival_time=2021-04-14 22:22:50.183170, cost_time=0:00:38.483519 2021-04-14 22:22:48,897 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.25ms, fps=1199 images/s, loss=0.3345, top1-acc=88.46%, top5-acc=99.61%, remaining_time=0:00:01.282692, arrival_time=2021-04-14 22:22:50.180194, cost_time=0:00:40.618585 2021-04-14 22:22:50,050 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.23ms, fps=1180 images/s, loss=0.3343, top1-acc=88.46%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:50.050194, cost_time=0:00:41.771308 2021-04-14 22:22:51,105 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.43ms, fps=2430 images/s, loss=0.7243, top1-acc=77.66%, top5-acc=98.67%, remaining_time=0:00:03.160440, arrival_time=2021-04-14 22:22:54.266105, cost_time=0:00:01.053479 2021-04-14 22:22:51,962 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.38ms, fps=2989 images/s, loss=0.7041, top1-acc=78.11%, top5-acc=98.83%, remaining_time=0:00:01.910680, arrival_time=2021-04-14 22:22:53.873440, cost_time=0:00:01.910681 2021-04-14 22:22:52,821 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.55ms, fps=2982 images/s, loss=0.6996, top1-acc=77.89%, top5-acc=98.76%, remaining_time=0:00:00.923220, arrival_time=2021-04-14 22:22:53.745039, cost_time=0:00:02.769659 2021-04-14 22:22:53,602 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.6991, top1-acc=77.71%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:53.602744, cost_time=0:00:03.550696 2021-04-14 22:22:53,894 INFO : Epoch=0029 complete, best val top1-acc=84.29%, top5-acc=99.20% (epoch=19), remaining_time=2:10:26.807313, arrival_time=2021-04-15 00:33:20.702115, cost_time=0:22:07.353283 2021-04-14 22:22:53,896 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 22:22:56,186 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.33ms, fps=1118 images/s, loss=0.3127, top1-acc=89.30%, top5-acc=99.69%, remaining_time=0:00:42.592698, arrival_time=2021-04-14 22:23:38.778815, cost_time=0:00:02.289931 2021-04-14 22:22:58,328 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=0.3166, top1-acc=89.00%, top5-acc=99.61%, remaining_time=0:00:39.000192, arrival_time=2021-04-14 22:23:37.328292, cost_time=0:00:04.431838 2021-04-14 22:23:00,463 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.58ms, fps=1199 images/s, loss=0.3127, top1-acc=89.18%, top5-acc=99.65%, remaining_time=0:00:36.336902, arrival_time=2021-04-14 22:23:36.799983, cost_time=0:00:06.566897 2021-04-14 22:23:02,596 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.89ms, fps=1200 images/s, loss=0.3168, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:33.931092, arrival_time=2021-04-14 22:23:36.527542, cost_time=0:00:08.700275 2021-04-14 22:23:04,726 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.3151, top1-acc=88.99%, top5-acc=99.64%, remaining_time=0:00:31.624768, arrival_time=2021-04-14 22:23:36.351418, cost_time=0:00:10.830385 2021-04-14 22:23:06,849 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.3142, top1-acc=88.97%, top5-acc=99.65%, remaining_time=0:00:29.359816, arrival_time=2021-04-14 22:23:36.208884, cost_time=0:00:12.952875 2021-04-14 22:23:08,979 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.3135, top1-acc=89.11%, top5-acc=99.65%, remaining_time=0:00:27.149472, arrival_time=2021-04-14 22:23:36.128712, cost_time=0:00:15.083059 2021-04-14 22:23:11,105 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.3095, top1-acc=89.27%, top5-acc=99.67%, remaining_time=0:00:24.952992, arrival_time=2021-04-14 22:23:36.058156, cost_time=0:00:17.208955 2021-04-14 22:23:13,224 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.49ms, fps=1208 images/s, loss=0.3077, top1-acc=89.37%, top5-acc=99.67%, remaining_time=0:00:22.764984, arrival_time=2021-04-14 22:23:35.989892, cost_time=0:00:19.328737 2021-04-14 22:23:15,361 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.3077, top1-acc=89.37%, top5-acc=99.67%, remaining_time=0:00:20.606880, arrival_time=2021-04-14 22:23:35.968525, cost_time=0:00:21.465468 2021-04-14 22:23:17,489 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=3.02ms, fps=1204 images/s, loss=0.3130, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:18.445366, arrival_time=2021-04-14 22:23:35.934541, cost_time=0:00:23.592881 2021-04-14 22:23:19,618 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.3133, top1-acc=89.19%, top5-acc=99.66%, remaining_time=0:00:16.290600, arrival_time=2021-04-14 22:23:35.908800, cost_time=0:00:25.721992 2021-04-14 22:23:21,749 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.3148, top1-acc=89.14%, top5-acc=99.66%, remaining_time=0:00:14.140896, arrival_time=2021-04-14 22:23:35.890294, cost_time=0:00:27.853234 2021-04-14 22:23:23,873 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.3152, top1-acc=89.10%, top5-acc=99.65%, remaining_time=0:00:11.990720, arrival_time=2021-04-14 22:23:35.863796, cost_time=0:00:29.976844 2021-04-14 22:23:26,003 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.3182, top1-acc=89.01%, top5-acc=99.64%, remaining_time=0:00:09.846116, arrival_time=2021-04-14 22:23:35.849259, cost_time=0:00:32.106925 2021-04-14 22:23:28,141 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.3201, top1-acc=88.92%, top5-acc=99.64%, remaining_time=0:00:07.705152, arrival_time=2021-04-14 22:23:35.846468, cost_time=0:00:34.245144 2021-04-14 22:23:30,266 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.3222, top1-acc=88.87%, top5-acc=99.63%, remaining_time=0:00:05.562466, arrival_time=2021-04-14 22:23:35.828785, cost_time=0:00:36.370023 2021-04-14 22:23:32,399 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.88ms, fps=1201 images/s, loss=0.3238, top1-acc=88.83%, top5-acc=99.63%, remaining_time=0:00:03.422496, arrival_time=2021-04-14 22:23:35.821942, cost_time=0:00:38.503105 2021-04-14 22:23:34,529 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.20ms, fps=1202 images/s, loss=0.3231, top1-acc=88.86%, top5-acc=99.64%, remaining_time=0:00:01.283148, arrival_time=2021-04-14 22:23:35.812314, cost_time=0:00:40.632986 2021-04-14 22:23:35,685 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.38ms, fps=1176 images/s, loss=0.3238, top1-acc=88.86%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:35.685637, cost_time=0:00:41.789369 2021-04-14 22:23:36,715 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.25ms, fps=2490 images/s, loss=0.4412, top1-acc=84.84%, top5-acc=99.49%, remaining_time=0:00:03.084630, arrival_time=2021-04-14 22:23:39.800549, cost_time=0:00:01.028211 2021-04-14 22:23:37,568 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.54ms, fps=3005 images/s, loss=0.4590, top1-acc=84.24%, top5-acc=99.43%, remaining_time=0:00:01.880640, arrival_time=2021-04-14 22:23:39.449031, cost_time=0:00:01.880643 2021-04-14 22:23:38,426 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.39ms, fps=2986 images/s, loss=0.4574, top1-acc=84.39%, top5-acc=99.36%, remaining_time=0:00:00.912870, arrival_time=2021-04-14 22:23:39.339176, cost_time=0:00:02.738606 2021-04-14 22:23:39,211 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=2956 images/s, loss=0.4514, top1-acc=84.44%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:39.211603, cost_time=0:00:03.523841 2021-04-14 22:23:39,845 INFO : Epoch=0030 complete, best val top1-acc=84.44%, top5-acc=99.36% (epoch=30), remaining_time=2:09:42.056000, arrival_time=2021-04-15 00:33:21.901560, cost_time=0:22:53.303987 2021-04-14 22:23:39,847 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 22:23:42,158 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.40ms, fps=1108 images/s, loss=0.3430, top1-acc=88.44%, top5-acc=99.73%, remaining_time=0:00:42.969348, arrival_time=2021-04-14 22:24:25.127446, cost_time=0:00:02.310185 2021-04-14 22:23:44,288 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.3374, top1-acc=88.63%, top5-acc=99.73%, remaining_time=0:00:39.077632, arrival_time=2021-04-14 22:24:23.366187, cost_time=0:00:04.440640 2021-04-14 22:23:46,418 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.3334, top1-acc=88.70%, top5-acc=99.77%, remaining_time=0:00:36.354332, arrival_time=2021-04-14 22:24:22.772397, cost_time=0:00:06.570068 2021-04-14 22:23:48,544 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.3225, top1-acc=89.05%, top5-acc=99.77%, remaining_time=0:00:33.916272, arrival_time=2021-04-14 22:24:22.460727, cost_time=0:00:08.696463 2021-04-14 22:23:50,680 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.3247, top1-acc=88.82%, top5-acc=99.72%, remaining_time=0:00:31.630900, arrival_time=2021-04-14 22:24:22.311384, cost_time=0:00:10.832482 2021-04-14 22:23:52,819 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.61ms, fps=1197 images/s, loss=0.3238, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:29.402792, arrival_time=2021-04-14 22:24:22.222618, cost_time=0:00:12.971823 2021-04-14 22:23:54,954 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=4.59ms, fps=1200 images/s, loss=0.3218, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:27.191808, arrival_time=2021-04-14 22:24:22.146422, cost_time=0:00:15.106534 2021-04-14 22:23:57,086 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.3224, top1-acc=89.00%, top5-acc=99.67%, remaining_time=0:00:24.996376, arrival_time=2021-04-14 22:24:22.083221, cost_time=0:00:17.238857 2021-04-14 22:23:59,207 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.3254, top1-acc=88.88%, top5-acc=99.66%, remaining_time=0:00:22.801660, arrival_time=2021-04-14 22:24:22.009526, cost_time=0:00:19.359863 2021-04-14 22:24:01,333 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.76ms, fps=1205 images/s, loss=0.3254, top1-acc=88.87%, top5-acc=99.67%, remaining_time=0:00:20.625696, arrival_time=2021-04-14 22:24:21.958831, cost_time=0:00:21.485135 2021-04-14 22:24:03,457 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.3241, top1-acc=88.98%, top5-acc=99.67%, remaining_time=0:00:18.458094, arrival_time=2021-04-14 22:24:21.915153, cost_time=0:00:23.609136 2021-04-14 22:24:05,587 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.3252, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:16.302000, arrival_time=2021-04-14 22:24:21.889947, cost_time=0:00:25.740034 2021-04-14 22:24:07,734 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.75ms, fps=1193 images/s, loss=0.3266, top1-acc=88.88%, top5-acc=99.65%, remaining_time=0:00:14.157924, arrival_time=2021-04-14 22:24:21.892725, cost_time=0:00:27.886758 2021-04-14 22:24:09,872 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.98ms, fps=1198 images/s, loss=0.3257, top1-acc=88.87%, top5-acc=99.64%, remaining_time=0:00:12.009816, arrival_time=2021-04-14 22:24:21.882361, cost_time=0:00:30.024605 2021-04-14 22:24:11,994 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.3263, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:09.858168, arrival_time=2021-04-14 22:24:21.852288, cost_time=0:00:32.146197 2021-04-14 22:24:14,115 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.3280, top1-acc=88.81%, top5-acc=99.64%, remaining_time=0:00:07.710192, arrival_time=2021-04-14 22:24:21.825686, cost_time=0:00:34.267549 2021-04-14 22:24:16,248 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.3280, top1-acc=88.83%, top5-acc=99.63%, remaining_time=0:00:05.567198, arrival_time=2021-04-14 22:24:21.816075, cost_time=0:00:36.400974 2021-04-14 22:24:18,386 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.54ms, fps=1198 images/s, loss=0.3288, top1-acc=88.84%, top5-acc=99.62%, remaining_time=0:00:03.425696, arrival_time=2021-04-14 22:24:21.812640, cost_time=0:00:38.539038 2021-04-14 22:24:20,525 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.30ms, fps=1197 images/s, loss=0.3292, top1-acc=88.80%, top5-acc=99.63%, remaining_time=0:00:01.284552, arrival_time=2021-04-14 22:24:21.809957, cost_time=0:00:40.677500 2021-04-14 22:24:21,680 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.26ms, fps=1178 images/s, loss=0.3288, top1-acc=88.81%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:21.680398, cost_time=0:00:41.832322 2021-04-14 22:24:22,663 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.22ms, fps=2612 images/s, loss=0.4788, top1-acc=84.26%, top5-acc=99.06%, remaining_time=0:00:02.939700, arrival_time=2021-04-14 22:24:25.603386, cost_time=0:00:00.979900 2021-04-14 22:24:23,515 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.55ms, fps=3006 images/s, loss=0.4804, top1-acc=84.12%, top5-acc=99.06%, remaining_time=0:00:01.832100, arrival_time=2021-04-14 22:24:25.347874, cost_time=0:00:01.832107 2021-04-14 22:24:24,371 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.00ms, fps=2994 images/s, loss=0.4803, top1-acc=84.09%, top5-acc=99.01%, remaining_time=0:00:00.895910, arrival_time=2021-04-14 22:24:25.267300, cost_time=0:00:02.687744 2021-04-14 22:24:25,160 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.09ms, fps=2942 images/s, loss=0.4923, top1-acc=83.75%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:25.160330, cost_time=0:00:03.476718 2021-04-14 22:24:25,492 INFO : Epoch=0031 complete, best val top1-acc=84.44%, top5-acc=99.36% (epoch=30), remaining_time=2:08:55.572611, arrival_time=2021-04-15 00:33:21.065325, cost_time=0:23:38.951183 2021-04-14 22:24:25,494 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 22:24:27,816 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.37ms, fps=1102 images/s, loss=0.3226, top1-acc=88.95%, top5-acc=99.65%, remaining_time=0:00:43.200732, arrival_time=2021-04-14 22:25:11.017479, cost_time=0:00:02.322625 2021-04-14 22:24:29,949 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.3167, top1-acc=88.96%, top5-acc=99.71%, remaining_time=0:00:39.210160, arrival_time=2021-04-14 22:25:09.160064, cost_time=0:00:04.455707 2021-04-14 22:24:32,081 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.3256, top1-acc=88.53%, top5-acc=99.70%, remaining_time=0:00:36.446628, arrival_time=2021-04-14 22:25:08.527625, cost_time=0:00:06.586742 2021-04-14 22:24:34,208 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.04ms, fps=1204 images/s, loss=0.3248, top1-acc=88.81%, top5-acc=99.72%, remaining_time=0:00:33.984132, arrival_time=2021-04-14 22:25:08.192167, cost_time=0:00:08.713865 2021-04-14 22:24:36,338 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.3219, top1-acc=88.94%, top5-acc=99.70%, remaining_time=0:00:31.663896, arrival_time=2021-04-14 22:25:08.001902, cost_time=0:00:10.843800 2021-04-14 22:24:38,465 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.3197, top1-acc=89.10%, top5-acc=99.73%, remaining_time=0:00:29.402248, arrival_time=2021-04-14 22:25:07.867938, cost_time=0:00:12.971567 2021-04-14 22:24:40,589 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.3245, top1-acc=88.89%, top5-acc=99.70%, remaining_time=0:00:27.172278, arrival_time=2021-04-14 22:25:07.762088, cost_time=0:00:15.095692 2021-04-14 22:24:42,726 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.66ms, fps=1198 images/s, loss=0.3252, top1-acc=88.85%, top5-acc=99.69%, remaining_time=0:00:24.986748, arrival_time=2021-04-14 22:25:07.713187, cost_time=0:00:17.232231 2021-04-14 22:24:44,847 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.3273, top1-acc=88.73%, top5-acc=99.67%, remaining_time=0:00:22.794028, arrival_time=2021-04-14 22:25:07.641614, cost_time=0:00:19.353458 2021-04-14 22:24:46,975 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.3259, top1-acc=88.81%, top5-acc=99.68%, remaining_time=0:00:20.622048, arrival_time=2021-04-14 22:25:07.597519, cost_time=0:00:21.481348 2021-04-14 22:24:49,109 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.10ms, fps=1200 images/s, loss=0.3282, top1-acc=88.75%, top5-acc=99.67%, remaining_time=0:00:18.462738, arrival_time=2021-04-14 22:25:07.572042, cost_time=0:00:23.615140 2021-04-14 22:24:51,249 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.46ms, fps=1197 images/s, loss=0.3288, top1-acc=88.70%, top5-acc=99.67%, remaining_time=0:00:16.311424, arrival_time=2021-04-14 22:25:07.560394, cost_time=0:00:25.754853 2021-04-14 22:24:53,375 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.3283, top1-acc=88.71%, top5-acc=99.68%, remaining_time=0:00:14.154954, arrival_time=2021-04-14 22:25:07.530370, cost_time=0:00:27.881012 2021-04-14 22:24:55,499 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.3280, top1-acc=88.72%, top5-acc=99.67%, remaining_time=0:00:12.002312, arrival_time=2021-04-14 22:25:07.502200, cost_time=0:00:30.005739 2021-04-14 22:24:57,633 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.94ms, fps=1200 images/s, loss=0.3278, top1-acc=88.74%, top5-acc=99.68%, remaining_time=0:00:09.855868, arrival_time=2021-04-14 22:25:07.488820, cost_time=0:00:32.138748 2021-04-14 22:24:59,762 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.3278, top1-acc=88.75%, top5-acc=99.68%, remaining_time=0:00:07.710408, arrival_time=2021-04-14 22:25:07.473042, cost_time=0:00:34.268504 2021-04-14 22:25:01,894 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.3277, top1-acc=88.72%, top5-acc=99.68%, remaining_time=0:00:05.567120, arrival_time=2021-04-14 22:25:07.461607, cost_time=0:00:36.400373 2021-04-14 22:25:04,027 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.81ms, fps=1201 images/s, loss=0.3282, top1-acc=88.71%, top5-acc=99.68%, remaining_time=0:00:03.425136, arrival_time=2021-04-14 22:25:07.452177, cost_time=0:00:38.532863 2021-04-14 22:25:06,161 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.3289, top1-acc=88.69%, top5-acc=99.67%, remaining_time=0:00:01.284222, arrival_time=2021-04-14 22:25:07.445455, cost_time=0:00:40.667089 2021-04-14 22:25:07,317 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.21ms, fps=1176 images/s, loss=0.3291, top1-acc=88.70%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:07.317849, cost_time=0:00:41.823719 2021-04-14 22:25:08,292 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=2.94ms, fps=2631 images/s, loss=0.5593, top1-acc=81.99%, top5-acc=99.14%, remaining_time=0:00:02.918760, arrival_time=2021-04-14 22:25:11.211608, cost_time=0:00:00.972924 2021-04-14 22:25:09,150 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.84ms, fps=2985 images/s, loss=0.5576, top1-acc=82.13%, top5-acc=99.18%, remaining_time=0:00:01.831080, arrival_time=2021-04-14 22:25:10.982035, cost_time=0:00:01.831073 2021-04-14 22:25:10,005 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.42ms, fps=2996 images/s, loss=0.5633, top1-acc=81.56%, top5-acc=99.18%, remaining_time=0:00:00.895260, arrival_time=2021-04-14 22:25:10.900955, cost_time=0:00:02.685772 2021-04-14 22:25:10,789 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.09ms, fps=2960 images/s, loss=0.5638, top1-acc=81.39%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:10.789949, cost_time=0:00:03.470084 2021-04-14 22:25:11,074 INFO : Epoch=0032 complete, best val top1-acc=84.44%, top5-acc=99.36% (epoch=30), remaining_time=2:08:08.797704, arrival_time=2021-04-15 00:33:19.872138, cost_time=0:24:24.532882 2021-04-14 22:25:11,076 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 22:25:13,406 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.35ms, fps=1099 images/s, loss=0.3424, top1-acc=87.89%, top5-acc=99.65%, remaining_time=0:00:43.333722, arrival_time=2021-04-14 22:25:56.739922, cost_time=0:00:02.329770 2021-04-14 22:25:15,539 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.3197, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:39.277216, arrival_time=2021-04-14 22:25:54.816972, cost_time=0:00:04.463321 2021-04-14 22:25:17,664 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3204, top1-acc=88.71%, top5-acc=99.64%, remaining_time=0:00:36.455426, arrival_time=2021-04-14 22:25:54.120191, cost_time=0:00:06.588334 2021-04-14 22:25:19,788 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.3212, top1-acc=88.63%, top5-acc=99.69%, remaining_time=0:00:33.978672, arrival_time=2021-04-14 22:25:53.767586, cost_time=0:00:08.712483 2021-04-14 22:25:21,914 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.3168, top1-acc=88.77%, top5-acc=99.70%, remaining_time=0:00:31.645646, arrival_time=2021-04-14 22:25:53.559642, cost_time=0:00:10.837567 2021-04-14 22:25:24,031 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.55ms, fps=1209 images/s, loss=0.3166, top1-acc=88.85%, top5-acc=99.69%, remaining_time=0:00:29.364304, arrival_time=2021-04-14 22:25:53.395581, cost_time=0:00:12.954839 2021-04-14 22:25:26,155 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.3199, top1-acc=88.69%, top5-acc=99.65%, remaining_time=0:00:27.142416, arrival_time=2021-04-14 22:25:53.298069, cost_time=0:00:15.079140 2021-04-14 22:25:28,278 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.3198, top1-acc=88.74%, top5-acc=99.65%, remaining_time=0:00:24.942900, arrival_time=2021-04-14 22:25:53.221401, cost_time=0:00:17.202004 2021-04-14 22:25:30,403 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.3178, top1-acc=88.84%, top5-acc=99.67%, remaining_time=0:00:22.762970, arrival_time=2021-04-14 22:25:53.166483, cost_time=0:00:19.327078 2021-04-14 22:25:32,525 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.63ms, fps=1207 images/s, loss=0.3188, top1-acc=88.76%, top5-acc=99.65%, remaining_time=0:00:20.591328, arrival_time=2021-04-14 22:25:53.117032, cost_time=0:00:21.449280 2021-04-14 22:25:34,654 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.3196, top1-acc=88.76%, top5-acc=99.66%, remaining_time=0:00:18.433756, arrival_time=2021-04-14 22:25:53.088208, cost_time=0:00:23.578028 2021-04-14 22:25:36,789 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.3214, top1-acc=88.72%, top5-acc=99.64%, remaining_time=0:00:16.285128, arrival_time=2021-04-14 22:25:53.075011, cost_time=0:00:25.713408 2021-04-14 22:25:38,917 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.3231, top1-acc=88.64%, top5-acc=99.64%, remaining_time=0:00:14.134494, arrival_time=2021-04-14 22:25:53.051598, cost_time=0:00:27.840678 2021-04-14 22:25:41,046 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.3238, top1-acc=88.62%, top5-acc=99.64%, remaining_time=0:00:11.988032, arrival_time=2021-04-14 22:25:53.034607, cost_time=0:00:29.970144 2021-04-14 22:25:43,170 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.3226, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:09.842068, arrival_time=2021-04-14 22:25:53.012264, cost_time=0:00:32.093768 2021-04-14 22:25:45,292 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.3248, top1-acc=88.64%, top5-acc=99.66%, remaining_time=0:00:07.698672, arrival_time=2021-04-14 22:25:52.991494, cost_time=0:00:34.216390 2021-04-14 22:25:47,425 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.3268, top1-acc=88.58%, top5-acc=99.66%, remaining_time=0:00:05.559216, arrival_time=2021-04-14 22:25:52.984412, cost_time=0:00:36.348758 2021-04-14 22:25:49,556 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.93ms, fps=1201 images/s, loss=0.3259, top1-acc=88.65%, top5-acc=99.66%, remaining_time=0:00:03.420480, arrival_time=2021-04-14 22:25:52.977315, cost_time=0:00:38.480360 2021-04-14 22:25:51,681 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.3256, top1-acc=88.68%, top5-acc=99.67%, remaining_time=0:00:01.282272, arrival_time=2021-04-14 22:25:52.964022, cost_time=0:00:40.605314 2021-04-14 22:25:52,838 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.43ms, fps=1176 images/s, loss=0.3246, top1-acc=88.72%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:52.838669, cost_time=0:00:41.762243 2021-04-14 22:25:53,811 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=2.98ms, fps=2636 images/s, loss=0.4283, top1-acc=86.05%, top5-acc=99.37%, remaining_time=0:00:02.913750, arrival_time=2021-04-14 22:25:56.725596, cost_time=0:00:00.971252 2021-04-14 22:25:54,664 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.51ms, fps=3003 images/s, loss=0.4458, top1-acc=84.98%, top5-acc=99.34%, remaining_time=0:00:01.824320, arrival_time=2021-04-14 22:25:56.489209, cost_time=0:00:01.824320 2021-04-14 22:25:55,516 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.36ms, fps=3007 images/s, loss=0.4321, top1-acc=85.49%, top5-acc=99.39%, remaining_time=0:00:00.892030, arrival_time=2021-04-14 22:25:56.408684, cost_time=0:00:02.676090 2021-04-14 22:25:56,296 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.4357, top1-acc=85.52%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:56.296737, cost_time=0:00:03.456186 2021-04-14 22:25:56,942 INFO : Epoch=0033 complete, best val top1-acc=85.52%, top5-acc=99.36% (epoch=33), remaining_time=2:07:23.543574, arrival_time=2021-04-15 00:33:20.485922, cost_time=0:25:10.400816 2021-04-14 22:25:56,943 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 22:25:59,246 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.44ms, fps=1111 images/s, loss=0.2953, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:42.839892, arrival_time=2021-04-14 22:26:42.086774, cost_time=0:00:02.303217 2021-04-14 22:26:01,375 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.3019, top1-acc=89.88%, top5-acc=99.75%, remaining_time=0:00:39.003360, arrival_time=2021-04-14 22:26:40.379214, cost_time=0:00:04.432195 2021-04-14 22:26:03,499 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.69ms, fps=1206 images/s, loss=0.3074, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:36.272494, arrival_time=2021-04-14 22:26:39.771460, cost_time=0:00:06.555274 2021-04-14 22:26:05,619 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.3112, top1-acc=89.38%, top5-acc=99.76%, remaining_time=0:00:33.837180, arrival_time=2021-04-14 22:26:39.457033, cost_time=0:00:08.676202 2021-04-14 22:26:07,768 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.48ms, fps=1192 images/s, loss=0.3051, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:31.608270, arrival_time=2021-04-14 22:26:39.376680, cost_time=0:00:10.824749 2021-04-14 22:26:09,915 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.96ms, fps=1193 images/s, loss=0.3047, top1-acc=89.54%, top5-acc=99.71%, remaining_time=0:00:29.401840, arrival_time=2021-04-14 22:26:39.317006, cost_time=0:00:12.971422 2021-04-14 22:26:12,052 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.3065, top1-acc=89.44%, top5-acc=99.69%, remaining_time=0:00:27.195966, arrival_time=2021-04-14 22:26:39.248593, cost_time=0:00:15.108879 2021-04-14 22:26:14,178 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3095, top1-acc=89.26%, top5-acc=99.71%, remaining_time=0:00:24.990112, arrival_time=2021-04-14 22:26:39.168481, cost_time=0:00:17.234577 2021-04-14 22:26:16,308 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.3116, top1-acc=89.16%, top5-acc=99.69%, remaining_time=0:00:22.807278, arrival_time=2021-04-14 22:26:39.115689, cost_time=0:00:19.364690 2021-04-14 22:26:18,434 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.3110, top1-acc=89.20%, top5-acc=99.70%, remaining_time=0:00:20.630784, arrival_time=2021-04-14 22:26:39.064864, cost_time=0:00:21.490422 2021-04-14 22:26:20,567 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.3121, top1-acc=89.14%, top5-acc=99.71%, remaining_time=0:00:18.469188, arrival_time=2021-04-14 22:26:39.036275, cost_time=0:00:23.623435 2021-04-14 22:26:22,700 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=2.23ms, fps=1200 images/s, loss=0.3160, top1-acc=89.05%, top5-acc=99.70%, remaining_time=0:00:16.312336, arrival_time=2021-04-14 22:26:39.012430, cost_time=0:00:25.756294 2021-04-14 22:26:24,840 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.36ms, fps=1196 images/s, loss=0.3168, top1-acc=89.07%, top5-acc=99.69%, remaining_time=0:00:14.163072, arrival_time=2021-04-14 22:26:39.003723, cost_time=0:00:27.896984 2021-04-14 22:26:26,974 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.3164, top1-acc=89.01%, top5-acc=99.70%, remaining_time=0:00:12.012168, arrival_time=2021-04-14 22:26:38.986266, cost_time=0:00:30.030442 2021-04-14 22:26:29,117 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.36ms, fps=1194 images/s, loss=0.3168, top1-acc=89.01%, top5-acc=99.68%, remaining_time=0:00:09.866724, arrival_time=2021-04-14 22:26:38.984417, cost_time=0:00:32.174035 2021-04-14 22:26:31,240 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.3166, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:07.716852, arrival_time=2021-04-14 22:26:38.957631, cost_time=0:00:34.297098 2021-04-14 22:26:33,392 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.62ms, fps=1190 images/s, loss=0.3180, top1-acc=88.97%, top5-acc=99.69%, remaining_time=0:00:05.574426, arrival_time=2021-04-14 22:26:38.966448, cost_time=0:00:36.448251 2021-04-14 22:26:35,523 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.67ms, fps=1202 images/s, loss=0.3191, top1-acc=88.96%, top5-acc=99.69%, remaining_time=0:00:03.429264, arrival_time=2021-04-14 22:26:38.952283, cost_time=0:00:38.579276 2021-04-14 22:26:37,661 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.20ms, fps=1197 images/s, loss=0.3192, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:01.285830, arrival_time=2021-04-14 22:26:38.947464, cost_time=0:00:40.717982 2021-04-14 22:26:38,814 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.25ms, fps=1181 images/s, loss=0.3199, top1-acc=88.95%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:38.814079, cost_time=0:00:41.870343 2021-04-14 22:26:39,819 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.99ms, fps=2550 images/s, loss=0.4507, top1-acc=84.53%, top5-acc=99.34%, remaining_time=0:00:03.011160, arrival_time=2021-04-14 22:26:42.831008, cost_time=0:00:01.003725 2021-04-14 22:26:40,671 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.42ms, fps=3009 images/s, loss=0.4886, top1-acc=83.46%, top5-acc=99.36%, remaining_time=0:00:01.855020, arrival_time=2021-04-14 22:26:42.526137, cost_time=0:00:01.855012 2021-04-14 22:26:41,522 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.55ms, fps=3009 images/s, loss=0.4864, top1-acc=83.36%, top5-acc=99.35%, remaining_time=0:00:00.902010, arrival_time=2021-04-14 22:26:42.424136, cost_time=0:00:02.706017 2021-04-14 22:26:42,302 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.4900, top1-acc=83.28%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:42.302235, cost_time=0:00:03.486139 2021-04-14 22:26:42,592 INFO : Epoch=0034 complete, best val top1-acc=85.52%, top5-acc=99.36% (epoch=33), remaining_time=2:06:37.188868, arrival_time=2021-04-15 00:33:19.781122, cost_time=0:25:56.050729 2021-04-14 22:26:42,593 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 22:26:44,934 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.46ms, fps=1094 images/s, loss=0.3108, top1-acc=89.06%, top5-acc=99.65%, remaining_time=0:00:43.539624, arrival_time=2021-04-14 22:27:28.474132, cost_time=0:00:02.340844 2021-04-14 22:26:47,058 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.3140, top1-acc=88.93%, top5-acc=99.61%, remaining_time=0:00:39.292176, arrival_time=2021-04-14 22:27:26.350826, cost_time=0:00:04.465020 2021-04-14 22:26:49,185 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.3114, top1-acc=89.14%, top5-acc=99.64%, remaining_time=0:00:36.471694, arrival_time=2021-04-14 22:27:25.656768, cost_time=0:00:06.591276 2021-04-14 22:26:51,313 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.30ms, fps=1203 images/s, loss=0.3083, top1-acc=89.08%, top5-acc=99.70%, remaining_time=0:00:34.006284, arrival_time=2021-04-14 22:27:25.319497, cost_time=0:00:08.719557 2021-04-14 22:26:53,440 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.84ms, fps=1204 images/s, loss=0.3113, top1-acc=89.00%, top5-acc=99.65%, remaining_time=0:00:31.672948, arrival_time=2021-04-14 22:27:25.113568, cost_time=0:00:10.846898 2021-04-14 22:26:55,564 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.3139, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:29.400344, arrival_time=2021-04-14 22:27:24.964739, cost_time=0:00:12.970717 2021-04-14 22:26:57,687 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.3141, top1-acc=88.97%, top5-acc=99.70%, remaining_time=0:00:27.168750, arrival_time=2021-04-14 22:27:24.856182, cost_time=0:00:15.093773 2021-04-14 22:26:59,818 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.76ms, fps=1201 images/s, loss=0.3157, top1-acc=88.96%, top5-acc=99.69%, remaining_time=0:00:24.976192, arrival_time=2021-04-14 22:27:24.794923, cost_time=0:00:17.224999 2021-04-14 22:27:01,942 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.68ms, fps=1206 images/s, loss=0.3143, top1-acc=88.95%, top5-acc=99.71%, remaining_time=0:00:22.788198, arrival_time=2021-04-14 22:27:24.730349, cost_time=0:00:19.348508 2021-04-14 22:27:04,075 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.3150, top1-acc=88.97%, top5-acc=99.70%, remaining_time=0:00:20.622432, arrival_time=2021-04-14 22:27:24.697737, cost_time=0:00:21.481663 2021-04-14 22:27:06,198 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.3150, top1-acc=88.97%, top5-acc=99.71%, remaining_time=0:00:18.454998, arrival_time=2021-04-14 22:27:24.653916, cost_time=0:00:23.605249 2021-04-14 22:27:08,325 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.3180, top1-acc=88.85%, top5-acc=99.71%, remaining_time=0:00:16.296680, arrival_time=2021-04-14 22:27:24.621918, cost_time=0:00:25.731611 2021-04-14 22:27:10,471 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.56ms, fps=1193 images/s, loss=0.3178, top1-acc=88.91%, top5-acc=99.69%, remaining_time=0:00:14.153568, arrival_time=2021-04-14 22:27:24.625470, cost_time=0:00:27.878265 2021-04-14 22:27:12,604 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.3189, top1-acc=88.88%, top5-acc=99.70%, remaining_time=0:00:12.004440, arrival_time=2021-04-14 22:27:24.609172, cost_time=0:00:30.011094 2021-04-14 22:27:14,738 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=2.19ms, fps=1200 images/s, loss=0.3190, top1-acc=88.89%, top5-acc=99.70%, remaining_time=0:00:09.857570, arrival_time=2021-04-14 22:27:24.595597, cost_time=0:00:32.144316 2021-04-14 22:27:16,865 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.3202, top1-acc=88.86%, top5-acc=99.71%, remaining_time=0:00:07.711236, arrival_time=2021-04-14 22:27:24.577071, cost_time=0:00:34.272202 2021-04-14 22:27:18,988 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.3213, top1-acc=88.84%, top5-acc=99.70%, remaining_time=0:00:05.566262, arrival_time=2021-04-14 22:27:24.554757, cost_time=0:00:36.394843 2021-04-14 22:27:21,118 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.3223, top1-acc=88.82%, top5-acc=99.68%, remaining_time=0:00:03.424416, arrival_time=2021-04-14 22:27:24.542794, cost_time=0:00:38.524704 2021-04-14 22:27:23,252 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.21ms, fps=1200 images/s, loss=0.3219, top1-acc=88.80%, top5-acc=99.67%, remaining_time=0:00:01.283970, arrival_time=2021-04-14 22:27:24.536591, cost_time=0:00:40.658982 2021-04-14 22:27:24,406 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.44ms, fps=1179 images/s, loss=0.3220, top1-acc=88.81%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:24.406045, cost_time=0:00:41.812415 2021-04-14 22:27:25,389 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.56ms, fps=2608 images/s, loss=0.6676, top1-acc=79.22%, top5-acc=98.52%, remaining_time=0:00:02.944200, arrival_time=2021-04-14 22:27:28.333561, cost_time=0:00:00.981398 2021-04-14 22:27:26,242 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.33ms, fps=3001 images/s, loss=0.6597, top1-acc=79.24%, top5-acc=98.65%, remaining_time=0:00:01.834640, arrival_time=2021-04-14 22:27:28.077248, cost_time=0:00:01.834641 2021-04-14 22:27:27,095 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.46ms, fps=3003 images/s, loss=0.6550, top1-acc=79.10%, top5-acc=98.78%, remaining_time=0:00:00.895870, arrival_time=2021-04-14 22:27:27.991427, cost_time=0:00:02.687596 2021-04-14 22:27:27,877 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=0.6372, top1-acc=79.02%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:27.877814, cost_time=0:00:03.469874 2021-04-14 22:27:28,201 INFO : Epoch=0035 complete, best val top1-acc=85.52%, top5-acc=99.36% (epoch=33), remaining_time=2:05:50.680665, arrival_time=2021-04-15 00:33:18.881733, cost_time=0:26:41.659548 2021-04-14 22:27:28,202 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 22:27:30,491 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.38ms, fps=1118 images/s, loss=0.2933, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:42.580236, arrival_time=2021-04-14 22:28:13.071881, cost_time=0:00:02.289260 2021-04-14 22:27:32,622 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.68ms, fps=1201 images/s, loss=0.2806, top1-acc=90.68%, top5-acc=99.77%, remaining_time=0:00:38.900576, arrival_time=2021-04-14 22:28:11.523492, cost_time=0:00:04.420529 2021-04-14 22:27:34,753 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.3014, top1-acc=89.99%, top5-acc=99.77%, remaining_time=0:00:36.250084, arrival_time=2021-04-14 22:28:11.003785, cost_time=0:00:06.551232 2021-04-14 22:27:36,889 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.3073, top1-acc=89.78%, top5-acc=99.71%, remaining_time=0:00:33.880548, arrival_time=2021-04-14 22:28:10.770345, cost_time=0:00:08.687330 2021-04-14 22:27:39,026 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.67ms, fps=1199 images/s, loss=0.3080, top1-acc=89.64%, top5-acc=99.73%, remaining_time=0:00:31.604766, arrival_time=2021-04-14 22:28:10.630794, cost_time=0:00:10.823570 2021-04-14 22:27:41,159 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.3087, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:29.370424, arrival_time=2021-04-14 22:28:10.530323, cost_time=0:00:12.957511 2021-04-14 22:27:43,285 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.3116, top1-acc=89.35%, top5-acc=99.71%, remaining_time=0:00:27.148716, arrival_time=2021-04-14 22:28:10.433716, cost_time=0:00:15.082620 2021-04-14 22:27:45,406 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.98ms, fps=1207 images/s, loss=0.3121, top1-acc=89.36%, top5-acc=99.71%, remaining_time=0:00:24.945452, arrival_time=2021-04-14 22:28:10.351705, cost_time=0:00:17.203789 2021-04-14 22:27:47,540 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.67ms, fps=1200 images/s, loss=0.3145, top1-acc=89.32%, top5-acc=99.70%, remaining_time=0:00:22.776326, arrival_time=2021-04-14 22:28:10.317076, cost_time=0:00:19.338349 2021-04-14 22:27:49,670 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.91ms, fps=1202 images/s, loss=0.3143, top1-acc=89.29%, top5-acc=99.71%, remaining_time=0:00:20.609280, arrival_time=2021-04-14 22:28:10.279694, cost_time=0:00:21.468027 2021-04-14 22:27:51,806 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=2.32ms, fps=1199 images/s, loss=0.3134, top1-acc=89.35%, top5-acc=99.71%, remaining_time=0:00:18.453708, arrival_time=2021-04-14 22:28:10.259715, cost_time=0:00:23.603525 2021-04-14 22:27:53,947 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.42ms, fps=1196 images/s, loss=0.3145, top1-acc=89.29%, top5-acc=99.70%, remaining_time=0:00:16.305040, arrival_time=2021-04-14 22:28:10.252349, cost_time=0:00:25.744844 2021-04-14 22:27:56,080 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.3156, top1-acc=89.22%, top5-acc=99.68%, remaining_time=0:00:14.153568, arrival_time=2021-04-14 22:28:10.234241, cost_time=0:00:27.878214 2021-04-14 22:27:58,206 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.71ms, fps=1205 images/s, loss=0.3155, top1-acc=89.21%, top5-acc=99.67%, remaining_time=0:00:12.001416, arrival_time=2021-04-14 22:28:10.207440, cost_time=0:00:30.003563 2021-04-14 22:28:00,335 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.3160, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:09.854258, arrival_time=2021-04-14 22:28:10.190060, cost_time=0:00:32.133419 2021-04-14 22:28:02,464 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.12ms, fps=1203 images/s, loss=0.3161, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:07.709040, arrival_time=2021-04-14 22:28:10.173746, cost_time=0:00:34.262327 2021-04-14 22:28:04,592 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=2.00ms, fps=1204 images/s, loss=0.3176, top1-acc=89.15%, top5-acc=99.67%, remaining_time=0:00:05.565482, arrival_time=2021-04-14 22:28:10.157547, cost_time=0:00:36.389612 2021-04-14 22:28:06,714 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.3180, top1-acc=89.14%, top5-acc=99.67%, remaining_time=0:00:03.423248, arrival_time=2021-04-14 22:28:10.137281, cost_time=0:00:38.511620 2021-04-14 22:28:08,839 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.3189, top1-acc=89.10%, top5-acc=99.68%, remaining_time=0:00:01.283262, arrival_time=2021-04-14 22:28:10.122308, cost_time=0:00:40.636656 2021-04-14 22:28:09,992 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.23ms, fps=1180 images/s, loss=0.3180, top1-acc=89.13%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:09.991996, cost_time=0:00:41.789625 2021-04-14 22:28:10,974 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.49ms, fps=2611 images/s, loss=0.5820, top1-acc=80.86%, top5-acc=98.83%, remaining_time=0:00:02.940960, arrival_time=2021-04-14 22:28:13.915148, cost_time=0:00:00.980325 2021-04-14 22:28:11,827 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.31ms, fps=3000 images/s, loss=0.5673, top1-acc=81.72%, top5-acc=98.95%, remaining_time=0:00:01.833940, arrival_time=2021-04-14 22:28:13.661744, cost_time=0:00:01.833944 2021-04-14 22:28:12,681 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.06ms, fps=3000 images/s, loss=0.5655, top1-acc=81.60%, top5-acc=98.95%, remaining_time=0:00:00.895840, arrival_time=2021-04-14 22:28:13.577314, cost_time=0:00:02.687520 2021-04-14 22:28:13,463 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=2968 images/s, loss=0.5718, top1-acc=81.53%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:13.463611, cost_time=0:00:03.469772 2021-04-14 22:28:13,899 INFO : Epoch=0036 complete, best val top1-acc=85.52%, top5-acc=99.36% (epoch=33), remaining_time=2:05:04.631144, arrival_time=2021-04-15 00:33:18.530755, cost_time=0:27:27.358057 2021-04-14 22:28:13,901 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 22:28:16,242 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.77ms, fps=1094 images/s, loss=0.2983, top1-acc=89.69%, top5-acc=99.88%, remaining_time=0:00:43.524372, arrival_time=2021-04-14 22:28:59.766394, cost_time=0:00:02.340015 2021-04-14 22:28:18,374 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.2949, top1-acc=89.75%, top5-acc=99.84%, remaining_time=0:00:39.361168, arrival_time=2021-04-14 22:28:57.736066, cost_time=0:00:04.472854 2021-04-14 22:28:20,496 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.2900, top1-acc=90.04%, top5-acc=99.83%, remaining_time=0:00:36.488626, arrival_time=2021-04-14 22:28:56.984890, cost_time=0:00:06.594319 2021-04-14 22:28:22,623 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.2952, top1-acc=89.82%, top5-acc=99.84%, remaining_time=0:00:34.012836, arrival_time=2021-04-14 22:28:56.636008, cost_time=0:00:08.721255 2021-04-14 22:28:24,741 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.45ms, fps=1209 images/s, loss=0.2995, top1-acc=89.73%, top5-acc=99.84%, remaining_time=0:00:31.652508, arrival_time=2021-04-14 22:28:56.394307, cost_time=0:00:10.839882 2021-04-14 22:28:26,873 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.3017, top1-acc=89.63%, top5-acc=99.83%, remaining_time=0:00:29.402656, arrival_time=2021-04-14 22:28:56.276413, cost_time=0:00:12.971758 2021-04-14 22:28:29,006 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.88ms, fps=1200 images/s, loss=0.3050, top1-acc=89.45%, top5-acc=99.81%, remaining_time=0:00:27.188658, arrival_time=2021-04-14 22:28:56.195401, cost_time=0:00:15.104817 2021-04-14 22:28:31,134 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.3099, top1-acc=89.31%, top5-acc=99.79%, remaining_time=0:00:24.986980, arrival_time=2021-04-14 22:28:56.121262, cost_time=0:00:17.232363 2021-04-14 22:28:33,257 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.3079, top1-acc=89.39%, top5-acc=99.78%, remaining_time=0:00:22.796572, arrival_time=2021-04-14 22:28:56.054062, cost_time=0:00:19.355571 2021-04-14 22:28:35,387 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.3091, top1-acc=89.30%, top5-acc=99.79%, remaining_time=0:00:20.625888, arrival_time=2021-04-14 22:28:56.013078, cost_time=0:00:21.485279 2021-04-14 22:28:37,510 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.3096, top1-acc=89.30%, top5-acc=99.79%, remaining_time=0:00:18.457234, arrival_time=2021-04-14 22:28:55.967280, cost_time=0:00:23.608128 2021-04-14 22:28:39,638 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.3108, top1-acc=89.31%, top5-acc=99.75%, remaining_time=0:00:16.299720, arrival_time=2021-04-14 22:28:55.938095, cost_time=0:00:25.736369 2021-04-14 22:28:41,770 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.3097, top1-acc=89.33%, top5-acc=99.75%, remaining_time=0:00:14.148486, arrival_time=2021-04-14 22:28:55.918667, cost_time=0:00:27.868216 2021-04-14 22:28:43,911 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.3107, top1-acc=89.28%, top5-acc=99.74%, remaining_time=0:00:12.003656, arrival_time=2021-04-14 22:28:55.914726, cost_time=0:00:30.009143 2021-04-14 22:28:46,049 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.3108, top1-acc=89.27%, top5-acc=99.74%, remaining_time=0:00:09.858582, arrival_time=2021-04-14 22:28:55.908094, cost_time=0:00:32.147595 2021-04-14 22:28:48,178 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.89ms, fps=1202 images/s, loss=0.3098, top1-acc=89.30%, top5-acc=99.75%, remaining_time=0:00:07.712316, arrival_time=2021-04-14 22:28:55.891210, cost_time=0:00:34.276976 2021-04-14 22:28:50,313 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.3094, top1-acc=89.34%, top5-acc=99.76%, remaining_time=0:00:05.568836, arrival_time=2021-04-14 22:28:55.882449, cost_time=0:00:36.411650 2021-04-14 22:28:52,444 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.3108, top1-acc=89.30%, top5-acc=99.75%, remaining_time=0:00:03.425984, arrival_time=2021-04-14 22:28:55.870284, cost_time=0:00:38.542381 2021-04-14 22:28:54,572 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.27ms, fps=1203 images/s, loss=0.3113, top1-acc=89.26%, top5-acc=99.75%, remaining_time=0:00:01.284336, arrival_time=2021-04-14 22:28:55.856824, cost_time=0:00:40.670559 2021-04-14 22:28:55,727 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.36ms, fps=1177 images/s, loss=0.3118, top1-acc=89.23%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:55.727846, cost_time=0:00:41.825933 2021-04-14 22:28:56,736 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.48ms, fps=2544 images/s, loss=0.4169, top1-acc=85.90%, top5-acc=99.41%, remaining_time=0:00:03.019200, arrival_time=2021-04-14 22:28:59.755277, cost_time=0:00:01.006395 2021-04-14 22:28:57,588 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.49ms, fps=3006 images/s, loss=0.4334, top1-acc=85.62%, top5-acc=99.47%, remaining_time=0:00:01.858480, arrival_time=2021-04-14 22:28:59.446629, cost_time=0:00:01.858476 2021-04-14 22:28:58,439 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.34ms, fps=3008 images/s, loss=0.4300, top1-acc=85.79%, top5-acc=99.45%, remaining_time=0:00:00.903310, arrival_time=2021-04-14 22:28:59.342922, cost_time=0:00:02.709934 2021-04-14 22:28:59,219 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.4240, top1-acc=85.85%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:59.219455, cost_time=0:00:03.489800 2021-04-14 22:28:59,918 INFO : Epoch=0037 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:04:20.011872, arrival_time=2021-04-15 00:33:19.930323, cost_time=0:28:13.376917 2021-04-14 22:28:59,919 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 22:29:02,242 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.32ms, fps=1102 images/s, loss=0.2962, top1-acc=89.49%, top5-acc=99.61%, remaining_time=0:00:43.206498, arrival_time=2021-04-14 22:29:45.449267, cost_time=0:00:02.322934 2021-04-14 22:29:04,370 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.2979, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:39.168448, arrival_time=2021-04-14 22:29:43.539254, cost_time=0:00:04.450957 2021-04-14 22:29:06,503 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.97ms, fps=1201 images/s, loss=0.2947, top1-acc=89.66%, top5-acc=99.66%, remaining_time=0:00:36.427870, arrival_time=2021-04-14 22:29:42.931073, cost_time=0:00:06.583363 2021-04-14 22:29:08,637 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.3000, top1-acc=89.60%, top5-acc=99.72%, remaining_time=0:00:33.998328, arrival_time=2021-04-14 22:29:42.635612, cost_time=0:00:08.717505 2021-04-14 22:29:10,764 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=2.15ms, fps=1203 images/s, loss=0.2980, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:31.667838, arrival_time=2021-04-14 22:29:42.432741, cost_time=0:00:10.845140 2021-04-14 22:29:12,920 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.44ms, fps=1188 images/s, loss=0.2968, top1-acc=89.64%, top5-acc=99.75%, remaining_time=0:00:29.468888, arrival_time=2021-04-14 22:29:42.389717, cost_time=0:00:13.000964 2021-04-14 22:29:15,062 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.47ms, fps=1196 images/s, loss=0.2978, top1-acc=89.56%, top5-acc=99.77%, remaining_time=0:00:27.256572, arrival_time=2021-04-14 22:29:42.318990, cost_time=0:00:15.142573 2021-04-14 22:29:17,187 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.3001, top1-acc=89.42%, top5-acc=99.76%, remaining_time=0:00:25.038252, arrival_time=2021-04-14 22:29:42.225896, cost_time=0:00:17.267788 2021-04-14 22:29:19,313 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.3017, top1-acc=89.46%, top5-acc=99.74%, remaining_time=0:00:22.841304, arrival_time=2021-04-14 22:29:42.154621, cost_time=0:00:19.393541 2021-04-14 22:29:21,440 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.3052, top1-acc=89.42%, top5-acc=99.74%, remaining_time=0:00:20.659584, arrival_time=2021-04-14 22:29:42.099763, cost_time=0:00:21.520422 2021-04-14 22:29:23,565 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.02ms, fps=1205 images/s, loss=0.3053, top1-acc=89.40%, top5-acc=99.75%, remaining_time=0:00:18.486216, arrival_time=2021-04-14 22:29:42.051203, cost_time=0:00:23.645166 2021-04-14 22:29:25,695 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.81ms, fps=1202 images/s, loss=0.3061, top1-acc=89.37%, top5-acc=99.74%, remaining_time=0:00:16.324648, arrival_time=2021-04-14 22:29:42.020233, cost_time=0:00:25.775798 2021-04-14 22:29:27,825 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.3044, top1-acc=89.44%, top5-acc=99.75%, remaining_time=0:00:14.167494, arrival_time=2021-04-14 22:29:41.992936, cost_time=0:00:27.905638 2021-04-14 22:29:29,963 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.3040, top1-acc=89.50%, top5-acc=99.74%, remaining_time=0:00:12.017656, arrival_time=2021-04-14 22:29:41.981544, cost_time=0:00:30.044127 2021-04-14 22:29:32,098 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.3061, top1-acc=89.43%, top5-acc=99.74%, remaining_time=0:00:09.868242, arrival_time=2021-04-14 22:29:41.967121, cost_time=0:00:32.179123 2021-04-14 22:29:34,227 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.3078, top1-acc=89.35%, top5-acc=99.73%, remaining_time=0:00:07.719300, arrival_time=2021-04-14 22:29:41.947126, cost_time=0:00:34.308064 2021-04-14 22:29:36,368 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.52ms, fps=1196 images/s, loss=0.3088, top1-acc=89.29%, top5-acc=99.73%, remaining_time=0:00:05.574504, arrival_time=2021-04-14 22:29:41.943028, cost_time=0:00:36.448704 2021-04-14 22:29:38,505 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.3083, top1-acc=89.30%, top5-acc=99.72%, remaining_time=0:00:03.429824, arrival_time=2021-04-14 22:29:41.935231, cost_time=0:00:38.585544 2021-04-14 22:29:40,630 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.23ms, fps=1205 images/s, loss=0.3092, top1-acc=89.27%, top5-acc=99.72%, remaining_time=0:00:01.285590, arrival_time=2021-04-14 22:29:41.915789, cost_time=0:00:40.710351 2021-04-14 22:29:41,779 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.46ms, fps=1184 images/s, loss=0.3110, top1-acc=89.19%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:41.779078, cost_time=0:00:41.859310 2021-04-14 22:29:42,791 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.40ms, fps=2534 images/s, loss=0.5066, top1-acc=82.77%, top5-acc=99.49%, remaining_time=0:00:03.030900, arrival_time=2021-04-14 22:29:45.822286, cost_time=0:00:01.010298 2021-04-14 22:29:43,647 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.52ms, fps=2991 images/s, loss=0.4959, top1-acc=83.44%, top5-acc=99.49%, remaining_time=0:00:01.866440, arrival_time=2021-04-14 22:29:45.514116, cost_time=0:00:01.866434 2021-04-14 22:29:44,503 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.31ms, fps=2993 images/s, loss=0.5205, top1-acc=82.66%, top5-acc=99.37%, remaining_time=0:00:00.907530, arrival_time=2021-04-14 22:29:45.411223, cost_time=0:00:02.722596 2021-04-14 22:29:45,282 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=0.5062, top1-acc=82.99%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:45.282383, cost_time=0:00:03.501317 2021-04-14 22:29:45,626 INFO : Epoch=0038 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:03:33.994800, arrival_time=2021-04-15 00:33:19.621532, cost_time=0:28:59.085188 2021-04-14 22:29:45,628 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 22:29:47,950 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.45ms, fps=1103 images/s, loss=0.2777, top1-acc=90.59%, top5-acc=99.73%, remaining_time=0:00:43.186596, arrival_time=2021-04-14 22:30:31.137461, cost_time=0:00:02.321855 2021-04-14 22:29:50,088 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.2913, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:39.244304, arrival_time=2021-04-14 22:30:29.332911, cost_time=0:00:04.459578 2021-04-14 22:29:52,220 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.46ms, fps=1201 images/s, loss=0.3015, top1-acc=89.57%, top5-acc=99.74%, remaining_time=0:00:36.473852, arrival_time=2021-04-14 22:30:28.694520, cost_time=0:00:06.591673 2021-04-14 22:29:54,351 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.3096, top1-acc=89.12%, top5-acc=99.76%, remaining_time=0:00:34.017360, arrival_time=2021-04-14 22:30:28.368727, cost_time=0:00:08.722398 2021-04-14 22:29:56,474 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.3074, top1-acc=89.21%, top5-acc=99.76%, remaining_time=0:00:31.669590, arrival_time=2021-04-14 22:30:28.144319, cost_time=0:00:10.845774 2021-04-14 22:29:58,606 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.80ms, fps=1201 images/s, loss=0.3060, top1-acc=89.36%, top5-acc=99.77%, remaining_time=0:00:29.416256, arrival_time=2021-04-14 22:30:28.022953, cost_time=0:00:12.977733 2021-04-14 22:30:00,739 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.11ms, fps=1201 images/s, loss=0.3034, top1-acc=89.36%, top5-acc=99.79%, remaining_time=0:00:27.198486, arrival_time=2021-04-14 22:30:27.937775, cost_time=0:00:15.110282 2021-04-14 22:30:02,871 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.3035, top1-acc=89.36%, top5-acc=99.79%, remaining_time=0:00:25.000668, arrival_time=2021-04-14 22:30:27.871626, cost_time=0:00:17.241861 2021-04-14 22:30:05,002 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=2.13ms, fps=1201 images/s, loss=0.3045, top1-acc=89.30%, top5-acc=99.79%, remaining_time=0:00:22.817878, arrival_time=2021-04-14 22:30:27.820602, cost_time=0:00:19.373711 2021-04-14 22:30:07,130 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.3042, top1-acc=89.34%, top5-acc=99.77%, remaining_time=0:00:20.641248, arrival_time=2021-04-14 22:30:27.771605, cost_time=0:00:21.501347 2021-04-14 22:30:09,258 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.3085, top1-acc=89.13%, top5-acc=99.77%, remaining_time=0:00:18.474348, arrival_time=2021-04-14 22:30:27.733251, cost_time=0:00:23.629968 2021-04-14 22:30:11,382 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.3123, top1-acc=89.02%, top5-acc=99.77%, remaining_time=0:00:16.310208, arrival_time=2021-04-14 22:30:27.692210, cost_time=0:00:25.752929 2021-04-14 22:30:13,520 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.3132, top1-acc=89.01%, top5-acc=99.77%, remaining_time=0:00:14.160300, arrival_time=2021-04-14 22:30:27.680777, cost_time=0:00:27.891489 2021-04-14 22:30:15,669 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.73ms, fps=1192 images/s, loss=0.3124, top1-acc=89.07%, top5-acc=99.77%, remaining_time=0:00:12.016088, arrival_time=2021-04-14 22:30:27.685410, cost_time=0:00:30.040235 2021-04-14 22:30:17,825 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.77ms, fps=1188 images/s, loss=0.3117, top1-acc=89.13%, top5-acc=99.76%, remaining_time=0:00:09.873532, arrival_time=2021-04-14 22:30:27.698922, cost_time=0:00:32.196353 2021-04-14 22:30:19,959 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.3116, top1-acc=89.11%, top5-acc=99.76%, remaining_time=0:00:07.724304, arrival_time=2021-04-14 22:30:27.683539, cost_time=0:00:34.330207 2021-04-14 22:30:22,093 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.3112, top1-acc=89.11%, top5-acc=99.75%, remaining_time=0:00:05.576948, arrival_time=2021-04-14 22:30:27.670746, cost_time=0:00:36.464732 2021-04-14 22:30:24,229 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.03ms, fps=1199 images/s, loss=0.3138, top1-acc=89.01%, top5-acc=99.75%, remaining_time=0:00:03.431184, arrival_time=2021-04-14 22:30:27.660984, cost_time=0:00:38.600755 2021-04-14 22:30:26,368 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=4.22ms, fps=1197 images/s, loss=0.3140, top1-acc=89.01%, top5-acc=99.74%, remaining_time=0:00:01.286508, arrival_time=2021-04-14 22:30:27.655015, cost_time=0:00:40.739360 2021-04-14 22:30:27,527 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.22ms, fps=1174 images/s, loss=0.3141, top1-acc=89.01%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:27.527512, cost_time=0:00:41.898553 2021-04-14 22:30:28,515 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.33ms, fps=2596 images/s, loss=0.4111, top1-acc=85.27%, top5-acc=99.18%, remaining_time=0:00:02.958120, arrival_time=2021-04-14 22:30:31.473867, cost_time=0:00:00.986040 2021-04-14 22:30:29,378 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=2.88ms, fps=2969 images/s, loss=0.4307, top1-acc=85.06%, top5-acc=99.12%, remaining_time=0:00:01.848920, arrival_time=2021-04-14 22:30:31.227647, cost_time=0:00:01.848922 2021-04-14 22:30:30,251 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.54ms, fps=2936 images/s, loss=0.4342, top1-acc=84.95%, top5-acc=99.21%, remaining_time=0:00:00.907220, arrival_time=2021-04-14 22:30:31.158603, cost_time=0:00:02.721651 2021-04-14 22:30:31,051 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.09ms, fps=2901 images/s, loss=0.4330, top1-acc=85.12%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:31.051708, cost_time=0:00:03.521980 2021-04-14 22:30:31,436 INFO : Epoch=0039 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:02:48.413584, arrival_time=2021-04-15 00:33:19.850357, cost_time=0:29:44.895228 2021-04-14 22:30:31,439 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 22:30:33,728 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.61ms, fps=1118 images/s, loss=0.2767, top1-acc=91.02%, top5-acc=99.77%, remaining_time=0:00:42.575214, arrival_time=2021-04-14 22:31:16.303507, cost_time=0:00:02.288993 2021-04-14 22:30:35,855 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.2782, top1-acc=90.72%, top5-acc=99.75%, remaining_time=0:00:38.865552, arrival_time=2021-04-14 22:31:14.721235, cost_time=0:00:04.416543 2021-04-14 22:30:37,998 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.78ms, fps=1195 images/s, loss=0.2817, top1-acc=90.53%, top5-acc=99.77%, remaining_time=0:00:36.296398, arrival_time=2021-04-14 22:31:14.295195, cost_time=0:00:06.559585 2021-04-14 22:30:40,127 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.2871, top1-acc=90.34%, top5-acc=99.71%, remaining_time=0:00:33.884604, arrival_time=2021-04-14 22:31:14.012081, cost_time=0:00:08.688362 2021-04-14 22:30:42,251 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.2917, top1-acc=90.19%, top5-acc=99.67%, remaining_time=0:00:31.571478, arrival_time=2021-04-14 22:31:13.822751, cost_time=0:00:10.812164 2021-04-14 22:30:44,380 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.82ms, fps=1203 images/s, loss=0.2957, top1-acc=89.96%, top5-acc=99.67%, remaining_time=0:00:29.332208, arrival_time=2021-04-14 22:31:13.712161, cost_time=0:00:12.940698 2021-04-14 22:30:46,508 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.2953, top1-acc=89.97%, top5-acc=99.67%, remaining_time=0:00:27.124650, arrival_time=2021-04-14 22:31:13.633011, cost_time=0:00:15.069239 2021-04-14 22:30:48,631 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2963, top1-acc=89.97%, top5-acc=99.69%, remaining_time=0:00:24.929096, arrival_time=2021-04-14 22:31:13.560661, cost_time=0:00:17.192455 2021-04-14 22:30:50,751 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.49ms, fps=1208 images/s, loss=0.2934, top1-acc=90.02%, top5-acc=99.69%, remaining_time=0:00:22.745268, arrival_time=2021-04-14 22:31:13.496456, cost_time=0:00:19.312053 2021-04-14 22:30:52,877 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.2963, top1-acc=89.93%, top5-acc=99.70%, remaining_time=0:00:20.581152, arrival_time=2021-04-14 22:31:13.459013, cost_time=0:00:21.438745 2021-04-14 22:30:55,006 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.52ms, fps=1203 images/s, loss=0.2967, top1-acc=89.90%, top5-acc=99.69%, remaining_time=0:00:18.425500, arrival_time=2021-04-14 22:31:13.432055, cost_time=0:00:23.567445 2021-04-14 22:30:57,142 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.2979, top1-acc=89.87%, top5-acc=99.70%, remaining_time=0:00:16.278668, arrival_time=2021-04-14 22:31:13.420997, cost_time=0:00:25.703153 2021-04-14 22:30:59,275 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=2.16ms, fps=1200 images/s, loss=0.3006, top1-acc=89.70%, top5-acc=99.70%, remaining_time=0:00:14.132250, arrival_time=2021-04-14 22:31:13.407584, cost_time=0:00:27.836202 2021-04-14 22:31:01,409 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.3031, top1-acc=89.58%, top5-acc=99.70%, remaining_time=0:00:11.988088, arrival_time=2021-04-14 22:31:13.397472, cost_time=0:00:29.970272 2021-04-14 22:31:03,541 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.3050, top1-acc=89.51%, top5-acc=99.71%, remaining_time=0:00:09.844552, arrival_time=2021-04-14 22:31:13.385545, cost_time=0:00:32.101794 2021-04-14 22:31:05,673 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.3049, top1-acc=89.50%, top5-acc=99.70%, remaining_time=0:00:07.702632, arrival_time=2021-04-14 22:31:13.375708, cost_time=0:00:34.233878 2021-04-14 22:31:07,817 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.64ms, fps=1194 images/s, loss=0.3054, top1-acc=89.53%, top5-acc=99.70%, remaining_time=0:00:05.563688, arrival_time=2021-04-14 22:31:13.380814, cost_time=0:00:36.378011 2021-04-14 22:31:09,949 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.3067, top1-acc=89.50%, top5-acc=99.69%, remaining_time=0:00:03.423120, arrival_time=2021-04-14 22:31:13.372453, cost_time=0:00:38.510129 2021-04-14 22:31:12,071 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.3077, top1-acc=89.45%, top5-acc=99.68%, remaining_time=0:00:01.283142, arrival_time=2021-04-14 22:31:13.355092, cost_time=0:00:40.632848 2021-04-14 22:31:13,221 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.38ms, fps=1183 images/s, loss=0.3075, top1-acc=89.46%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:13.221880, cost_time=0:00:41.782777 2021-04-14 22:31:14,264 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.23ms, fps=2460 images/s, loss=0.4924, top1-acc=83.09%, top5-acc=99.14%, remaining_time=0:00:03.121590, arrival_time=2021-04-14 22:31:17.385881, cost_time=0:00:01.040530 2021-04-14 22:31:15,117 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.42ms, fps=3001 images/s, loss=0.5167, top1-acc=82.17%, top5-acc=98.95%, remaining_time=0:00:01.893940, arrival_time=2021-04-14 22:31:17.011728, cost_time=0:00:01.893942 2021-04-14 22:31:15,970 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.96ms, fps=3003 images/s, loss=0.5153, top1-acc=82.08%, top5-acc=98.98%, remaining_time=0:00:00.915610, arrival_time=2021-04-14 22:31:16.886223, cost_time=0:00:02.746818 2021-04-14 22:31:16,752 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.09ms, fps=2971 images/s, loss=0.5119, top1-acc=82.48%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:16.751984, cost_time=0:00:03.528235 2021-04-14 22:31:17,049 INFO : Epoch=0040 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:02:02.032960, arrival_time=2021-04-15 00:33:19.082727, cost_time=0:30:30.508235 2021-04-14 22:31:17,051 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 22:31:19,386 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.58ms, fps=1096 images/s, loss=0.2869, top1-acc=89.84%, top5-acc=99.65%, remaining_time=0:00:43.435464, arrival_time=2021-04-14 22:32:02.822011, cost_time=0:00:02.335241 2021-04-14 22:31:21,522 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.61ms, fps=1199 images/s, loss=0.2868, top1-acc=90.02%, top5-acc=99.63%, remaining_time=0:00:39.347616, arrival_time=2021-04-14 22:32:00.870247, cost_time=0:00:04.471318 2021-04-14 22:31:23,661 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.82ms, fps=1197 images/s, loss=0.2913, top1-acc=89.95%, top5-acc=99.69%, remaining_time=0:00:36.576274, arrival_time=2021-04-14 22:32:00.237676, cost_time=0:00:06.610170 2021-04-14 22:31:25,791 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.2898, top1-acc=90.15%, top5-acc=99.71%, remaining_time=0:00:34.087248, arrival_time=2021-04-14 22:31:59.878761, cost_time=0:00:08.740317 2021-04-14 22:31:27,915 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.2923, top1-acc=90.11%, top5-acc=99.69%, remaining_time=0:00:31.723756, arrival_time=2021-04-14 22:31:59.639220, cost_time=0:00:10.864297 2021-04-14 22:31:30,037 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2968, top1-acc=89.95%, top5-acc=99.67%, remaining_time=0:00:29.435704, arrival_time=2021-04-14 22:31:59.473193, cost_time=0:00:12.986327 2021-04-14 22:31:32,172 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.2960, top1-acc=90.06%, top5-acc=99.69%, remaining_time=0:00:27.217386, arrival_time=2021-04-14 22:31:59.389436, cost_time=0:00:15.120749 2021-04-14 22:31:34,304 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.2984, top1-acc=89.90%, top5-acc=99.70%, remaining_time=0:00:25.016560, arrival_time=2021-04-14 22:31:59.320572, cost_time=0:00:17.252833 2021-04-14 22:31:36,442 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.66ms, fps=1198 images/s, loss=0.3031, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:22.838230, arrival_time=2021-04-14 22:31:59.280385, cost_time=0:00:19.390991 2021-04-14 22:31:38,563 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.3010, top1-acc=89.68%, top5-acc=99.70%, remaining_time=0:00:20.651520, arrival_time=2021-04-14 22:31:59.214687, cost_time=0:00:21.512002 2021-04-14 22:31:40,686 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.3011, top1-acc=89.69%, top5-acc=99.70%, remaining_time=0:00:18.478390, arrival_time=2021-04-14 22:31:59.164661, cost_time=0:00:23.635116 2021-04-14 22:31:42,813 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.3010, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:16.316060, arrival_time=2021-04-14 22:31:59.129416, cost_time=0:00:25.762155 2021-04-14 22:31:44,953 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.3029, top1-acc=89.59%, top5-acc=99.69%, remaining_time=0:00:14.165580, arrival_time=2021-04-14 22:31:59.118694, cost_time=0:00:27.901879 2021-04-14 22:31:47,092 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.3050, top1-acc=89.55%, top5-acc=99.69%, remaining_time=0:00:12.016424, arrival_time=2021-04-14 22:31:59.108670, cost_time=0:00:30.041025 2021-04-14 22:31:49,241 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.85ms, fps=1191 images/s, loss=0.3052, top1-acc=89.57%, top5-acc=99.68%, remaining_time=0:00:09.871738, arrival_time=2021-04-14 22:31:59.113409, cost_time=0:00:32.190439 2021-04-14 22:31:51,387 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.46ms, fps=1194 images/s, loss=0.3064, top1-acc=89.50%, top5-acc=99.68%, remaining_time=0:00:07.725528, arrival_time=2021-04-14 22:31:59.112600, cost_time=0:00:34.335742 2021-04-14 22:31:53,532 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.32ms, fps=1194 images/s, loss=0.3059, top1-acc=89.52%, top5-acc=99.67%, remaining_time=0:00:05.579496, arrival_time=2021-04-14 22:31:59.112010, cost_time=0:00:36.481260 2021-04-14 22:31:55,663 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.3063, top1-acc=89.55%, top5-acc=99.68%, remaining_time=0:00:03.432208, arrival_time=2021-04-14 22:31:59.095726, cost_time=0:00:38.612359 2021-04-14 22:31:57,792 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.23ms, fps=1203 images/s, loss=0.3066, top1-acc=89.51%, top5-acc=99.67%, remaining_time=0:00:01.286550, arrival_time=2021-04-14 22:31:59.078495, cost_time=0:00:40.740700 2021-04-14 22:31:58,942 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.20ms, fps=1183 images/s, loss=0.3072, top1-acc=89.50%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:58.942422, cost_time=0:00:41.891252 2021-04-14 22:31:59,932 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=2.60ms, fps=2592 images/s, loss=0.5675, top1-acc=81.84%, top5-acc=99.06%, remaining_time=0:00:02.963040, arrival_time=2021-04-14 22:32:02.895073, cost_time=0:00:00.987681 2021-04-14 22:32:00,784 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.53ms, fps=3003 images/s, loss=0.5571, top1-acc=81.76%, top5-acc=99.14%, remaining_time=0:00:01.840460, arrival_time=2021-04-14 22:32:02.625280, cost_time=0:00:01.840452 2021-04-14 22:32:01,636 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.36ms, fps=3008 images/s, loss=0.5525, top1-acc=81.74%, top5-acc=99.26%, remaining_time=0:00:00.897320, arrival_time=2021-04-14 22:32:02.533652, cost_time=0:00:02.691967 2021-04-14 22:32:02,418 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.10ms, fps=2967 images/s, loss=0.5520, top1-acc=81.80%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:02.418804, cost_time=0:00:03.474354 2021-04-14 22:32:02,708 INFO : Epoch=0041 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:01:15.865122, arrival_time=2021-04-15 00:33:18.573125, cost_time=0:31:16.166476 2021-04-14 22:32:02,709 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 22:32:05,052 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.48ms, fps=1093 images/s, loss=0.2851, top1-acc=89.88%, top5-acc=99.77%, remaining_time=0:00:43.582032, arrival_time=2021-04-14 22:32:48.634548, cost_time=0:00:02.343116 2021-04-14 22:32:07,181 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.61ms, fps=1203 images/s, loss=0.3031, top1-acc=89.67%, top5-acc=99.57%, remaining_time=0:00:39.352720, arrival_time=2021-04-14 22:32:46.533992, cost_time=0:00:04.471899 2021-04-14 22:32:09,313 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.68ms, fps=1201 images/s, loss=0.3016, top1-acc=89.62%, top5-acc=99.65%, remaining_time=0:00:36.543738, arrival_time=2021-04-14 22:32:45.857392, cost_time=0:00:06.604287 2021-04-14 22:32:11,448 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.3017, top1-acc=89.51%, top5-acc=99.67%, remaining_time=0:00:34.080852, arrival_time=2021-04-14 22:32:45.528884, cost_time=0:00:08.738663 2021-04-14 22:32:13,582 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.2993, top1-acc=89.49%, top5-acc=99.72%, remaining_time=0:00:31.748576, arrival_time=2021-04-14 22:32:45.330737, cost_time=0:00:10.872813 2021-04-14 22:32:15,707 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.64ms, fps=1205 images/s, loss=0.3004, top1-acc=89.49%, top5-acc=99.73%, remaining_time=0:00:29.461408, arrival_time=2021-04-14 22:32:45.168481, cost_time=0:00:12.997695 2021-04-14 22:32:17,853 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=2.44ms, fps=1193 images/s, loss=0.3027, top1-acc=89.47%, top5-acc=99.72%, remaining_time=0:00:27.258336, arrival_time=2021-04-14 22:32:45.111285, cost_time=0:00:15.143506 2021-04-14 22:32:19,986 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.83ms, fps=1200 images/s, loss=0.3028, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:25.051360, arrival_time=2021-04-14 22:32:45.037592, cost_time=0:00:17.276788 2021-04-14 22:32:22,109 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.3033, top1-acc=89.52%, top5-acc=99.68%, remaining_time=0:00:22.849466, arrival_time=2021-04-14 22:32:44.959315, cost_time=0:00:19.400478 2021-04-14 22:32:24,229 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.3028, top1-acc=89.59%, top5-acc=99.67%, remaining_time=0:00:20.658816, arrival_time=2021-04-14 22:32:44.887847, cost_time=0:00:21.519560 2021-04-14 22:32:26,356 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.3019, top1-acc=89.58%, top5-acc=99.68%, remaining_time=0:00:18.487936, arrival_time=2021-04-14 22:32:44.844630, cost_time=0:00:23.647338 2021-04-14 22:32:28,479 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.3014, top1-acc=89.59%, top5-acc=99.68%, remaining_time=0:00:16.321228, arrival_time=2021-04-14 22:32:44.800934, cost_time=0:00:25.770340 2021-04-14 22:32:30,603 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.3007, top1-acc=89.57%, top5-acc=99.70%, remaining_time=0:00:14.161818, arrival_time=2021-04-14 22:32:44.765707, cost_time=0:00:27.894451 2021-04-14 22:32:32,736 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.3006, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:12.010824, arrival_time=2021-04-14 22:32:44.747253, cost_time=0:00:30.027057 2021-04-14 22:32:34,875 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.3016, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:00:09.864240, arrival_time=2021-04-14 22:32:44.739628, cost_time=0:00:32.166030 2021-04-14 22:32:36,996 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.3037, top1-acc=89.44%, top5-acc=99.70%, remaining_time=0:00:07.714476, arrival_time=2021-04-14 22:32:44.710438, cost_time=0:00:34.286601 2021-04-14 22:32:39,123 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.3046, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:05.569226, arrival_time=2021-04-14 22:32:44.692744, cost_time=0:00:36.414159 2021-04-14 22:32:41,244 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.44ms, fps=1207 images/s, loss=0.3042, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:03.425376, arrival_time=2021-04-14 22:32:44.670287, cost_time=0:00:38.535544 2021-04-14 22:32:43,380 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.26ms, fps=1199 images/s, loss=0.3054, top1-acc=89.35%, top5-acc=99.70%, remaining_time=0:00:01.284354, arrival_time=2021-04-14 22:32:44.665078, cost_time=0:00:40.671289 2021-04-14 22:32:44,536 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.49ms, fps=1178 images/s, loss=0.3064, top1-acc=89.34%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:44.536195, cost_time=0:00:41.826830 2021-04-14 22:32:45,506 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.55ms, fps=2643 images/s, loss=0.5358, top1-acc=83.05%, top5-acc=99.10%, remaining_time=0:00:02.905350, arrival_time=2021-04-14 22:32:48.411909, cost_time=0:00:00.968447 2021-04-14 22:32:46,358 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=2.12ms, fps=3005 images/s, loss=0.5252, top1-acc=82.75%, top5-acc=99.30%, remaining_time=0:00:01.820760, arrival_time=2021-04-14 22:32:48.179660, cost_time=0:00:01.820770 2021-04-14 22:32:47,212 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.50ms, fps=3000 images/s, loss=0.5283, top1-acc=82.72%, top5-acc=99.26%, remaining_time=0:00:00.891460, arrival_time=2021-04-14 22:32:48.103979, cost_time=0:00:02.674382 2021-04-14 22:32:47,991 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=0.5320, top1-acc=82.73%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:47.991121, cost_time=0:00:03.453023 2021-04-14 22:32:48,296 INFO : Epoch=0042 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=2:00:29.460640, arrival_time=2021-04-15 00:33:17.757572, cost_time=0:32:01.755381 2021-04-14 22:32:48,298 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 22:32:50,616 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.49ms, fps=1105 images/s, loss=0.3447, top1-acc=88.12%, top5-acc=99.80%, remaining_time=0:00:43.106988, arrival_time=2021-04-14 22:33:33.723540, cost_time=0:00:02.317578 2021-04-14 22:32:52,739 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.3238, top1-acc=88.93%, top5-acc=99.79%, remaining_time=0:00:39.076928, arrival_time=2021-04-14 22:33:31.816436, cost_time=0:00:04.440554 2021-04-14 22:32:54,862 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.3237, top1-acc=88.93%, top5-acc=99.71%, remaining_time=0:00:36.318808, arrival_time=2021-04-14 22:33:31.181402, cost_time=0:00:06.563633 2021-04-14 22:32:56,987 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.3071, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:33.886788, arrival_time=2021-04-14 22:33:30.874695, cost_time=0:00:08.688903 2021-04-14 22:32:59,114 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.3063, top1-acc=89.69%, top5-acc=99.74%, remaining_time=0:00:31.582574, arrival_time=2021-04-14 22:33:30.697489, cost_time=0:00:10.815954 2021-04-14 22:33:01,235 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.55ms, fps=1207 images/s, loss=0.3041, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:29.322824, arrival_time=2021-04-14 22:33:30.558297, cost_time=0:00:12.936516 2021-04-14 22:33:03,364 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.3024, top1-acc=89.81%, top5-acc=99.76%, remaining_time=0:00:27.117468, arrival_time=2021-04-14 22:33:30.481740, cost_time=0:00:15.065273 2021-04-14 22:33:05,502 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.3010, top1-acc=89.82%, top5-acc=99.76%, remaining_time=0:00:24.944640, arrival_time=2021-04-14 22:33:30.446775, cost_time=0:00:17.203180 2021-04-14 22:33:07,643 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.96ms, fps=1196 images/s, loss=0.3000, top1-acc=89.89%, top5-acc=99.77%, remaining_time=0:00:22.783322, arrival_time=2021-04-14 22:33:30.426684, cost_time=0:00:19.344341 2021-04-14 22:33:09,781 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.08ms, fps=1198 images/s, loss=0.3009, top1-acc=89.79%, top5-acc=99.77%, remaining_time=0:00:20.622816, arrival_time=2021-04-14 22:33:30.403957, cost_time=0:00:21.482078 2021-04-14 22:33:11,909 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.01ms, fps=1203 images/s, loss=0.2995, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:18.458954, arrival_time=2021-04-14 22:33:30.368202, cost_time=0:00:23.610268 2021-04-14 22:33:14,046 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.2994, top1-acc=89.78%, top5-acc=99.76%, remaining_time=0:00:16.306484, arrival_time=2021-04-14 22:33:30.352658, cost_time=0:00:25.747137 2021-04-14 22:33:16,168 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.59ms, fps=1206 images/s, loss=0.2992, top1-acc=89.74%, top5-acc=99.76%, remaining_time=0:00:14.149212, arrival_time=2021-04-14 22:33:30.317834, cost_time=0:00:27.869656 2021-04-14 22:33:18,317 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.07ms, fps=1192 images/s, loss=0.2982, top1-acc=89.75%, top5-acc=99.76%, remaining_time=0:00:12.007240, arrival_time=2021-04-14 22:33:30.324343, cost_time=0:00:30.018146 2021-04-14 22:33:20,443 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.2996, top1-acc=89.70%, top5-acc=99.75%, remaining_time=0:00:09.857662, arrival_time=2021-04-14 22:33:30.301239, cost_time=0:00:32.144551 2021-04-14 22:33:22,571 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2994, top1-acc=89.68%, top5-acc=99.75%, remaining_time=0:00:07.711200, arrival_time=2021-04-14 22:33:30.282159, cost_time=0:00:34.271946 2021-04-14 22:33:24,703 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.64ms, fps=1201 images/s, loss=0.2984, top1-acc=89.72%, top5-acc=99.75%, remaining_time=0:00:05.567796, arrival_time=2021-04-14 22:33:30.271501, cost_time=0:00:36.404745 2021-04-14 22:33:26,828 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.2982, top1-acc=89.75%, top5-acc=99.74%, remaining_time=0:00:03.424832, arrival_time=2021-04-14 22:33:30.253147, cost_time=0:00:38.529356 2021-04-14 22:33:28,950 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.27ms, fps=1207 images/s, loss=0.3003, top1-acc=89.68%, top5-acc=99.74%, remaining_time=0:00:01.283724, arrival_time=2021-04-14 22:33:30.233871, cost_time=0:00:40.651188 2021-04-14 22:33:30,101 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.27ms, fps=1181 images/s, loss=0.3012, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:30.101843, cost_time=0:00:41.802886 2021-04-14 22:33:31,132 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.31ms, fps=2490 images/s, loss=0.4181, top1-acc=85.43%, top5-acc=99.41%, remaining_time=0:00:03.084750, arrival_time=2021-04-14 22:33:34.216809, cost_time=0:00:01.028249 2021-04-14 22:33:31,988 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.31ms, fps=2994 images/s, loss=0.4266, top1-acc=85.04%, top5-acc=99.37%, remaining_time=0:00:01.884240, arrival_time=2021-04-14 22:33:33.872261, cost_time=0:00:01.884250 2021-04-14 22:33:32,839 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.36ms, fps=3007 images/s, loss=0.4374, top1-acc=84.83%, top5-acc=99.34%, remaining_time=0:00:00.911970, arrival_time=2021-04-14 22:33:33.751639, cost_time=0:00:02.735897 2021-04-14 22:33:33,620 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.4511, top1-acc=84.63%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:33.620675, cost_time=0:00:03.516860 2021-04-14 22:33:33,987 INFO : Epoch=0043 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:59:43.465449, arrival_time=2021-04-15 00:33:17.452926, cost_time=0:32:47.445958 2021-04-14 22:33:33,988 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 22:33:36,333 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=2.07ms, fps=1092 images/s, loss=0.3119, top1-acc=89.53%, top5-acc=99.73%, remaining_time=0:00:43.616256, arrival_time=2021-04-14 22:34:19.950107, cost_time=0:00:02.344964 2021-04-14 22:33:38,468 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.66ms, fps=1200 images/s, loss=0.3092, top1-acc=89.57%, top5-acc=99.73%, remaining_time=0:00:39.420656, arrival_time=2021-04-14 22:34:17.889177, cost_time=0:00:04.479618 2021-04-14 22:33:40,602 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.2992, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:36.594534, arrival_time=2021-04-14 22:34:17.196934, cost_time=0:00:06.613470 2021-04-14 22:33:42,734 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.3010, top1-acc=89.62%, top5-acc=99.77%, remaining_time=0:00:34.106592, arrival_time=2021-04-14 22:34:16.840739, cost_time=0:00:08.745290 2021-04-14 22:33:44,867 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.01ms, fps=1200 images/s, loss=0.2970, top1-acc=89.78%, top5-acc=99.77%, remaining_time=0:00:31.765658, arrival_time=2021-04-14 22:34:16.633266, cost_time=0:00:10.878658 2021-04-14 22:33:46,996 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.2976, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:29.483168, arrival_time=2021-04-14 22:34:16.479327, cost_time=0:00:13.007295 2021-04-14 22:33:49,125 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2956, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:27.244980, arrival_time=2021-04-14 22:34:16.370002, cost_time=0:00:15.136089 2021-04-14 22:33:51,253 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.2966, top1-acc=89.79%, top5-acc=99.75%, remaining_time=0:00:25.033844, arrival_time=2021-04-14 22:34:16.287443, cost_time=0:00:17.264686 2021-04-14 22:33:53,392 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.2934, top1-acc=89.88%, top5-acc=99.77%, remaining_time=0:00:22.853070, arrival_time=2021-04-14 22:34:16.245482, cost_time=0:00:19.403564 2021-04-14 22:33:55,523 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2938, top1-acc=89.89%, top5-acc=99.78%, remaining_time=0:00:20.673312, arrival_time=2021-04-14 22:34:16.196955, cost_time=0:00:21.534722 2021-04-14 22:33:57,653 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.14ms, fps=1202 images/s, loss=0.2926, top1-acc=89.93%, top5-acc=99.78%, remaining_time=0:00:18.501266, arrival_time=2021-04-14 22:34:16.154583, cost_time=0:00:23.664428 2021-04-14 22:33:59,788 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.68ms, fps=1199 images/s, loss=0.2928, top1-acc=89.87%, top5-acc=99.76%, remaining_time=0:00:16.339468, arrival_time=2021-04-14 22:34:16.127519, cost_time=0:00:25.799200 2021-04-14 22:34:01,937 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.42ms, fps=1191 images/s, loss=0.2939, top1-acc=89.81%, top5-acc=99.76%, remaining_time=0:00:14.189340, arrival_time=2021-04-14 22:34:16.126960, cost_time=0:00:27.948726 2021-04-14 22:34:04,079 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.69ms, fps=1196 images/s, loss=0.2957, top1-acc=89.76%, top5-acc=99.75%, remaining_time=0:00:12.036248, arrival_time=2021-04-14 22:34:16.115666, cost_time=0:00:30.090557 2021-04-14 22:34:06,219 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.90ms, fps=1197 images/s, loss=0.2992, top1-acc=89.63%, top5-acc=99.75%, remaining_time=0:00:09.883928, arrival_time=2021-04-14 22:34:16.102965, cost_time=0:00:32.230135 2021-04-14 22:34:08,356 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.3005, top1-acc=89.59%, top5-acc=99.75%, remaining_time=0:00:07.732728, arrival_time=2021-04-14 22:34:16.089371, cost_time=0:00:34.367700 2021-04-14 22:34:10,491 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.67ms, fps=1200 images/s, loss=0.3025, top1-acc=89.52%, top5-acc=99.74%, remaining_time=0:00:05.582720, arrival_time=2021-04-14 22:34:16.074028, cost_time=0:00:36.502362 2021-04-14 22:34:12,620 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.3027, top1-acc=89.49%, top5-acc=99.74%, remaining_time=0:00:03.433936, arrival_time=2021-04-14 22:34:16.054637, cost_time=0:00:38.631846 2021-04-14 22:34:14,748 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.3013, top1-acc=89.54%, top5-acc=99.74%, remaining_time=0:00:01.287144, arrival_time=2021-04-14 22:34:16.035745, cost_time=0:00:40.759600 2021-04-14 22:34:15,914 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.3003, top1-acc=89.57%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:15.914726, cost_time=0:00:41.925828 2021-04-14 22:34:16,958 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.21ms, fps=2459 images/s, loss=0.4903, top1-acc=83.24%, top5-acc=99.18%, remaining_time=0:00:03.122910, arrival_time=2021-04-14 22:34:20.081649, cost_time=0:00:01.040974 2021-04-14 22:34:17,811 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.43ms, fps=3004 images/s, loss=0.4819, top1-acc=84.00%, top5-acc=99.36%, remaining_time=0:00:01.893560, arrival_time=2021-04-14 22:34:19.704874, cost_time=0:00:01.893550 2021-04-14 22:34:18,663 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.40ms, fps=3007 images/s, loss=0.4733, top1-acc=84.13%, top5-acc=99.43%, remaining_time=0:00:00.915110, arrival_time=2021-04-14 22:34:19.578200, cost_time=0:00:02.745329 2021-04-14 22:34:19,442 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.16ms, fps=2979 images/s, loss=0.4602, top1-acc=84.41%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:19.442323, cost_time=0:00:03.524502 2021-04-14 22:34:19,720 INFO : Epoch=0044 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:58:57.633204, arrival_time=2021-04-15 00:33:17.353337, cost_time=0:33:33.178610 2021-04-14 22:34:19,721 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 22:34:22,103 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.88ms, fps=1075 images/s, loss=0.2794, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:00:44.308920, arrival_time=2021-04-14 22:35:06.412650, cost_time=0:00:02.382205 2021-04-14 22:34:24,238 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.2806, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:39.746432, arrival_time=2021-04-14 22:35:03.984597, cost_time=0:00:04.516650 2021-04-14 22:34:26,378 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.2786, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:36.834902, arrival_time=2021-04-14 22:35:03.213304, cost_time=0:00:06.656899 2021-04-14 22:34:28,513 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.77ms, fps=1199 images/s, loss=0.2801, top1-acc=90.41%, top5-acc=99.79%, remaining_time=0:00:34.287084, arrival_time=2021-04-14 22:35:02.800263, cost_time=0:00:08.791556 2021-04-14 22:34:30,644 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2804, top1-acc=90.43%, top5-acc=99.77%, remaining_time=0:00:31.896182, arrival_time=2021-04-14 22:35:02.541076, cost_time=0:00:10.923373 2021-04-14 22:34:32,767 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.2843, top1-acc=90.20%, top5-acc=99.78%, remaining_time=0:00:29.569664, arrival_time=2021-04-14 22:35:02.336679, cost_time=0:00:13.045426 2021-04-14 22:34:34,899 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.79ms, fps=1201 images/s, loss=0.2855, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:27.319698, arrival_time=2021-04-14 22:35:02.218787, cost_time=0:00:15.177577 2021-04-14 22:34:37,025 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2885, top1-acc=90.11%, top5-acc=99.76%, remaining_time=0:00:25.090800, arrival_time=2021-04-14 22:35:02.116324, cost_time=0:00:17.304022 2021-04-14 22:34:39,149 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2874, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:22.881796, arrival_time=2021-04-14 22:35:02.031285, cost_time=0:00:19.427901 2021-04-14 22:34:41,268 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.2907, top1-acc=90.08%, top5-acc=99.75%, remaining_time=0:00:20.685024, arrival_time=2021-04-14 22:35:01.953446, cost_time=0:00:21.546909 2021-04-14 22:34:43,394 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.59ms, fps=1204 images/s, loss=0.2908, top1-acc=90.10%, top5-acc=99.76%, remaining_time=0:00:18.508146, arrival_time=2021-04-14 22:35:01.902970, cost_time=0:00:23.673264 2021-04-14 22:34:45,526 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.2911, top1-acc=90.09%, top5-acc=99.77%, remaining_time=0:00:16.343040, arrival_time=2021-04-14 22:35:01.869311, cost_time=0:00:25.804765 2021-04-14 22:34:47,652 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2935, top1-acc=90.05%, top5-acc=99.75%, remaining_time=0:00:14.180100, arrival_time=2021-04-14 22:35:01.832130, cost_time=0:00:27.930497 2021-04-14 22:34:49,777 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.54ms, fps=1205 images/s, loss=0.2931, top1-acc=90.04%, top5-acc=99.74%, remaining_time=0:00:12.022192, arrival_time=2021-04-14 22:35:01.799233, cost_time=0:00:30.055536 2021-04-14 22:34:51,914 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.14ms, fps=1198 images/s, loss=0.2938, top1-acc=90.00%, top5-acc=99.73%, remaining_time=0:00:09.872520, arrival_time=2021-04-14 22:35:01.787151, cost_time=0:00:32.193013 2021-04-14 22:34:54,051 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.67ms, fps=1198 images/s, loss=0.2934, top1-acc=90.03%, top5-acc=99.73%, remaining_time=0:00:07.724304, arrival_time=2021-04-14 22:35:01.776148, cost_time=0:00:34.330311 2021-04-14 22:34:56,183 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2946, top1-acc=89.99%, top5-acc=99.72%, remaining_time=0:00:05.576532, arrival_time=2021-04-14 22:35:01.760013, cost_time=0:00:36.461972 2021-04-14 22:34:58,330 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.98ms, fps=1193 images/s, loss=0.2970, top1-acc=89.91%, top5-acc=99.72%, remaining_time=0:00:03.431872, arrival_time=2021-04-14 22:35:01.761888, cost_time=0:00:38.608500 2021-04-14 22:35:00,464 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.25ms, fps=1199 images/s, loss=0.2985, top1-acc=89.87%, top5-acc=99.71%, remaining_time=0:00:01.286634, arrival_time=2021-04-14 22:35:01.751506, cost_time=0:00:40.743360 2021-04-14 22:35:01,623 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.23ms, fps=1175 images/s, loss=0.2989, top1-acc=89.84%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:01.622996, cost_time=0:00:41.901437 2021-04-14 22:35:02,645 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.33ms, fps=2511 images/s, loss=0.4315, top1-acc=85.35%, top5-acc=99.37%, remaining_time=0:00:03.058500, arrival_time=2021-04-14 22:35:05.704108, cost_time=0:00:01.019501 2021-04-14 22:35:03,503 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.54ms, fps=2986 images/s, loss=0.4267, top1-acc=85.04%, top5-acc=99.47%, remaining_time=0:00:01.877200, arrival_time=2021-04-14 22:35:05.380518, cost_time=0:00:01.877192 2021-04-14 22:35:04,358 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.53ms, fps=2995 images/s, loss=0.4231, top1-acc=85.27%, top5-acc=99.51%, remaining_time=0:00:00.910820, arrival_time=2021-04-14 22:35:05.269384, cost_time=0:00:02.732464 2021-04-14 22:35:05,149 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.10ms, fps=2936 images/s, loss=0.4269, top1-acc=85.37%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:05.149104, cost_time=0:00:03.522992 2021-04-14 22:35:05,454 INFO : Epoch=0045 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:58:11.809860, arrival_time=2021-04-15 00:33:17.263982, cost_time=0:34:18.912555 2021-04-14 22:35:05,456 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 22:35:07,766 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.54ms, fps=1108 images/s, loss=0.3074, top1-acc=89.30%, top5-acc=99.77%, remaining_time=0:00:42.966186, arrival_time=2021-04-14 22:35:50.732921, cost_time=0:00:02.310011 2021-04-14 22:35:09,892 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2992, top1-acc=89.92%, top5-acc=99.69%, remaining_time=0:00:39.033632, arrival_time=2021-04-14 22:35:48.925926, cost_time=0:00:04.435642 2021-04-14 22:35:12,026 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.68ms, fps=1200 images/s, loss=0.2936, top1-acc=90.07%, top5-acc=99.69%, remaining_time=0:00:36.351178, arrival_time=2021-04-14 22:35:48.377336, cost_time=0:00:06.569490 2021-04-14 22:35:14,156 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.2930, top1-acc=90.08%, top5-acc=99.67%, remaining_time=0:00:33.929532, arrival_time=2021-04-14 22:35:48.085968, cost_time=0:00:08.699864 2021-04-14 22:35:16,282 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.2903, top1-acc=90.06%, top5-acc=99.68%, remaining_time=0:00:31.611482, arrival_time=2021-04-14 22:35:47.893906, cost_time=0:00:10.825859 2021-04-14 22:35:18,418 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.2900, top1-acc=90.07%, top5-acc=99.71%, remaining_time=0:00:29.380896, arrival_time=2021-04-14 22:35:47.799783, cost_time=0:00:12.962173 2021-04-14 22:35:20,551 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.2918, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:27.170766, arrival_time=2021-04-14 22:35:47.722234, cost_time=0:00:15.094874 2021-04-14 22:35:22,685 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.2929, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:24.982340, arrival_time=2021-04-14 22:35:47.668130, cost_time=0:00:17.229213 2021-04-14 22:35:24,812 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.2932, top1-acc=89.91%, top5-acc=99.71%, remaining_time=0:00:22.796678, arrival_time=2021-04-14 22:35:47.608971, cost_time=0:00:19.355644 2021-04-14 22:35:26,938 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.2917, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:20.622624, arrival_time=2021-04-14 22:35:47.561235, cost_time=0:00:21.481947 2021-04-14 22:35:29,073 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.2934, top1-acc=89.90%, top5-acc=99.71%, remaining_time=0:00:18.463684, arrival_time=2021-04-14 22:35:47.536688, cost_time=0:00:23.616357 2021-04-14 22:35:31,196 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2946, top1-acc=89.89%, top5-acc=99.71%, remaining_time=0:00:16.301772, arrival_time=2021-04-14 22:35:47.498013, cost_time=0:00:25.739666 2021-04-14 22:35:33,317 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.54ms, fps=1207 images/s, loss=0.2955, top1-acc=89.82%, top5-acc=99.70%, remaining_time=0:00:14.144922, arrival_time=2021-04-14 22:35:47.462692, cost_time=0:00:27.861205 2021-04-14 22:35:35,440 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=2.10ms, fps=1206 images/s, loss=0.2945, top1-acc=89.87%, top5-acc=99.70%, remaining_time=0:00:11.993632, arrival_time=2021-04-14 22:35:47.434358, cost_time=0:00:29.984091 2021-04-14 22:35:37,581 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.2934, top1-acc=89.89%, top5-acc=99.70%, remaining_time=0:00:09.851636, arrival_time=2021-04-14 22:35:47.433141, cost_time=0:00:32.124929 2021-04-14 22:35:39,715 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.37ms, fps=1200 images/s, loss=0.2963, top1-acc=89.78%, top5-acc=99.70%, remaining_time=0:00:07.708140, arrival_time=2021-04-14 22:35:47.423146, cost_time=0:00:34.258429 2021-04-14 22:35:41,844 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.2955, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:05.565196, arrival_time=2021-04-14 22:35:47.409679, cost_time=0:00:36.387904 2021-04-14 22:35:43,976 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.60ms, fps=1201 images/s, loss=0.2959, top1-acc=89.84%, top5-acc=99.70%, remaining_time=0:00:03.423952, arrival_time=2021-04-14 22:35:47.400035, cost_time=0:00:38.519523 2021-04-14 22:35:46,102 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.2971, top1-acc=89.79%, top5-acc=99.70%, remaining_time=0:00:01.283550, arrival_time=2021-04-14 22:35:47.385872, cost_time=0:00:40.645752 2021-04-14 22:35:47,253 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.23ms, fps=1182 images/s, loss=0.2974, top1-acc=89.79%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:47.253557, cost_time=0:00:41.796992 2021-04-14 22:35:48,245 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.22ms, fps=2586 images/s, loss=0.4083, top1-acc=85.78%, top5-acc=99.61%, remaining_time=0:00:02.970300, arrival_time=2021-04-14 22:35:51.215902, cost_time=0:00:00.990105 2021-04-14 22:35:49,099 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.34ms, fps=2999 images/s, loss=0.4528, top1-acc=84.37%, top5-acc=99.49%, remaining_time=0:00:01.844200, arrival_time=2021-04-14 22:35:50.943937, cost_time=0:00:01.844193 2021-04-14 22:35:49,953 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.78ms, fps=3001 images/s, loss=0.4625, top1-acc=84.17%, top5-acc=99.44%, remaining_time=0:00:00.899200, arrival_time=2021-04-14 22:35:50.852296, cost_time=0:00:02.697589 2021-04-14 22:35:50,736 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.12ms, fps=2964 images/s, loss=0.4501, top1-acc=84.23%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:50.736342, cost_time=0:00:03.480877 2021-04-14 22:35:51,084 INFO : Epoch=0046 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:57:25.644144, arrival_time=2021-04-15 00:33:16.728724, cost_time=0:35:04.543060 2021-04-14 22:35:51,085 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 22:35:53,419 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.82ms, fps=1097 images/s, loss=0.3081, top1-acc=89.06%, top5-acc=99.53%, remaining_time=0:00:43.408866, arrival_time=2021-04-14 22:36:36.828641, cost_time=0:00:02.333807 2021-04-14 22:35:55,546 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.3009, top1-acc=89.63%, top5-acc=99.61%, remaining_time=0:00:39.253104, arrival_time=2021-04-14 22:36:34.799637, cost_time=0:00:04.460582 2021-04-14 22:35:57,686 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.2996, top1-acc=89.47%, top5-acc=99.67%, remaining_time=0:00:36.520498, arrival_time=2021-04-14 22:36:34.206533, cost_time=0:00:06.600090 2021-04-14 22:35:59,813 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.87ms, fps=1204 images/s, loss=0.2983, top1-acc=89.50%, top5-acc=99.65%, remaining_time=0:00:34.036236, arrival_time=2021-04-14 22:36:33.849415, cost_time=0:00:08.727224 2021-04-14 22:36:01,950 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.57ms, fps=1198 images/s, loss=0.2969, top1-acc=89.54%, top5-acc=99.66%, remaining_time=0:00:31.724924, arrival_time=2021-04-14 22:36:33.675596, cost_time=0:00:10.864710 2021-04-14 22:36:04,093 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=2.06ms, fps=1195 images/s, loss=0.2978, top1-acc=89.51%, top5-acc=99.67%, remaining_time=0:00:29.483304, arrival_time=2021-04-14 22:36:33.576617, cost_time=0:00:13.007360 2021-04-14 22:36:06,224 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.3015, top1-acc=89.40%, top5-acc=99.65%, remaining_time=0:00:27.248508, arrival_time=2021-04-14 22:36:33.472601, cost_time=0:00:15.138064 2021-04-14 22:36:08,352 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.3008, top1-acc=89.39%, top5-acc=99.66%, remaining_time=0:00:25.036976, arrival_time=2021-04-14 22:36:33.389802, cost_time=0:00:17.266864 2021-04-14 22:36:10,480 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.71ms, fps=1203 images/s, loss=0.3017, top1-acc=89.43%, top5-acc=99.65%, remaining_time=0:00:22.842894, arrival_time=2021-04-14 22:36:33.323765, cost_time=0:00:19.394918 2021-04-14 22:36:12,613 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.81ms, fps=1201 images/s, loss=0.2991, top1-acc=89.50%, top5-acc=99.67%, remaining_time=0:00:20.666112, arrival_time=2021-04-14 22:36:33.279267, cost_time=0:00:21.527205 2021-04-14 22:36:14,752 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.83ms, fps=1197 images/s, loss=0.2998, top1-acc=89.46%, top5-acc=99.68%, remaining_time=0:00:18.502900, arrival_time=2021-04-14 22:36:33.255405, cost_time=0:00:23.666543 2021-04-14 22:36:16,881 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.63ms, fps=1203 images/s, loss=0.2992, top1-acc=89.52%, top5-acc=99.69%, remaining_time=0:00:16.336960, arrival_time=2021-04-14 22:36:33.218142, cost_time=0:00:25.795227 2021-04-14 22:36:19,005 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.2997, top1-acc=89.55%, top5-acc=99.70%, remaining_time=0:00:14.174424, arrival_time=2021-04-14 22:36:33.179730, cost_time=0:00:27.919356 2021-04-14 22:36:21,128 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.2989, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:12.016928, arrival_time=2021-04-14 22:36:33.145219, cost_time=0:00:30.042343 2021-04-14 22:36:23,263 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.2985, top1-acc=89.62%, top5-acc=99.71%, remaining_time=0:00:09.867828, arrival_time=2021-04-14 22:36:33.131407, cost_time=0:00:32.177631 2021-04-14 22:36:25,407 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.57ms, fps=1194 images/s, loss=0.3006, top1-acc=89.57%, top5-acc=99.71%, remaining_time=0:00:07.722396, arrival_time=2021-04-14 22:36:33.130093, cost_time=0:00:34.321699 2021-04-14 22:36:27,534 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.3004, top1-acc=89.55%, top5-acc=99.72%, remaining_time=0:00:05.574426, arrival_time=2021-04-14 22:36:33.108623, cost_time=0:00:36.448246 2021-04-14 22:36:29,656 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.3007, top1-acc=89.54%, top5-acc=99.72%, remaining_time=0:00:03.428512, arrival_time=2021-04-14 22:36:33.085216, cost_time=0:00:38.570753 2021-04-14 22:36:31,788 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.26ms, fps=1201 images/s, loss=0.3019, top1-acc=89.51%, top5-acc=99.72%, remaining_time=0:00:01.285332, arrival_time=2021-04-14 22:36:33.073575, cost_time=0:00:40.702232 2021-04-14 22:36:32,946 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.3031, top1-acc=89.50%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:32.946480, cost_time=0:00:41.860530 2021-04-14 22:36:33,928 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.22ms, fps=2611 images/s, loss=0.4876, top1-acc=83.91%, top5-acc=99.22%, remaining_time=0:00:02.941770, arrival_time=2021-04-14 22:36:36.870671, cost_time=0:00:00.980588 2021-04-14 22:36:34,782 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.51ms, fps=3002 images/s, loss=0.4745, top1-acc=83.98%, top5-acc=99.30%, remaining_time=0:00:01.833800, arrival_time=2021-04-14 22:36:36.615911, cost_time=0:00:01.833797 2021-04-14 22:36:35,634 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.36ms, fps=3004 images/s, loss=0.4625, top1-acc=84.77%, top5-acc=99.35%, remaining_time=0:00:00.895450, arrival_time=2021-04-14 22:36:36.530158, cost_time=0:00:02.686348 2021-04-14 22:36:36,415 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.4742, top1-acc=84.83%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:36.415821, cost_time=0:00:03.467535 2021-04-14 22:36:36,751 INFO : Epoch=0047 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:56:39.619032, arrival_time=2021-04-15 00:33:16.370348, cost_time=0:35:50.209787 2021-04-14 22:36:36,752 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 22:36:39,057 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.25ms, fps=1111 images/s, loss=0.3231, top1-acc=88.98%, top5-acc=99.57%, remaining_time=0:00:42.860538, arrival_time=2021-04-14 22:37:21.917554, cost_time=0:00:02.304330 2021-04-14 22:36:41,205 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.68ms, fps=1192 images/s, loss=0.2971, top1-acc=89.80%, top5-acc=99.71%, remaining_time=0:00:39.184464, arrival_time=2021-04-14 22:37:20.389973, cost_time=0:00:04.452781 2021-04-14 22:36:43,339 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2911, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:36.444138, arrival_time=2021-04-14 22:37:19.783257, cost_time=0:00:06.586283 2021-04-14 22:36:45,472 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.2852, top1-acc=90.27%, top5-acc=99.78%, remaining_time=0:00:34.005504, arrival_time=2021-04-14 22:37:19.477576, cost_time=0:00:08.719360 2021-04-14 22:36:47,608 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.48ms, fps=1198 images/s, loss=0.2832, top1-acc=90.39%, top5-acc=99.79%, remaining_time=0:00:31.699228, arrival_time=2021-04-14 22:37:19.307898, cost_time=0:00:10.855907 2021-04-14 22:36:49,741 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.2825, top1-acc=90.51%, top5-acc=99.78%, remaining_time=0:00:29.440328, arrival_time=2021-04-14 22:37:19.181392, cost_time=0:00:12.988382 2021-04-14 22:36:51,864 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.55ms, fps=1206 images/s, loss=0.2856, top1-acc=90.35%, top5-acc=99.78%, remaining_time=0:00:27.202014, arrival_time=2021-04-14 22:37:19.066913, cost_time=0:00:15.112232 2021-04-14 22:36:53,984 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.2868, top1-acc=90.30%, top5-acc=99.78%, remaining_time=0:00:24.985704, arrival_time=2021-04-14 22:37:18.969971, cost_time=0:00:17.231527 2021-04-14 22:36:56,106 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.2854, top1-acc=90.30%, top5-acc=99.78%, remaining_time=0:00:22.794028, arrival_time=2021-04-14 22:37:18.900118, cost_time=0:00:19.353399 2021-04-14 22:36:58,226 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.2860, top1-acc=90.30%, top5-acc=99.79%, remaining_time=0:00:20.614368, arrival_time=2021-04-14 22:37:18.840421, cost_time=0:00:21.473313 2021-04-14 22:37:00,362 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.2854, top1-acc=90.33%, top5-acc=99.79%, remaining_time=0:00:18.458266, arrival_time=2021-04-14 22:37:18.820377, cost_time=0:00:23.609440 2021-04-14 22:37:02,501 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=2.33ms, fps=1197 images/s, loss=0.2897, top1-acc=90.22%, top5-acc=99.79%, remaining_time=0:00:16.307396, arrival_time=2021-04-14 22:37:18.808670, cost_time=0:00:25.748529 2021-04-14 22:37:04,652 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.49ms, fps=1190 images/s, loss=0.2926, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:14.164524, arrival_time=2021-04-14 22:37:18.817199, cost_time=0:00:27.899878 2021-04-14 22:37:06,788 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.66ms, fps=1199 images/s, loss=0.2944, top1-acc=90.08%, top5-acc=99.76%, remaining_time=0:00:12.014408, arrival_time=2021-04-14 22:37:18.803129, cost_time=0:00:30.035965 2021-04-14 22:37:08,917 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.2954, top1-acc=90.02%, top5-acc=99.75%, remaining_time=0:00:09.863918, arrival_time=2021-04-14 22:37:18.781551, cost_time=0:00:32.164912 2021-04-14 22:37:11,045 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.2965, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:07.715952, arrival_time=2021-04-14 22:37:18.761760, cost_time=0:00:34.293051 2021-04-14 22:37:13,186 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.16ms, fps=1196 images/s, loss=0.2973, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:05.572216, arrival_time=2021-04-14 22:37:18.758843, cost_time=0:00:36.433803 2021-04-14 22:37:15,318 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.2959, top1-acc=90.02%, top5-acc=99.75%, remaining_time=0:00:03.428048, arrival_time=2021-04-14 22:37:18.746424, cost_time=0:00:38.565619 2021-04-14 22:37:17,457 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.70ms, fps=1197 images/s, loss=0.2963, top1-acc=89.98%, top5-acc=99.76%, remaining_time=0:00:01.285398, arrival_time=2021-04-14 22:37:18.742530, cost_time=0:00:40.704201 2021-04-14 22:37:18,619 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.37ms, fps=1171 images/s, loss=0.2968, top1-acc=89.98%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:18.618910, cost_time=0:00:41.866159 2021-04-14 22:37:19,664 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=5.61ms, fps=2455 images/s, loss=0.5602, top1-acc=82.54%, top5-acc=99.26%, remaining_time=0:00:03.128220, arrival_time=2021-04-14 22:37:22.792905, cost_time=0:00:01.042736 2021-04-14 22:37:20,515 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.41ms, fps=3010 images/s, loss=0.5972, top1-acc=81.21%, top5-acc=99.04%, remaining_time=0:00:01.893480, arrival_time=2021-04-14 22:37:22.408905, cost_time=0:00:01.893487 2021-04-14 22:37:21,365 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.40ms, fps=3011 images/s, loss=0.5895, top1-acc=81.30%, top5-acc=99.08%, remaining_time=0:00:00.914670, arrival_time=2021-04-14 22:37:22.280610, cost_time=0:00:02.744007 2021-04-14 22:37:22,145 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.5893, top1-acc=81.22%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:22.145603, cost_time=0:00:03.523693 2021-04-14 22:37:22,446 INFO : Epoch=0048 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:55:53.697368, arrival_time=2021-04-15 00:33:16.143341, cost_time=0:36:35.904449 2021-04-14 22:37:22,447 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 22:37:24,779 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.57ms, fps=1098 images/s, loss=0.3005, top1-acc=89.34%, top5-acc=99.69%, remaining_time=0:00:43.380966, arrival_time=2021-04-14 22:38:08.160665, cost_time=0:00:02.332310 2021-04-14 22:37:26,909 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2850, top1-acc=89.82%, top5-acc=99.77%, remaining_time=0:00:39.267888, arrival_time=2021-04-14 22:38:06.177535, cost_time=0:00:04.462255 2021-04-14 22:37:29,043 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.98ms, fps=1200 images/s, loss=0.2864, top1-acc=89.57%, top5-acc=99.77%, remaining_time=0:00:36.496262, arrival_time=2021-04-14 22:38:05.539363, cost_time=0:00:06.595697 2021-04-14 22:37:31,176 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.2859, top1-acc=89.61%, top5-acc=99.77%, remaining_time=0:00:34.045284, arrival_time=2021-04-14 22:38:05.222174, cost_time=0:00:08.729576 2021-04-14 22:37:33,315 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.2845, top1-acc=89.79%, top5-acc=99.76%, remaining_time=0:00:31.735728, arrival_time=2021-04-14 22:38:05.051440, cost_time=0:00:10.868421 2021-04-14 22:37:35,450 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=2.20ms, fps=1200 images/s, loss=0.2878, top1-acc=89.62%, top5-acc=99.75%, remaining_time=0:00:29.472832, arrival_time=2021-04-14 22:38:04.922911, cost_time=0:00:13.002711 2021-04-14 22:37:37,576 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.28ms, fps=1204 images/s, loss=0.2884, top1-acc=89.62%, top5-acc=99.73%, remaining_time=0:00:27.232002, arrival_time=2021-04-14 22:38:04.808249, cost_time=0:00:15.128873 2021-04-14 22:37:39,716 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.35ms, fps=1197 images/s, loss=0.2896, top1-acc=89.66%, top5-acc=99.73%, remaining_time=0:00:25.039992, arrival_time=2021-04-14 22:38:04.756290, cost_time=0:00:17.268997 2021-04-14 22:37:41,842 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.2903, top1-acc=89.62%, top5-acc=99.74%, remaining_time=0:00:22.843212, arrival_time=2021-04-14 22:38:04.685840, cost_time=0:00:19.395171 2021-04-14 22:37:43,969 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.2941, top1-acc=89.54%, top5-acc=99.72%, remaining_time=0:00:20.661216, arrival_time=2021-04-14 22:38:04.630730, cost_time=0:00:21.522128 2021-04-14 22:37:46,096 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.09ms, fps=1204 images/s, loss=0.2937, top1-acc=89.58%, top5-acc=99.73%, remaining_time=0:00:18.489054, arrival_time=2021-04-14 22:38:04.585137, cost_time=0:00:23.648736 2021-04-14 22:37:48,229 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.2943, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:16.328524, arrival_time=2021-04-14 22:38:04.557799, cost_time=0:00:25.781900 2021-04-14 22:37:50,361 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.2943, top1-acc=89.59%, top5-acc=99.74%, remaining_time=0:00:14.171784, arrival_time=2021-04-14 22:38:04.533181, cost_time=0:00:27.914091 2021-04-14 22:37:52,500 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.2958, top1-acc=89.55%, top5-acc=99.75%, remaining_time=0:00:12.021184, arrival_time=2021-04-14 22:38:04.521432, cost_time=0:00:30.052947 2021-04-14 22:37:54,630 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.92ms, fps=1202 images/s, loss=0.2961, top1-acc=89.51%, top5-acc=99.75%, remaining_time=0:00:09.869530, arrival_time=2021-04-14 22:38:04.500145, cost_time=0:00:32.183186 2021-04-14 22:37:56,772 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.70ms, fps=1196 images/s, loss=0.2955, top1-acc=89.57%, top5-acc=99.76%, remaining_time=0:00:07.723116, arrival_time=2021-04-14 22:38:04.495346, cost_time=0:00:34.324892 2021-04-14 22:37:58,900 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.2955, top1-acc=89.60%, top5-acc=99.76%, remaining_time=0:00:05.575232, arrival_time=2021-04-14 22:38:04.475974, cost_time=0:00:36.453445 2021-04-14 22:38:01,039 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.33ms, fps=1197 images/s, loss=0.2948, top1-acc=89.67%, top5-acc=99.74%, remaining_time=0:00:03.430416, arrival_time=2021-04-14 22:38:04.469938, cost_time=0:00:38.592223 2021-04-14 22:38:03,167 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.20ms, fps=1203 images/s, loss=0.2961, top1-acc=89.66%, top5-acc=99.73%, remaining_time=0:00:01.285908, arrival_time=2021-04-14 22:38:04.453539, cost_time=0:00:40.720336 2021-04-14 22:38:04,320 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.41ms, fps=1180 images/s, loss=0.2966, top1-acc=89.63%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:04.320423, cost_time=0:00:41.873126 2021-04-14 22:38:05,303 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.31ms, fps=2608 images/s, loss=0.4251, top1-acc=85.70%, top5-acc=99.34%, remaining_time=0:00:02.944710, arrival_time=2021-04-14 22:38:08.248581, cost_time=0:00:00.981571 2021-04-14 22:38:06,160 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.63ms, fps=2991 images/s, loss=0.4322, top1-acc=85.45%, top5-acc=99.37%, remaining_time=0:00:01.837880, arrival_time=2021-04-14 22:38:07.998053, cost_time=0:00:01.837871 2021-04-14 22:38:07,012 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.62ms, fps=3005 images/s, loss=0.4282, top1-acc=85.57%, top5-acc=99.43%, remaining_time=0:00:00.896670, arrival_time=2021-04-14 22:38:07.909170, cost_time=0:00:02.690012 2021-04-14 22:38:07,793 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=0.4310, top1-acc=85.28%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:07.793838, cost_time=0:00:03.471562 2021-04-14 22:38:08,134 INFO : Epoch=0049 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:55:07.765139, arrival_time=2021-04-15 00:33:15.899325, cost_time=0:37:21.592663 2021-04-14 22:38:08,135 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 22:38:10,454 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.62ms, fps=1104 images/s, loss=0.3203, top1-acc=88.79%, top5-acc=99.73%, remaining_time=0:00:43.132284, arrival_time=2021-04-14 22:38:53.586915, cost_time=0:00:02.318939 2021-04-14 22:38:12,590 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.56ms, fps=1199 images/s, loss=0.2903, top1-acc=89.94%, top5-acc=99.79%, remaining_time=0:00:39.205056, arrival_time=2021-04-14 22:38:51.795720, cost_time=0:00:04.455122 2021-04-14 22:38:14,713 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.68ms, fps=1206 images/s, loss=0.2800, top1-acc=90.57%, top5-acc=99.79%, remaining_time=0:00:36.397990, arrival_time=2021-04-14 22:38:51.111610, cost_time=0:00:06.577949 2021-04-14 22:38:16,841 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.2758, top1-acc=90.71%, top5-acc=99.78%, remaining_time=0:00:33.954492, arrival_time=2021-04-14 22:38:50.796379, cost_time=0:00:08.706274 2021-04-14 22:38:18,976 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.2770, top1-acc=90.64%, top5-acc=99.75%, remaining_time=0:00:31.656596, arrival_time=2021-04-14 22:38:50.633445, cost_time=0:00:10.841319 2021-04-14 22:38:21,106 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.94ms, fps=1202 images/s, loss=0.2781, top1-acc=90.57%, top5-acc=99.74%, remaining_time=0:00:29.400072, arrival_time=2021-04-14 22:38:50.506414, cost_time=0:00:12.970644 2021-04-14 22:38:23,240 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2756, top1-acc=90.62%, top5-acc=99.74%, remaining_time=0:00:27.188784, arrival_time=2021-04-14 22:38:50.429248, cost_time=0:00:15.104911 2021-04-14 22:38:25,367 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.82ms, fps=1204 images/s, loss=0.2791, top1-acc=90.52%, top5-acc=99.73%, remaining_time=0:00:24.985704, arrival_time=2021-04-14 22:38:50.352875, cost_time=0:00:17.231540 2021-04-14 22:38:27,498 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.2779, top1-acc=90.49%, top5-acc=99.74%, remaining_time=0:00:22.805158, arrival_time=2021-04-14 22:38:50.303656, cost_time=0:00:19.362869 2021-04-14 22:38:29,632 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2774, top1-acc=90.55%, top5-acc=99.75%, remaining_time=0:00:20.636448, arrival_time=2021-04-14 22:38:50.268384, cost_time=0:00:21.496320 2021-04-14 22:38:31,755 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.2785, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:18.466178, arrival_time=2021-04-14 22:38:50.221203, cost_time=0:00:23.619491 2021-04-14 22:38:33,882 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.2787, top1-acc=90.42%, top5-acc=99.75%, remaining_time=0:00:16.306484, arrival_time=2021-04-14 22:38:50.189165, cost_time=0:00:25.747066 2021-04-14 22:38:36,009 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.2806, top1-acc=90.39%, top5-acc=99.75%, remaining_time=0:00:14.151522, arrival_time=2021-04-14 22:38:50.161282, cost_time=0:00:27.874227 2021-04-14 22:38:38,131 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.2828, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:11.998280, arrival_time=2021-04-14 22:38:50.129534, cost_time=0:00:29.995722 2021-04-14 22:38:40,257 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.2836, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:09.850624, arrival_time=2021-04-14 22:38:50.107811, cost_time=0:00:32.121577 2021-04-14 22:38:42,397 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.83ms, fps=1196 images/s, loss=0.2847, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:07.709004, arrival_time=2021-04-14 22:38:50.106806, cost_time=0:00:34.262263 2021-04-14 22:38:44,530 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.69ms, fps=1201 images/s, loss=0.2863, top1-acc=90.13%, top5-acc=99.73%, remaining_time=0:00:05.566288, arrival_time=2021-04-14 22:38:50.096857, cost_time=0:00:36.394934 2021-04-14 22:38:46,685 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=2.13ms, fps=1189 images/s, loss=0.2880, top1-acc=90.06%, top5-acc=99.73%, remaining_time=0:00:03.426624, arrival_time=2021-04-14 22:38:50.111967, cost_time=0:00:38.549588 2021-04-14 22:38:48,814 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2891, top1-acc=90.00%, top5-acc=99.73%, remaining_time=0:00:01.284600, arrival_time=2021-04-14 22:38:50.099274, cost_time=0:00:40.679040 2021-04-14 22:38:49,976 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.27ms, fps=1171 images/s, loss=0.2890, top1-acc=90.01%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:49.976632, cost_time=0:00:41.841067 2021-04-14 22:38:50,947 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.46ms, fps=2645 images/s, loss=0.4534, top1-acc=84.92%, top5-acc=99.57%, remaining_time=0:00:02.904000, arrival_time=2021-04-14 22:38:53.851565, cost_time=0:00:00.967998 2021-04-14 22:38:51,804 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.51ms, fps=2990 images/s, loss=0.4516, top1-acc=84.94%, top5-acc=99.45%, remaining_time=0:00:01.824740, arrival_time=2021-04-14 22:38:53.629019, cost_time=0:00:01.824745 2021-04-14 22:38:52,666 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.38ms, fps=2972 images/s, loss=0.4536, top1-acc=84.96%, top5-acc=99.40%, remaining_time=0:00:00.895600, arrival_time=2021-04-14 22:38:53.561883, cost_time=0:00:02.686805 2021-04-14 22:38:53,452 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=2952 images/s, loss=0.4557, top1-acc=84.64%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:53.452648, cost_time=0:00:03.473198 2021-04-14 22:38:53,778 INFO : Epoch=0050 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:54:21.709950, arrival_time=2021-04-15 00:33:15.488145, cost_time=0:38:07.236668 2021-04-14 22:38:53,779 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 22:38:56,109 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.52ms, fps=1099 images/s, loss=0.2900, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:43.337070, arrival_time=2021-04-14 22:39:39.446667, cost_time=0:00:02.329946 2021-04-14 22:38:58,236 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.01ms, fps=1204 images/s, loss=0.2923, top1-acc=89.79%, top5-acc=99.79%, remaining_time=0:00:39.214560, arrival_time=2021-04-14 22:39:37.450545, cost_time=0:00:04.456204 2021-04-14 22:39:00,363 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.2886, top1-acc=89.80%, top5-acc=99.78%, remaining_time=0:00:36.429530, arrival_time=2021-04-14 22:39:36.792825, cost_time=0:00:06.583637 2021-04-14 22:39:02,486 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2902, top1-acc=89.78%, top5-acc=99.79%, remaining_time=0:00:33.957144, arrival_time=2021-04-14 22:39:36.443753, cost_time=0:00:08.706962 2021-04-14 22:39:04,610 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2870, top1-acc=89.84%, top5-acc=99.78%, remaining_time=0:00:31.625060, arrival_time=2021-04-14 22:39:36.235178, cost_time=0:00:10.830477 2021-04-14 22:39:06,732 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.2830, top1-acc=89.93%, top5-acc=99.79%, remaining_time=0:00:29.359408, arrival_time=2021-04-14 22:39:36.091727, cost_time=0:00:12.952678 2021-04-14 22:39:08,849 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.62ms, fps=1209 images/s, loss=0.2860, top1-acc=89.77%, top5-acc=99.75%, remaining_time=0:00:27.126414, arrival_time=2021-04-14 22:39:35.976314, cost_time=0:00:15.070247 2021-04-14 22:39:10,975 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.2879, top1-acc=89.79%, top5-acc=99.74%, remaining_time=0:00:24.934548, arrival_time=2021-04-14 22:39:35.910469, cost_time=0:00:17.196207 2021-04-14 22:39:13,103 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.2880, top1-acc=89.83%, top5-acc=99.73%, remaining_time=0:00:22.759578, arrival_time=2021-04-14 22:39:35.863390, cost_time=0:00:19.324136 2021-04-14 22:39:15,227 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2902, top1-acc=89.76%, top5-acc=99.74%, remaining_time=0:00:20.589792, arrival_time=2021-04-14 22:39:35.817170, cost_time=0:00:21.447732 2021-04-14 22:39:17,369 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.79ms, fps=1195 images/s, loss=0.2920, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:18.443302, arrival_time=2021-04-14 22:39:35.813194, cost_time=0:00:23.590233 2021-04-14 22:39:19,503 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.2940, top1-acc=89.70%, top5-acc=99.74%, remaining_time=0:00:16.291816, arrival_time=2021-04-14 22:39:35.795516, cost_time=0:00:25.723966 2021-04-14 22:39:21,650 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.43ms, fps=1193 images/s, loss=0.2943, top1-acc=89.67%, top5-acc=99.74%, remaining_time=0:00:14.149806, arrival_time=2021-04-14 22:39:35.800420, cost_time=0:00:27.870874 2021-04-14 22:39:23,790 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.53ms, fps=1197 images/s, loss=0.2959, top1-acc=89.68%, top5-acc=99.74%, remaining_time=0:00:12.004384, arrival_time=2021-04-14 22:39:35.795133, cost_time=0:00:30.010959 2021-04-14 22:39:25,916 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.2973, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:09.855224, arrival_time=2021-04-14 22:39:35.771532, cost_time=0:00:32.136579 2021-04-14 22:39:28,039 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.61ms, fps=1206 images/s, loss=0.2977, top1-acc=89.70%, top5-acc=99.74%, remaining_time=0:00:07.708428, arrival_time=2021-04-14 22:39:35.747835, cost_time=0:00:34.259742 2021-04-14 22:39:30,161 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=0.2978, top1-acc=89.70%, top5-acc=99.73%, remaining_time=0:00:05.564234, arrival_time=2021-04-14 22:39:35.725485, cost_time=0:00:36.381569 2021-04-14 22:39:32,291 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.2978, top1-acc=89.72%, top5-acc=99.74%, remaining_time=0:00:03.423264, arrival_time=2021-04-14 22:39:35.714825, cost_time=0:00:38.511762 2021-04-14 22:39:34,420 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.2976, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:01.283406, arrival_time=2021-04-14 22:39:35.704310, cost_time=0:00:40.641239 2021-04-14 22:39:35,576 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.30ms, fps=1177 images/s, loss=0.2979, top1-acc=89.73%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:35.576387, cost_time=0:00:41.796737 2021-04-14 22:39:36,564 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.47ms, fps=2597 images/s, loss=0.5621, top1-acc=82.30%, top5-acc=99.30%, remaining_time=0:00:02.957220, arrival_time=2021-04-14 22:39:39.521307, cost_time=0:00:00.985744 2021-04-14 22:39:37,420 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.28ms, fps=2992 images/s, loss=0.5444, top1-acc=82.34%, top5-acc=99.10%, remaining_time=0:00:01.841780, arrival_time=2021-04-14 22:39:39.261924, cost_time=0:00:01.841787 2021-04-14 22:39:38,274 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.35ms, fps=2997 images/s, loss=0.5556, top1-acc=82.02%, top5-acc=99.17%, remaining_time=0:00:00.898830, arrival_time=2021-04-14 22:39:39.173639, cost_time=0:00:02.696496 2021-04-14 22:39:39,056 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=0.5575, top1-acc=81.62%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:39.056351, cost_time=0:00:03.478051 2021-04-14 22:39:39,397 INFO : Epoch=0051 complete, best val top1-acc=85.85%, top5-acc=99.46% (epoch=37), remaining_time=1:53:35.598379, arrival_time=2021-04-15 00:33:14.995760, cost_time=0:38:52.855836 2021-04-14 22:39:39,399 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 22:39:41,751 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.42ms, fps=1089 images/s, loss=0.3036, top1-acc=89.69%, top5-acc=99.96%, remaining_time=0:00:43.737528, arrival_time=2021-04-14 22:40:25.488718, cost_time=0:00:02.351480 2021-04-14 22:39:43,877 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.30ms, fps=1204 images/s, loss=0.2865, top1-acc=90.31%, top5-acc=99.84%, remaining_time=0:00:39.404816, arrival_time=2021-04-14 22:40:23.282438, cost_time=0:00:04.477813 2021-04-14 22:39:46,012 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.2841, top1-acc=90.20%, top5-acc=99.84%, remaining_time=0:00:36.588392, arrival_time=2021-04-14 22:40:22.600341, cost_time=0:00:06.612373 2021-04-14 22:39:48,144 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.2821, top1-acc=90.13%, top5-acc=99.80%, remaining_time=0:00:34.106592, arrival_time=2021-04-14 22:40:22.251501, cost_time=0:00:08.745280 2021-04-14 22:39:50,280 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.86ms, fps=1199 images/s, loss=0.2839, top1-acc=90.12%, top5-acc=99.78%, remaining_time=0:00:31.771060, arrival_time=2021-04-14 22:40:22.051117, cost_time=0:00:10.880508 2021-04-14 22:39:52,419 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.50ms, fps=1197 images/s, loss=0.2872, top1-acc=90.03%, top5-acc=99.78%, remaining_time=0:00:29.511456, arrival_time=2021-04-14 22:40:21.930788, cost_time=0:00:13.019742 2021-04-14 22:39:54,552 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.2849, top1-acc=90.15%, top5-acc=99.78%, remaining_time=0:00:27.275850, arrival_time=2021-04-14 22:40:21.828753, cost_time=0:00:15.153282 2021-04-14 22:39:56,682 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.70ms, fps=1202 images/s, loss=0.2843, top1-acc=90.22%, top5-acc=99.79%, remaining_time=0:00:25.060408, arrival_time=2021-04-14 22:40:21.743055, cost_time=0:00:17.283044 2021-04-14 22:39:58,810 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.65ms, fps=1203 images/s, loss=0.2834, top1-acc=90.28%, top5-acc=99.79%, remaining_time=0:00:22.862080, arrival_time=2021-04-14 22:40:21.672814, cost_time=0:00:19.411189 2021-04-14 22:40:00,944 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.86ms, fps=1200 images/s, loss=0.2837, top1-acc=90.30%, top5-acc=99.78%, remaining_time=0:00:20.683104, arrival_time=2021-04-14 22:40:21.627596, cost_time=0:00:21.544945 2021-04-14 22:40:03,072 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2841, top1-acc=90.28%, top5-acc=99.78%, remaining_time=0:00:18.507544, arrival_time=2021-04-14 22:40:21.579639, cost_time=0:00:23.672465 2021-04-14 22:40:05,196 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.2834, top1-acc=90.32%, top5-acc=99.78%, remaining_time=0:00:16.338328, arrival_time=2021-04-14 22:40:21.535199, cost_time=0:00:25.797335 2021-04-14 22:40:07,321 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.2848, top1-acc=90.21%, top5-acc=99.78%, remaining_time=0:00:14.175678, arrival_time=2021-04-14 22:40:21.496989, cost_time=0:00:27.921772 2021-04-14 22:40:09,443 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.2855, top1-acc=90.19%, top5-acc=99.77%, remaining_time=0:00:12.017600, arrival_time=2021-04-14 22:40:21.461211, cost_time=0:00:30.043971 2021-04-14 22:40:11,570 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2863, top1-acc=90.19%, top5-acc=99.76%, remaining_time=0:00:09.865620, arrival_time=2021-04-14 22:40:21.435635, cost_time=0:00:32.170472 2021-04-14 22:40:13,702 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.70ms, fps=1201 images/s, loss=0.2870, top1-acc=90.17%, top5-acc=99.74%, remaining_time=0:00:07.718112, arrival_time=2021-04-14 22:40:21.420426, cost_time=0:00:34.302759 2021-04-14 22:40:15,842 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.2879, top1-acc=90.15%, top5-acc=99.74%, remaining_time=0:00:05.573568, arrival_time=2021-04-14 22:40:21.415704, cost_time=0:00:36.442586 2021-04-14 22:40:17,976 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.2887, top1-acc=90.14%, top5-acc=99.74%, remaining_time=0:00:03.429024, arrival_time=2021-04-14 22:40:21.405018, cost_time=0:00:38.576456 2021-04-14 22:40:20,111 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.87ms, fps=1199 images/s, loss=0.2886, top1-acc=90.11%, top5-acc=99.73%, remaining_time=0:00:01.285650, arrival_time=2021-04-14 22:40:21.397458, cost_time=0:00:40.712226 2021-04-14 22:40:21,272 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.22ms, fps=1172 images/s, loss=0.2885, top1-acc=90.13%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:21.272625, cost_time=0:00:41.873095 2021-04-14 22:40:22,309 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.34ms, fps=2473 images/s, loss=0.4398, top1-acc=85.47%, top5-acc=99.34%, remaining_time=0:00:03.104970, arrival_time=2021-04-14 22:40:25.414341, cost_time=0:00:01.034987 2021-04-14 22:40:23,161 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.50ms, fps=3005 images/s, loss=0.4219, top1-acc=85.90%, top5-acc=99.37%, remaining_time=0:00:01.887240, arrival_time=2021-04-14 22:40:25.048877, cost_time=0:00:01.887250 2021-04-14 22:40:24,014 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.78ms, fps=3005 images/s, loss=0.4211, top1-acc=85.79%, top5-acc=99.32%, remaining_time=0:00:00.913190, arrival_time=2021-04-14 22:40:24.927155, cost_time=0:00:02.739574 2021-04-14 22:40:24,793 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.11ms, fps=2979 images/s, loss=0.4208, top1-acc=86.06%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:24.793012, cost_time=0:00:03.518630 2021-04-14 22:40:25,377 INFO : Epoch=0052 complete, best val top1-acc=86.06%, top5-acc=99.37% (epoch=52), remaining_time=1:52:50.534392, arrival_time=2021-04-15 00:33:15.912303, cost_time=0:39:38.836387 2021-04-14 22:40:25,379 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 22:40:27,687 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.71ms, fps=1109 images/s, loss=0.2652, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:42.930474, arrival_time=2021-04-14 22:41:10.618297, cost_time=0:00:02.308090 2021-04-14 22:40:29,810 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.58ms, fps=1206 images/s, loss=0.2802, top1-acc=90.29%, top5-acc=99.71%, remaining_time=0:00:38.994032, arrival_time=2021-04-14 22:41:08.804907, cost_time=0:00:04.431138 2021-04-14 22:40:31,934 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.2854, top1-acc=90.22%, top5-acc=99.70%, remaining_time=0:00:36.269838, arrival_time=2021-04-14 22:41:08.204269, cost_time=0:00:06.554783 2021-04-14 22:40:34,063 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.2822, top1-acc=90.37%, top5-acc=99.76%, remaining_time=0:00:33.865416, arrival_time=2021-04-14 22:41:07.928598, cost_time=0:00:08.683459 2021-04-14 22:40:36,190 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.2857, top1-acc=90.25%, top5-acc=99.75%, remaining_time=0:00:31.567244, arrival_time=2021-04-14 22:41:07.757596, cost_time=0:00:10.810706 2021-04-14 22:40:38,313 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2846, top1-acc=90.31%, top5-acc=99.73%, remaining_time=0:00:29.317248, arrival_time=2021-04-14 22:41:07.630982, cost_time=0:00:12.934063 2021-04-14 22:40:40,439 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=0.2814, top1-acc=90.36%, top5-acc=99.75%, remaining_time=0:00:27.107262, arrival_time=2021-04-14 22:41:07.546570, cost_time=0:00:15.059581 2021-04-14 22:40:42,562 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.16ms, fps=1206 images/s, loss=0.2794, top1-acc=90.50%, top5-acc=99.74%, remaining_time=0:00:24.915292, arrival_time=2021-04-14 22:41:07.477939, cost_time=0:00:17.182987 2021-04-14 22:40:44,688 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2783, top1-acc=90.53%, top5-acc=99.74%, remaining_time=0:00:22.741452, arrival_time=2021-04-14 22:41:07.429881, cost_time=0:00:19.308776 2021-04-14 22:40:46,818 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.2802, top1-acc=90.44%, top5-acc=99.72%, remaining_time=0:00:20.581440, arrival_time=2021-04-14 22:41:07.400122, cost_time=0:00:21.439042 2021-04-14 22:40:48,942 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.2809, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:18.422060, arrival_time=2021-04-14 22:41:07.364837, cost_time=0:00:23.563129 2021-04-14 22:40:51,068 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.2803, top1-acc=90.39%, top5-acc=99.75%, remaining_time=0:00:16.269548, arrival_time=2021-04-14 22:41:07.337999, cost_time=0:00:25.688796 2021-04-14 22:40:53,203 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.2791, top1-acc=90.44%, top5-acc=99.74%, remaining_time=0:00:14.125848, arrival_time=2021-04-14 22:41:07.329255, cost_time=0:00:27.823657 2021-04-14 22:40:55,332 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=2.01ms, fps=1203 images/s, loss=0.2816, top1-acc=90.37%, top5-acc=99.74%, remaining_time=0:00:11.981088, arrival_time=2021-04-14 22:41:07.313446, cost_time=0:00:29.952713 2021-04-14 22:40:57,465 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.70ms, fps=1200 images/s, loss=0.2829, top1-acc=90.34%, top5-acc=99.74%, remaining_time=0:00:09.839630, arrival_time=2021-04-14 22:41:07.305095, cost_time=0:00:32.085808 2021-04-14 22:40:59,588 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2847, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:07.697052, arrival_time=2021-04-14 22:41:07.285775, cost_time=0:00:34.209082 2021-04-14 22:41:01,752 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.52ms, fps=1184 images/s, loss=0.2864, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:05.562804, arrival_time=2021-04-14 22:41:07.314786, cost_time=0:00:36.372187 2021-04-14 22:41:03,879 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.2859, top1-acc=90.23%, top5-acc=99.74%, remaining_time=0:00:03.422240, arrival_time=2021-04-14 22:41:07.302092, cost_time=0:00:38.500130 2021-04-14 22:41:06,010 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.25ms, fps=1202 images/s, loss=0.2857, top1-acc=90.23%, top5-acc=99.74%, remaining_time=0:00:01.283070, arrival_time=2021-04-14 22:41:07.293398, cost_time=0:00:40.630524 2021-04-14 22:41:07,171 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.25ms, fps=1172 images/s, loss=0.2867, top1-acc=90.19%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:07.171021, cost_time=0:00:41.791366 2021-04-14 22:41:08,163 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.35ms, fps=2585 images/s, loss=0.4523, top1-acc=84.69%, top5-acc=99.49%, remaining_time=0:00:02.970420, arrival_time=2021-04-14 22:41:11.133409, cost_time=0:00:00.990136 2021-04-14 22:41:09,018 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.41ms, fps=2994 images/s, loss=0.4549, top1-acc=84.57%, top5-acc=99.37%, remaining_time=0:00:01.845640, arrival_time=2021-04-14 22:41:10.864069, cost_time=0:00:01.845635 2021-04-14 22:41:09,871 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.52ms, fps=3001 images/s, loss=0.4574, top1-acc=84.45%, top5-acc=99.36%, remaining_time=0:00:00.899630, arrival_time=2021-04-14 22:41:10.771366, cost_time=0:00:02.698903 2021-04-14 22:41:10,655 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=2962 images/s, loss=0.4712, top1-acc=84.04%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:10.655387, cost_time=0:00:03.482614 2021-04-14 22:41:11,003 INFO : Epoch=0053 complete, best val top1-acc=86.06%, top5-acc=99.37% (epoch=52), remaining_time=1:52:04.450614, arrival_time=2021-04-15 00:33:15.453951, cost_time=0:40:24.461809 2021-04-14 22:41:11,004 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 22:41:13,343 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.51ms, fps=1094 images/s, loss=0.2644, top1-acc=90.47%, top5-acc=99.84%, remaining_time=0:00:43.507260, arrival_time=2021-04-14 22:41:56.851048, cost_time=0:00:02.339104 2021-04-14 22:41:15,474 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.10ms, fps=1202 images/s, loss=0.2655, top1-acc=90.72%, top5-acc=99.80%, remaining_time=0:00:39.335648, arrival_time=2021-04-14 22:41:54.810397, cost_time=0:00:04.469965 2021-04-14 22:41:17,607 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.2649, top1-acc=91.00%, top5-acc=99.84%, remaining_time=0:00:36.534774, arrival_time=2021-04-14 22:41:54.142143, cost_time=0:00:06.602672 2021-04-14 22:41:19,737 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.2687, top1-acc=90.86%, top5-acc=99.84%, remaining_time=0:00:34.059480, arrival_time=2021-04-14 22:41:53.797361, cost_time=0:00:08.733195 2021-04-14 22:41:21,860 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.2682, top1-acc=90.95%, top5-acc=99.83%, remaining_time=0:00:31.697768, arrival_time=2021-04-14 22:41:53.557847, cost_time=0:00:10.855396 2021-04-14 22:41:23,978 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.50ms, fps=1209 images/s, loss=0.2702, top1-acc=90.82%, top5-acc=99.80%, remaining_time=0:00:29.406872, arrival_time=2021-04-14 22:41:53.385160, cost_time=0:00:12.973603 2021-04-14 22:41:26,099 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.46ms, fps=1207 images/s, loss=0.2744, top1-acc=90.61%, top5-acc=99.80%, remaining_time=0:00:27.169884, arrival_time=2021-04-14 22:41:53.268922, cost_time=0:00:15.094348 2021-04-14 22:41:28,238 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.2743, top1-acc=90.63%, top5-acc=99.80%, remaining_time=0:00:24.989184, arrival_time=2021-04-14 22:41:53.227877, cost_time=0:00:17.233917 2021-04-14 22:41:30,368 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.88ms, fps=1202 images/s, loss=0.2752, top1-acc=90.54%, top5-acc=99.81%, remaining_time=0:00:22.806642, arrival_time=2021-04-14 22:41:53.175514, cost_time=0:00:19.364168 2021-04-14 22:41:32,528 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.36ms, fps=1186 images/s, loss=0.2764, top1-acc=90.48%, top5-acc=99.80%, remaining_time=0:00:20.662944, arrival_time=2021-04-14 22:41:53.191526, cost_time=0:00:21.523851 2021-04-14 22:41:34,661 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2773, top1-acc=90.45%, top5-acc=99.80%, remaining_time=0:00:18.494988, arrival_time=2021-04-14 22:41:53.156038, cost_time=0:00:23.656358 2021-04-14 22:41:36,785 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.2767, top1-acc=90.47%, top5-acc=99.81%, remaining_time=0:00:16.327916, arrival_time=2021-04-14 22:41:53.113496, cost_time=0:00:25.780893 2021-04-14 22:41:38,918 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2773, top1-acc=90.44%, top5-acc=99.81%, remaining_time=0:00:14.171454, arrival_time=2021-04-14 22:41:53.089646, cost_time=0:00:27.913509 2021-04-14 22:41:41,054 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.84ms, fps=1199 images/s, loss=0.2788, top1-acc=90.38%, top5-acc=99.79%, remaining_time=0:00:12.019728, arrival_time=2021-04-14 22:41:53.073738, cost_time=0:00:30.049329 2021-04-14 22:41:43,188 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.61ms, fps=1200 images/s, loss=0.2790, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:09.869576, arrival_time=2021-04-14 22:41:53.057698, cost_time=0:00:32.183443 2021-04-14 22:41:45,313 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.2814, top1-acc=90.29%, top5-acc=99.78%, remaining_time=0:00:07.719372, arrival_time=2021-04-14 22:41:53.032348, cost_time=0:00:34.308262 2021-04-14 22:41:47,450 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.2809, top1-acc=90.31%, top5-acc=99.79%, remaining_time=0:00:05.574036, arrival_time=2021-04-14 22:41:53.024326, cost_time=0:00:36.445600 2021-04-14 22:41:49,586 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.96ms, fps=1198 images/s, loss=0.2828, top1-acc=90.26%, top5-acc=99.79%, remaining_time=0:00:03.429520, arrival_time=2021-04-14 22:41:53.016392, cost_time=0:00:38.582188 2021-04-14 22:41:51,708 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.22ms, fps=1207 images/s, loss=0.2828, top1-acc=90.24%, top5-acc=99.78%, remaining_time=0:00:01.285374, arrival_time=2021-04-14 22:41:52.993579, cost_time=0:00:40.703523 2021-04-14 22:41:52,858 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.24ms, fps=1182 images/s, loss=0.2834, top1-acc=90.22%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:52.858940, cost_time=0:00:41.854255 2021-04-14 22:41:53,828 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.44ms, fps=2647 images/s, loss=0.4935, top1-acc=83.79%, top5-acc=99.22%, remaining_time=0:00:02.901870, arrival_time=2021-04-14 22:41:56.730169, cost_time=0:00:00.967289 2021-04-14 22:41:54,678 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.34ms, fps=3011 images/s, loss=0.4664, top1-acc=84.43%, top5-acc=99.28%, remaining_time=0:00:01.817800, arrival_time=2021-04-14 22:41:56.496690, cost_time=0:00:01.817802 2021-04-14 22:41:55,529 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.32ms, fps=3012 images/s, loss=0.4771, top1-acc=84.23%, top5-acc=99.17%, remaining_time=0:00:00.889360, arrival_time=2021-04-14 22:41:56.418437, cost_time=0:00:02.668070 2021-04-14 22:41:56,311 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.11ms, fps=2967 images/s, loss=0.4782, top1-acc=84.38%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:56.311461, cost_time=0:00:03.450484 2021-04-14 22:41:56,618 INFO : Epoch=0054 complete, best val top1-acc=86.06%, top5-acc=99.37% (epoch=52), remaining_time=1:51:18.356674, arrival_time=2021-04-15 00:33:14.975353, cost_time=0:41:10.077152 2021-04-14 22:41:56,619 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 22:41:58,969 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.40ms, fps=1089 images/s, loss=0.2885, top1-acc=90.12%, top5-acc=99.69%, remaining_time=0:00:43.705536, arrival_time=2021-04-14 22:42:42.675349, cost_time=0:00:02.349765 2021-04-14 22:42:01,103 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.90ms, fps=1200 images/s, loss=0.2795, top1-acc=90.53%, top5-acc=99.73%, remaining_time=0:00:39.450048, arrival_time=2021-04-14 22:42:40.553068, cost_time=0:00:04.482954 2021-04-14 22:42:03,227 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.2865, top1-acc=90.22%, top5-acc=99.74%, remaining_time=0:00:36.562828, arrival_time=2021-04-14 22:42:39.790692, cost_time=0:00:06.607745 2021-04-14 22:42:05,351 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.85ms, fps=1206 images/s, loss=0.2822, top1-acc=90.35%, top5-acc=99.74%, remaining_time=0:00:34.054176, arrival_time=2021-04-14 22:42:39.406116, cost_time=0:00:08.731832 2021-04-14 22:42:07,475 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.2812, top1-acc=90.45%, top5-acc=99.74%, remaining_time=0:00:31.696308, arrival_time=2021-04-14 22:42:39.171282, cost_time=0:00:10.854904 2021-04-14 22:42:09,598 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.55ms, fps=1206 images/s, loss=0.2805, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:29.418432, arrival_time=2021-04-14 22:42:39.017198, cost_time=0:00:12.978728 2021-04-14 22:42:11,716 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.33ms, fps=1209 images/s, loss=0.2811, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:27.172782, arrival_time=2021-04-14 22:42:38.888820, cost_time=0:00:15.095999 2021-04-14 22:42:13,842 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.2811, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:24.971900, arrival_time=2021-04-14 22:42:38.814106, cost_time=0:00:17.222026 2021-04-14 22:42:15,984 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.91ms, fps=1195 images/s, loss=0.2804, top1-acc=90.33%, top5-acc=99.74%, remaining_time=0:00:22.807384, arrival_time=2021-04-14 22:42:38.792164, cost_time=0:00:19.364728 2021-04-14 22:42:18,135 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.69ms, fps=1190 images/s, loss=0.2813, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:20.654880, arrival_time=2021-04-14 22:42:38.790452, cost_time=0:00:21.515480 2021-04-14 22:42:20,263 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2792, top1-acc=90.33%, top5-acc=99.74%, remaining_time=0:00:18.484496, arrival_time=2021-04-14 22:42:38.747608, cost_time=0:00:23.642985 2021-04-14 22:42:22,390 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.2800, top1-acc=90.30%, top5-acc=99.73%, remaining_time=0:00:16.321152, arrival_time=2021-04-14 22:42:38.711523, cost_time=0:00:25.770243 2021-04-14 22:42:24,510 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.2805, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:14.159772, arrival_time=2021-04-14 22:42:38.670358, cost_time=0:00:27.890440 2021-04-14 22:42:26,632 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.2824, top1-acc=90.17%, top5-acc=99.75%, remaining_time=0:00:12.005000, arrival_time=2021-04-14 22:42:38.637502, cost_time=0:00:30.012444 2021-04-14 22:42:28,751 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.2843, top1-acc=90.09%, top5-acc=99.74%, remaining_time=0:00:09.853660, arrival_time=2021-04-14 22:42:38.605253, cost_time=0:00:32.131550 2021-04-14 22:42:30,872 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.88ms, fps=1208 images/s, loss=0.2849, top1-acc=90.09%, top5-acc=99.75%, remaining_time=0:00:07.706700, arrival_time=2021-04-14 22:42:38.578784, cost_time=0:00:34.251988 2021-04-14 22:42:32,996 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.2871, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:05.563506, arrival_time=2021-04-14 22:42:38.560263, cost_time=0:00:36.376691 2021-04-14 22:42:35,130 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.2874, top1-acc=89.99%, top5-acc=99.74%, remaining_time=0:00:03.423136, arrival_time=2021-04-14 22:42:38.553545, cost_time=0:00:38.510356 2021-04-14 22:42:37,263 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.2888, top1-acc=89.93%, top5-acc=99.75%, remaining_time=0:00:01.283454, arrival_time=2021-04-14 22:42:38.546431, cost_time=0:00:40.642801 2021-04-14 22:42:38,417 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.34ms, fps=1178 images/s, loss=0.2900, top1-acc=89.91%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:38.417678, cost_time=0:00:41.797578 2021-04-14 22:42:39,409 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.46ms, fps=2589 images/s, loss=0.4452, top1-acc=84.53%, top5-acc=99.37%, remaining_time=0:00:02.966040, arrival_time=2021-04-14 22:42:42.375315, cost_time=0:00:00.988684 2021-04-14 22:42:40,268 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.34ms, fps=2985 images/s, loss=0.4452, top1-acc=84.61%, top5-acc=99.28%, remaining_time=0:00:01.847480, arrival_time=2021-04-14 22:42:42.115620, cost_time=0:00:01.847477 2021-04-14 22:42:41,121 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.41ms, fps=3002 images/s, loss=0.4366, top1-acc=85.09%, top5-acc=99.28%, remaining_time=0:00:00.900410, arrival_time=2021-04-14 22:42:42.022089, cost_time=0:00:02.701224 2021-04-14 22:42:41,902 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.17ms, fps=2975 images/s, loss=0.4200, top1-acc=85.60%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:41.901951, cost_time=0:00:03.481429 2021-04-14 22:42:42,199 INFO : Epoch=0055 complete, best val top1-acc=86.06%, top5-acc=99.37% (epoch=52), remaining_time=1:50:32.188930, arrival_time=2021-04-15 00:33:14.388318, cost_time=0:41:55.657865 2021-04-14 22:42:42,200 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 22:42:44,496 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.38ms, fps=1115 images/s, loss=0.2742, top1-acc=90.66%, top5-acc=99.77%, remaining_time=0:00:42.704112, arrival_time=2021-04-14 22:43:27.200856, cost_time=0:00:02.295922 2021-04-14 22:42:46,623 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2857, top1-acc=90.21%, top5-acc=99.75%, remaining_time=0:00:38.922400, arrival_time=2021-04-14 22:43:25.546208, cost_time=0:00:04.423009 2021-04-14 22:42:48,745 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.2864, top1-acc=90.13%, top5-acc=99.71%, remaining_time=0:00:36.215058, arrival_time=2021-04-14 22:43:24.960770, cost_time=0:00:06.544893 2021-04-14 22:42:50,874 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2805, top1-acc=90.44%, top5-acc=99.75%, remaining_time=0:00:33.825012, arrival_time=2021-04-14 22:43:24.698974, cost_time=0:00:08.673068 2021-04-14 22:42:52,996 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2793, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:31.523444, arrival_time=2021-04-14 22:43:24.519972, cost_time=0:00:10.795708 2021-04-14 22:42:55,120 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.2811, top1-acc=90.46%, top5-acc=99.75%, remaining_time=0:00:29.284608, arrival_time=2021-04-14 22:43:24.405134, cost_time=0:00:12.919703 2021-04-14 22:42:57,243 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2767, top1-acc=90.61%, top5-acc=99.75%, remaining_time=0:00:27.077400, arrival_time=2021-04-14 22:43:24.321303, cost_time=0:00:15.043020 2021-04-14 22:42:59,373 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2748, top1-acc=90.67%, top5-acc=99.75%, remaining_time=0:00:24.900908, arrival_time=2021-04-14 22:43:24.274800, cost_time=0:00:17.173039 2021-04-14 22:43:01,496 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.62ms, fps=1206 images/s, loss=0.2780, top1-acc=90.54%, top5-acc=99.74%, remaining_time=0:00:22.726506, arrival_time=2021-04-14 22:43:24.223438, cost_time=0:00:19.296119 2021-04-14 22:43:03,631 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.2796, top1-acc=90.50%, top5-acc=99.73%, remaining_time=0:00:20.573088, arrival_time=2021-04-14 22:43:24.204234, cost_time=0:00:21.430336 2021-04-14 22:43:05,759 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.52ms, fps=1203 images/s, loss=0.2771, top1-acc=90.60%, top5-acc=99.74%, remaining_time=0:00:18.418706, arrival_time=2021-04-14 22:43:24.178372, cost_time=0:00:23.558858 2021-04-14 22:43:07,882 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.2752, top1-acc=90.63%, top5-acc=99.75%, remaining_time=0:00:16.265216, arrival_time=2021-04-14 22:43:24.147942, cost_time=0:00:25.681917 2021-04-14 22:43:10,012 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.73ms, fps=1202 images/s, loss=0.2793, top1-acc=90.42%, top5-acc=99.75%, remaining_time=0:00:14.119710, arrival_time=2021-04-14 22:43:24.132292, cost_time=0:00:27.811608 2021-04-14 22:43:12,144 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.64ms, fps=1201 images/s, loss=0.2806, top1-acc=90.36%, top5-acc=99.73%, remaining_time=0:00:11.977448, arrival_time=2021-04-14 22:43:24.121975, cost_time=0:00:29.943681 2021-04-14 22:43:14,277 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.2828, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:09.836824, arrival_time=2021-04-14 22:43:24.114191, cost_time=0:00:32.076553 2021-04-14 22:43:16,412 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.47ms, fps=1199 images/s, loss=0.2829, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:07.697520, arrival_time=2021-04-14 22:43:24.109561, cost_time=0:00:34.211220 2021-04-14 22:43:18,531 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=0.2829, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:05.556512, arrival_time=2021-04-14 22:43:24.088417, cost_time=0:00:36.331098 2021-04-14 22:43:20,652 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.2839, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:03.417920, arrival_time=2021-04-14 22:43:24.070321, cost_time=0:00:38.451588 2021-04-14 22:43:22,781 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.23ms, fps=1202 images/s, loss=0.2846, top1-acc=90.20%, top5-acc=99.74%, remaining_time=0:00:01.281504, arrival_time=2021-04-14 22:43:24.063206, cost_time=0:00:40.580892 2021-04-14 22:43:23,936 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.48ms, fps=1178 images/s, loss=0.2845, top1-acc=90.17%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:23.936232, cost_time=0:00:41.735423 2021-04-14 22:43:24,917 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.29ms, fps=2615 images/s, loss=0.4128, top1-acc=86.84%, top5-acc=99.37%, remaining_time=0:00:02.937450, arrival_time=2021-04-14 22:43:27.854649, cost_time=0:00:00.979146 2021-04-14 22:43:25,767 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.38ms, fps=3011 images/s, loss=0.4223, top1-acc=86.07%, top5-acc=99.37%, remaining_time=0:00:01.829680, arrival_time=2021-04-14 22:43:27.597427, cost_time=0:00:01.829687 2021-04-14 22:43:26,618 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.53ms, fps=3010 images/s, loss=0.4246, top1-acc=85.90%, top5-acc=99.39%, remaining_time=0:00:00.893530, arrival_time=2021-04-14 22:43:27.512174, cost_time=0:00:02.680583 2021-04-14 22:43:27,398 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.09ms, fps=2976 images/s, loss=0.4278, top1-acc=86.14%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:27.398465, cost_time=0:00:03.460435 2021-04-14 22:43:28,009 INFO : Epoch=0056 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:49:46.632432, arrival_time=2021-04-15 00:33:14.642141, cost_time=0:42:41.468178 2021-04-14 22:43:28,010 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 22:43:30,313 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.46ms, fps=1112 images/s, loss=0.2666, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:42.822594, arrival_time=2021-04-14 22:44:13.136069, cost_time=0:00:02.302288 2021-04-14 22:43:32,456 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.07ms, fps=1195 images/s, loss=0.2659, top1-acc=90.29%, top5-acc=99.75%, remaining_time=0:00:39.119696, arrival_time=2021-04-14 22:44:11.576222, cost_time=0:00:04.445411 2021-04-14 22:43:34,593 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.2577, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:36.422558, arrival_time=2021-04-14 22:44:11.016023, cost_time=0:00:06.582388 2021-04-14 22:43:36,719 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.85ms, fps=1205 images/s, loss=0.2578, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:33.962136, arrival_time=2021-04-14 22:44:10.681402, cost_time=0:00:08.708246 2021-04-14 22:43:38,845 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.2595, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:31.636010, arrival_time=2021-04-14 22:44:10.481259, cost_time=0:00:10.834245 2021-04-14 22:43:40,968 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.2602, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:29.369744, arrival_time=2021-04-14 22:44:10.338044, cost_time=0:00:12.957227 2021-04-14 22:43:43,090 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.2644, top1-acc=90.80%, top5-acc=99.77%, remaining_time=0:00:27.142038, arrival_time=2021-04-14 22:44:10.232040, cost_time=0:00:15.078926 2021-04-14 22:43:45,211 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.2672, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:24.941044, arrival_time=2021-04-14 22:44:10.152754, cost_time=0:00:17.200691 2021-04-14 22:43:47,336 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.2703, top1-acc=90.63%, top5-acc=99.77%, remaining_time=0:00:22.761168, arrival_time=2021-04-14 22:44:10.097685, cost_time=0:00:19.325502 2021-04-14 22:43:49,467 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2724, top1-acc=90.57%, top5-acc=99.76%, remaining_time=0:00:20.598048, arrival_time=2021-04-14 22:44:10.065312, cost_time=0:00:21.456254 2021-04-14 22:43:51,598 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.2729, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:18.440722, arrival_time=2021-04-14 22:44:10.038745, cost_time=0:00:23.587016 2021-04-14 22:43:53,717 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.2722, top1-acc=90.52%, top5-acc=99.76%, remaining_time=0:00:16.281024, arrival_time=2021-04-14 22:44:09.998893, cost_time=0:00:25.706864 2021-04-14 22:43:55,842 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.59ms, fps=1205 images/s, loss=0.2731, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:14.129808, arrival_time=2021-04-14 22:44:09.972350, cost_time=0:00:27.831451 2021-04-14 22:43:57,963 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.2728, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:11.980976, arrival_time=2021-04-14 22:44:09.944386, cost_time=0:00:29.952407 2021-04-14 22:44:00,093 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.2733, top1-acc=90.43%, top5-acc=99.76%, remaining_time=0:00:09.838618, arrival_time=2021-04-14 22:44:09.932021, cost_time=0:00:32.082389 2021-04-14 22:44:02,225 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.78ms, fps=1201 images/s, loss=0.2737, top1-acc=90.44%, top5-acc=99.77%, remaining_time=0:00:07.698276, arrival_time=2021-04-14 22:44:09.923827, cost_time=0:00:34.214538 2021-04-14 22:44:04,353 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.2744, top1-acc=90.44%, top5-acc=99.76%, remaining_time=0:00:05.558202, arrival_time=2021-04-14 22:44:09.911325, cost_time=0:00:36.342117 2021-04-14 22:44:06,479 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.2758, top1-acc=90.39%, top5-acc=99.76%, remaining_time=0:00:03.419392, arrival_time=2021-04-14 22:44:09.898525, cost_time=0:00:38.468128 2021-04-14 22:44:08,611 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.2760, top1-acc=90.38%, top5-acc=99.77%, remaining_time=0:00:01.282110, arrival_time=2021-04-14 22:44:09.893208, cost_time=0:00:40.600086 2021-04-14 22:44:09,767 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.36ms, fps=1176 images/s, loss=0.2767, top1-acc=90.38%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:09.767783, cost_time=0:00:41.756780 2021-04-14 22:44:10,744 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.23ms, fps=2625 images/s, loss=0.4764, top1-acc=83.95%, top5-acc=99.30%, remaining_time=0:00:02.925810, arrival_time=2021-04-14 22:44:13.670680, cost_time=0:00:00.975274 2021-04-14 22:44:11,597 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.57ms, fps=3006 images/s, loss=0.4739, top1-acc=83.81%, top5-acc=99.47%, remaining_time=0:00:01.827700, arrival_time=2021-04-14 22:44:13.424894, cost_time=0:00:01.827691 2021-04-14 22:44:12,450 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.64ms, fps=3003 images/s, loss=0.4618, top1-acc=84.05%, top5-acc=99.53%, remaining_time=0:00:00.893490, arrival_time=2021-04-14 22:44:13.343551, cost_time=0:00:02.680465 2021-04-14 22:44:13,232 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=2967 images/s, loss=0.4519, top1-acc=84.49%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:13.232375, cost_time=0:00:03.462898 2021-04-14 22:44:13,569 INFO : Epoch=0057 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:49:00.437475, arrival_time=2021-04-15 00:33:14.006555, cost_time=0:43:27.027549 2021-04-14 22:44:13,570 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 22:44:15,878 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.57ms, fps=1109 images/s, loss=0.2696, top1-acc=91.17%, top5-acc=99.69%, remaining_time=0:00:42.921732, arrival_time=2021-04-14 22:44:58.799849, cost_time=0:00:02.307623 2021-04-14 22:44:18,004 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.2635, top1-acc=91.25%, top5-acc=99.75%, remaining_time=0:00:39.018144, arrival_time=2021-04-14 22:44:57.022503, cost_time=0:00:04.433871 2021-04-14 22:44:20,135 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.2575, top1-acc=91.43%, top5-acc=99.78%, remaining_time=0:00:36.326278, arrival_time=2021-04-14 22:44:56.461844, cost_time=0:00:06.564991 2021-04-14 22:44:22,263 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.2607, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:00:33.901764, arrival_time=2021-04-14 22:44:56.165086, cost_time=0:00:08.692748 2021-04-14 22:44:24,395 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.83ms, fps=1201 images/s, loss=0.2632, top1-acc=91.16%, top5-acc=99.78%, remaining_time=0:00:31.608854, arrival_time=2021-04-14 22:44:56.004421, cost_time=0:00:10.824960 2021-04-14 22:44:26,518 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.2654, top1-acc=90.96%, top5-acc=99.76%, remaining_time=0:00:29.347848, arrival_time=2021-04-14 22:44:55.865947, cost_time=0:00:12.947575 2021-04-14 22:44:28,642 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.2651, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:27.130194, arrival_time=2021-04-14 22:44:55.773013, cost_time=0:00:15.072329 2021-04-14 22:44:30,776 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.2648, top1-acc=90.86%, top5-acc=99.76%, remaining_time=0:00:24.948816, arrival_time=2021-04-14 22:44:55.725406, cost_time=0:00:17.206089 2021-04-14 22:44:32,905 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2634, top1-acc=90.97%, top5-acc=99.76%, remaining_time=0:00:22.772192, arrival_time=2021-04-14 22:44:55.677667, cost_time=0:00:19.334854 2021-04-14 22:44:35,038 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.2633, top1-acc=91.02%, top5-acc=99.77%, remaining_time=0:00:20.608896, arrival_time=2021-04-14 22:44:55.646958, cost_time=0:00:21.467556 2021-04-14 22:44:37,173 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.91ms, fps=1199 images/s, loss=0.2653, top1-acc=90.93%, top5-acc=99.77%, remaining_time=0:00:18.453450, arrival_time=2021-04-14 22:44:55.627198, cost_time=0:00:23.603210 2021-04-14 22:44:39,305 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.2646, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:16.299112, arrival_time=2021-04-14 22:44:55.604994, cost_time=0:00:25.735390 2021-04-14 22:44:41,441 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.52ms, fps=1199 images/s, loss=0.2652, top1-acc=90.95%, top5-acc=99.76%, remaining_time=0:00:14.149872, arrival_time=2021-04-14 22:44:55.591313, cost_time=0:00:27.870937 2021-04-14 22:44:43,579 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.2643, top1-acc=90.98%, top5-acc=99.77%, remaining_time=0:00:12.003488, arrival_time=2021-04-14 22:44:55.582772, cost_time=0:00:30.008788 2021-04-14 22:44:45,725 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.48ms, fps=1193 images/s, loss=0.2655, top1-acc=90.89%, top5-acc=99.76%, remaining_time=0:00:09.860744, arrival_time=2021-04-14 22:44:55.585912, cost_time=0:00:32.154577 2021-04-14 22:44:47,858 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.61ms, fps=1200 images/s, loss=0.2662, top1-acc=90.91%, top5-acc=99.75%, remaining_time=0:00:07.714728, arrival_time=2021-04-14 22:44:55.572963, cost_time=0:00:34.287744 2021-04-14 22:44:49,981 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.2678, top1-acc=90.81%, top5-acc=99.76%, remaining_time=0:00:05.568680, arrival_time=2021-04-14 22:44:55.549774, cost_time=0:00:36.410596 2021-04-14 22:44:52,113 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.2699, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:03.426000, arrival_time=2021-04-14 22:44:55.539038, cost_time=0:00:38.542544 2021-04-14 22:44:54,242 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.25ms, fps=1202 images/s, loss=0.2717, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:01.284384, arrival_time=2021-04-14 22:44:55.527005, cost_time=0:00:40.672092 2021-04-14 22:44:55,398 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.23ms, fps=1177 images/s, loss=0.2734, top1-acc=90.60%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:55.398308, cost_time=0:00:41.827785 2021-04-14 22:44:56,422 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=2.16ms, fps=2504 images/s, loss=0.4310, top1-acc=85.31%, top5-acc=99.49%, remaining_time=0:00:03.066960, arrival_time=2021-04-14 22:44:59.489529, cost_time=0:00:01.022320 2021-04-14 22:44:57,276 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.41ms, fps=2998 images/s, loss=0.4278, top1-acc=85.35%, top5-acc=99.41%, remaining_time=0:00:01.876560, arrival_time=2021-04-14 22:44:59.153336, cost_time=0:00:01.876569 2021-04-14 22:44:58,128 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.33ms, fps=3008 images/s, loss=0.4244, top1-acc=85.33%, top5-acc=99.40%, remaining_time=0:00:00.909290, arrival_time=2021-04-14 22:44:59.037376, cost_time=0:00:02.727875 2021-04-14 22:44:58,907 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=2976 images/s, loss=0.4209, top1-acc=85.73%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:58.907951, cost_time=0:00:03.507766 2021-04-14 22:44:59,201 INFO : Epoch=0058 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:48:14.442988, arrival_time=2021-04-15 00:33:13.644319, cost_time=0:44:12.659804 2021-04-14 22:44:59,202 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 22:45:01,518 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.43ms, fps=1105 images/s, loss=0.2725, top1-acc=91.05%, top5-acc=99.73%, remaining_time=0:00:43.073322, arrival_time=2021-04-14 22:45:44.591820, cost_time=0:00:02.315773 2021-04-14 22:45:03,648 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.2671, top1-acc=91.07%, top5-acc=99.71%, remaining_time=0:00:39.117760, arrival_time=2021-04-14 22:45:42.765680, cost_time=0:00:04.445196 2021-04-14 22:45:05,777 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.94ms, fps=1202 images/s, loss=0.2690, top1-acc=90.79%, top5-acc=99.70%, remaining_time=0:00:36.382884, arrival_time=2021-04-14 22:45:42.160823, cost_time=0:00:06.575235 2021-04-14 22:45:07,898 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.45ms, fps=1207 images/s, loss=0.2691, top1-acc=90.78%, top5-acc=99.75%, remaining_time=0:00:33.913620, arrival_time=2021-04-14 22:45:41.812065, cost_time=0:00:08.695781 2021-04-14 22:45:10,016 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.55ms, fps=1209 images/s, loss=0.2704, top1-acc=90.66%, top5-acc=99.71%, remaining_time=0:00:31.576004, arrival_time=2021-04-14 22:45:41.592316, cost_time=0:00:10.813681 2021-04-14 22:45:12,137 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.2706, top1-acc=90.66%, top5-acc=99.73%, remaining_time=0:00:29.318880, arrival_time=2021-04-14 22:45:41.456532, cost_time=0:00:12.934792 2021-04-14 22:45:14,262 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2743, top1-acc=90.56%, top5-acc=99.73%, remaining_time=0:00:27.107892, arrival_time=2021-04-14 22:45:41.370520, cost_time=0:00:15.059972 2021-04-14 22:45:16,394 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.2758, top1-acc=90.54%, top5-acc=99.70%, remaining_time=0:00:24.928516, arrival_time=2021-04-14 22:45:41.323228, cost_time=0:00:17.192042 2021-04-14 22:45:18,531 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.63ms, fps=1198 images/s, loss=0.2771, top1-acc=90.44%, top5-acc=99.73%, remaining_time=0:00:22.765196, arrival_time=2021-04-14 22:45:41.296769, cost_time=0:00:19.328945 2021-04-14 22:45:20,655 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.2791, top1-acc=90.37%, top5-acc=99.74%, remaining_time=0:00:20.594976, arrival_time=2021-04-14 22:45:41.250686, cost_time=0:00:21.453075 2021-04-14 22:45:22,791 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.2797, top1-acc=90.38%, top5-acc=99.74%, remaining_time=0:00:18.442184, arrival_time=2021-04-14 22:45:41.233656, cost_time=0:00:23.588839 2021-04-14 22:45:24,924 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.2787, top1-acc=90.40%, top5-acc=99.75%, remaining_time=0:00:16.290676, arrival_time=2021-04-14 22:45:41.215481, cost_time=0:00:25.722175 2021-04-14 22:45:27,055 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.2791, top1-acc=90.37%, top5-acc=99.75%, remaining_time=0:00:14.140566, arrival_time=2021-04-14 22:45:41.195878, cost_time=0:00:27.852612 2021-04-14 22:45:29,179 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.2799, top1-acc=90.32%, top5-acc=99.74%, remaining_time=0:00:11.990496, arrival_time=2021-04-14 22:45:41.169454, cost_time=0:00:29.976300 2021-04-14 22:45:31,306 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.2790, top1-acc=90.35%, top5-acc=99.75%, remaining_time=0:00:09.845150, arrival_time=2021-04-14 22:45:41.151473, cost_time=0:00:32.103681 2021-04-14 22:45:33,428 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.72ms, fps=1206 images/s, loss=0.2790, top1-acc=90.36%, top5-acc=99.75%, remaining_time=0:00:07.700868, arrival_time=2021-04-14 22:45:41.129536, cost_time=0:00:34.226039 2021-04-14 22:45:35,552 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2788, top1-acc=90.38%, top5-acc=99.75%, remaining_time=0:00:05.559320, arrival_time=2021-04-14 22:45:41.111388, cost_time=0:00:36.349427 2021-04-14 22:45:37,674 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.2798, top1-acc=90.36%, top5-acc=99.75%, remaining_time=0:00:03.419760, arrival_time=2021-04-14 22:45:41.094680, cost_time=0:00:38.472249 2021-04-14 22:45:39,800 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.2798, top1-acc=90.38%, top5-acc=99.76%, remaining_time=0:00:01.282044, arrival_time=2021-04-14 22:45:41.082908, cost_time=0:00:40.598107 2021-04-14 22:45:40,958 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.33ms, fps=1175 images/s, loss=0.2803, top1-acc=90.39%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:40.958781, cost_time=0:00:41.756155 2021-04-14 22:45:41,926 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=2650 images/s, loss=0.4171, top1-acc=86.17%, top5-acc=99.80%, remaining_time=0:00:02.897940, arrival_time=2021-04-14 22:45:44.824477, cost_time=0:00:00.965980 2021-04-14 22:45:42,776 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.45ms, fps=3014 images/s, loss=0.4136, top1-acc=85.94%, top5-acc=99.61%, remaining_time=0:00:01.815740, arrival_time=2021-04-14 22:45:44.592041, cost_time=0:00:01.815743 2021-04-14 22:45:43,627 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.44ms, fps=3009 images/s, loss=0.4071, top1-acc=86.16%, top5-acc=99.60%, remaining_time=0:00:00.888980, arrival_time=2021-04-14 22:45:44.516523, cost_time=0:00:02.666933 2021-04-14 22:45:44,409 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=0.4209, top1-acc=86.02%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:44.409054, cost_time=0:00:03.448529 2021-04-14 22:45:44,704 INFO : Epoch=0059 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:47:28.153203, arrival_time=2021-04-15 00:33:12.858141, cost_time=0:44:58.163412 2021-04-14 22:45:44,706 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 22:45:47,024 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.94ms, fps=1104 images/s, loss=0.2365, top1-acc=92.23%, top5-acc=99.84%, remaining_time=0:00:43.122798, arrival_time=2021-04-14 22:46:30.147646, cost_time=0:00:02.318430 2021-04-14 22:45:49,155 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.62ms, fps=1202 images/s, loss=0.2545, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:39.148032, arrival_time=2021-04-14 22:46:28.303004, cost_time=0:00:04.448645 2021-04-14 22:45:51,290 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.72ms, fps=1199 images/s, loss=0.2526, top1-acc=91.42%, top5-acc=99.83%, remaining_time=0:00:36.432352, arrival_time=2021-04-14 22:46:27.722851, cost_time=0:00:06.584171 2021-04-14 22:45:53,417 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.81ms, fps=1204 images/s, loss=0.2509, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:33.972276, arrival_time=2021-04-14 22:46:27.389424, cost_time=0:00:08.710848 2021-04-14 22:45:55,548 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.74ms, fps=1201 images/s, loss=0.2516, top1-acc=91.32%, top5-acc=99.83%, remaining_time=0:00:31.659224, arrival_time=2021-04-14 22:46:27.207665, cost_time=0:00:10.842201 2021-04-14 22:45:57,688 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.54ms, fps=1196 images/s, loss=0.2560, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:29.426592, arrival_time=2021-04-14 22:46:27.115247, cost_time=0:00:12.982332 2021-04-14 22:45:59,816 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.2584, top1-acc=91.14%, top5-acc=99.81%, remaining_time=0:00:27.198486, arrival_time=2021-04-14 22:46:27.015088, cost_time=0:00:15.110284 2021-04-14 22:46:01,934 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.45ms, fps=1209 images/s, loss=0.2621, top1-acc=91.00%, top5-acc=99.79%, remaining_time=0:00:24.980832, arrival_time=2021-04-14 22:46:26.915251, cost_time=0:00:17.228179 2021-04-14 22:46:04,056 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.60ms, fps=1207 images/s, loss=0.2585, top1-acc=91.15%, top5-acc=99.80%, remaining_time=0:00:22.790000, arrival_time=2021-04-14 22:46:26.846200, cost_time=0:00:19.349961 2021-04-14 22:46:06,180 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.2597, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:20.615040, arrival_time=2021-04-14 22:46:26.795258, cost_time=0:00:21.473974 2021-04-14 22:46:08,325 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.50ms, fps=1193 images/s, loss=0.2597, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:18.466178, arrival_time=2021-04-14 22:46:26.791982, cost_time=0:00:23.619558 2021-04-14 22:46:10,460 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.2607, top1-acc=91.03%, top5-acc=99.78%, remaining_time=0:00:16.311196, arrival_time=2021-04-14 22:46:26.772016, cost_time=0:00:25.754567 2021-04-14 22:46:12,583 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2632, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:14.153040, arrival_time=2021-04-14 22:46:26.736563, cost_time=0:00:27.877182 2021-04-14 22:46:14,705 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.2650, top1-acc=90.89%, top5-acc=99.78%, remaining_time=0:00:11.999736, arrival_time=2021-04-14 22:46:26.705367, cost_time=0:00:29.999390 2021-04-14 22:46:16,837 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.2657, top1-acc=90.89%, top5-acc=99.78%, remaining_time=0:00:09.853522, arrival_time=2021-04-14 22:46:26.690834, cost_time=0:00:32.131054 2021-04-14 22:46:18,970 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2656, top1-acc=90.86%, top5-acc=99.78%, remaining_time=0:00:07.709544, arrival_time=2021-04-14 22:46:26.680431, cost_time=0:00:34.264635 2021-04-14 22:46:21,108 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.2689, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:05.567406, arrival_time=2021-04-14 22:46:26.675975, cost_time=0:00:36.402277 2021-04-14 22:46:23,246 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.2701, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:03.425808, arrival_time=2021-04-14 22:46:26.672436, cost_time=0:00:38.540381 2021-04-14 22:46:25,381 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.2717, top1-acc=90.67%, top5-acc=99.78%, remaining_time=0:00:01.284480, arrival_time=2021-04-14 22:46:26.665858, cost_time=0:00:40.675120 2021-04-14 22:46:26,538 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.25ms, fps=1176 images/s, loss=0.2725, top1-acc=90.64%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:26.538534, cost_time=0:00:41.832277 2021-04-14 22:46:27,535 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.91ms, fps=2574 images/s, loss=0.5273, top1-acc=82.54%, top5-acc=99.06%, remaining_time=0:00:02.983890, arrival_time=2021-04-14 22:46:30.519106, cost_time=0:00:00.994634 2021-04-14 22:46:28,393 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.93ms, fps=2986 images/s, loss=0.5418, top1-acc=82.15%, top5-acc=99.12%, remaining_time=0:00:01.852600, arrival_time=2021-04-14 22:46:30.245708, cost_time=0:00:01.852594 2021-04-14 22:46:29,252 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.30ms, fps=2982 images/s, loss=0.5364, top1-acc=82.33%, top5-acc=99.15%, remaining_time=0:00:00.903860, arrival_time=2021-04-14 22:46:30.156066, cost_time=0:00:02.711565 2021-04-14 22:46:30,037 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=2956 images/s, loss=0.5390, top1-acc=82.13%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:30.037693, cost_time=0:00:03.497165 2021-04-14 22:46:30,366 INFO : Epoch=0060 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:46:42.258380, arrival_time=2021-04-15 00:33:12.624938, cost_time=0:45:43.825026 2021-04-14 22:46:30,367 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 22:46:32,659 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.46ms, fps=1117 images/s, loss=0.2654, top1-acc=91.21%, top5-acc=99.73%, remaining_time=0:00:42.616506, arrival_time=2021-04-14 22:47:15.275858, cost_time=0:00:02.291210 2021-04-14 22:46:34,798 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.2803, top1-acc=90.41%, top5-acc=99.80%, remaining_time=0:00:38.990160, arrival_time=2021-04-14 22:47:13.788825, cost_time=0:00:04.430692 2021-04-14 22:46:36,921 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.2746, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:36.262368, arrival_time=2021-04-14 22:47:13.183786, cost_time=0:00:06.553451 2021-04-14 22:46:39,050 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.2735, top1-acc=90.68%, top5-acc=99.77%, remaining_time=0:00:33.859332, arrival_time=2021-04-14 22:47:12.909370, cost_time=0:00:08.681895 2021-04-14 22:46:41,171 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.2688, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:31.546366, arrival_time=2021-04-14 22:47:12.717887, cost_time=0:00:10.803542 2021-04-14 22:46:43,303 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.2671, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:29.319560, arrival_time=2021-04-14 22:47:12.622665, cost_time=0:00:12.935129 2021-04-14 22:46:45,429 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.2645, top1-acc=90.99%, top5-acc=99.78%, remaining_time=0:00:27.111168, arrival_time=2021-04-14 22:47:12.540901, cost_time=0:00:15.061762 2021-04-14 22:46:47,550 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.2669, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:24.914828, arrival_time=2021-04-14 22:47:12.465461, cost_time=0:00:17.182664 2021-04-14 22:46:49,672 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.2695, top1-acc=90.87%, top5-acc=99.76%, remaining_time=0:00:22.735940, arrival_time=2021-04-14 22:47:12.407973, cost_time=0:00:19.304061 2021-04-14 22:46:51,803 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.87ms, fps=1201 images/s, loss=0.2683, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:20.577984, arrival_time=2021-04-14 22:47:12.381422, cost_time=0:00:21.435402 2021-04-14 22:46:53,932 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.2672, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:18.423264, arrival_time=2021-04-14 22:47:12.355888, cost_time=0:00:23.564627 2021-04-14 22:46:56,069 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.2662, top1-acc=90.91%, top5-acc=99.77%, remaining_time=0:00:16.277452, arrival_time=2021-04-14 22:47:12.346656, cost_time=0:00:25.701230 2021-04-14 22:46:58,190 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.2677, top1-acc=90.84%, top5-acc=99.77%, remaining_time=0:00:14.125452, arrival_time=2021-04-14 22:47:12.316294, cost_time=0:00:27.822863 2021-04-14 22:47:00,316 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.2692, top1-acc=90.78%, top5-acc=99.77%, remaining_time=0:00:11.979296, arrival_time=2021-04-14 22:47:12.295526, cost_time=0:00:29.948259 2021-04-14 22:47:02,441 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.2718, top1-acc=90.66%, top5-acc=99.76%, remaining_time=0:00:09.835996, arrival_time=2021-04-14 22:47:12.277881, cost_time=0:00:32.073919 2021-04-14 22:47:04,570 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.2729, top1-acc=90.63%, top5-acc=99.77%, remaining_time=0:00:07.695612, arrival_time=2021-04-14 22:47:12.266240, cost_time=0:00:34.202659 2021-04-14 22:47:06,696 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.59ms, fps=1204 images/s, loss=0.2731, top1-acc=90.62%, top5-acc=99.77%, remaining_time=0:00:05.556148, arrival_time=2021-04-14 22:47:12.252773, cost_time=0:00:36.328652 2021-04-14 22:47:08,832 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.2725, top1-acc=90.64%, top5-acc=99.77%, remaining_time=0:00:03.419056, arrival_time=2021-04-14 22:47:12.251366, cost_time=0:00:38.464338 2021-04-14 22:47:10,963 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.2731, top1-acc=90.61%, top5-acc=99.76%, remaining_time=0:00:01.281966, arrival_time=2021-04-14 22:47:12.245573, cost_time=0:00:40.595640 2021-04-14 22:47:12,121 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.45ms, fps=1175 images/s, loss=0.2733, top1-acc=90.62%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:12.121934, cost_time=0:00:41.753923 2021-04-14 22:47:13,141 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=2.47ms, fps=2519 images/s, loss=0.4990, top1-acc=82.89%, top5-acc=99.18%, remaining_time=0:00:03.048900, arrival_time=2021-04-14 22:47:16.190249, cost_time=0:00:01.016300 2021-04-14 22:47:13,999 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.47ms, fps=2985 images/s, loss=0.4985, top1-acc=82.81%, top5-acc=99.22%, remaining_time=0:00:01.874800, arrival_time=2021-04-14 22:47:15.874588, cost_time=0:00:01.874790 2021-04-14 22:47:14,851 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.48ms, fps=3007 images/s, loss=0.4887, top1-acc=83.46%, top5-acc=99.19%, remaining_time=0:00:00.908840, arrival_time=2021-04-14 22:47:15.760358, cost_time=0:00:02.726523 2021-04-14 22:47:15,631 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.4572, top1-acc=84.17%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:15.631729, cost_time=0:00:03.506764 2021-04-14 22:47:15,948 INFO : Epoch=0061 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:45:56.189498, arrival_time=2021-04-15 00:33:12.137924, cost_time=0:46:29.406896 2021-04-14 22:47:15,949 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 22:47:18,267 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.39ms, fps=1104 images/s, loss=0.2686, top1-acc=90.35%, top5-acc=99.84%, remaining_time=0:00:43.115544, arrival_time=2021-04-14 22:48:01.383420, cost_time=0:00:02.318036 2021-04-14 22:47:20,399 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2622, top1-acc=90.88%, top5-acc=99.82%, remaining_time=0:00:39.157184, arrival_time=2021-04-14 22:47:59.556681, cost_time=0:00:04.449683 2021-04-14 22:47:22,524 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.2644, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:36.379232, arrival_time=2021-04-14 22:47:58.903632, cost_time=0:00:06.574559 2021-04-14 22:47:24,653 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.2631, top1-acc=90.69%, top5-acc=99.81%, remaining_time=0:00:33.945912, arrival_time=2021-04-14 22:47:58.599716, cost_time=0:00:08.704074 2021-04-14 22:47:26,776 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.2652, top1-acc=90.57%, top5-acc=99.82%, remaining_time=0:00:31.614986, arrival_time=2021-04-14 22:47:58.391740, cost_time=0:00:10.827031 2021-04-14 22:47:28,901 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.2663, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:29.356960, arrival_time=2021-04-14 22:47:58.258278, cost_time=0:00:12.951600 2021-04-14 22:47:31,034 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.2666, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:27.152496, arrival_time=2021-04-14 22:47:58.187011, cost_time=0:00:15.084705 2021-04-14 22:47:33,162 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.2660, top1-acc=90.67%, top5-acc=99.81%, remaining_time=0:00:24.958444, arrival_time=2021-04-14 22:47:58.120917, cost_time=0:00:17.212735 2021-04-14 22:47:35,292 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2679, top1-acc=90.63%, top5-acc=99.82%, remaining_time=0:00:22.781096, arrival_time=2021-04-14 22:47:58.073264, cost_time=0:00:19.342459 2021-04-14 22:47:37,412 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.2685, top1-acc=90.65%, top5-acc=99.82%, remaining_time=0:00:20.604000, arrival_time=2021-04-14 22:47:58.016258, cost_time=0:00:21.462541 2021-04-14 22:47:39,534 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.2703, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:18.439002, arrival_time=2021-04-14 22:47:57.973528, cost_time=0:00:23.584762 2021-04-14 22:47:41,673 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.88ms, fps=1197 images/s, loss=0.2715, top1-acc=90.59%, top5-acc=99.79%, remaining_time=0:00:16.291968, arrival_time=2021-04-14 22:47:57.965878, cost_time=0:00:25.724185 2021-04-14 22:47:43,804 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.2700, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:14.141622, arrival_time=2021-04-14 22:47:57.946058, cost_time=0:00:27.854652 2021-04-14 22:47:45,925 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.2690, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:11.990104, arrival_time=2021-04-14 22:47:57.915174, cost_time=0:00:29.975319 2021-04-14 22:47:48,055 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.85ms, fps=1202 images/s, loss=0.2691, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:09.845840, arrival_time=2021-04-14 22:47:57.901572, cost_time=0:00:32.105928 2021-04-14 22:47:50,185 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2705, top1-acc=90.64%, top5-acc=99.79%, remaining_time=0:00:07.703100, arrival_time=2021-04-14 22:47:57.888855, cost_time=0:00:34.236043 2021-04-14 22:47:52,315 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.2714, top1-acc=90.63%, top5-acc=99.79%, remaining_time=0:00:05.561764, arrival_time=2021-04-14 22:47:57.876839, cost_time=0:00:36.365355 2021-04-14 22:47:54,435 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.2701, top1-acc=90.67%, top5-acc=99.79%, remaining_time=0:00:03.420944, arrival_time=2021-04-14 22:47:57.856350, cost_time=0:00:38.485685 2021-04-14 22:47:56,566 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=2.26ms, fps=1202 images/s, loss=0.2715, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:01.282626, arrival_time=2021-04-14 22:47:57.848983, cost_time=0:00:40.616580 2021-04-14 22:47:57,730 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.42ms, fps=1169 images/s, loss=0.2720, top1-acc=90.62%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:57.730329, cost_time=0:00:41.780574 2021-04-14 22:47:58,795 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.21ms, fps=2411 images/s, loss=0.4461, top1-acc=85.66%, top5-acc=99.34%, remaining_time=0:00:03.185850, arrival_time=2021-04-14 22:48:01.980899, cost_time=0:00:01.061954 2021-04-14 22:47:59,646 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.10ms, fps=3008 images/s, loss=0.4485, top1-acc=85.35%, top5-acc=99.30%, remaining_time=0:00:01.913400, arrival_time=2021-04-14 22:48:01.559932, cost_time=0:00:01.913404 2021-04-14 22:48:00,506 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.83ms, fps=2977 images/s, loss=0.4559, top1-acc=85.12%, top5-acc=99.32%, remaining_time=0:00:00.924590, arrival_time=2021-04-14 22:48:01.431455, cost_time=0:00:02.773769 2021-04-14 22:48:01,286 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.4446, top1-acc=85.12%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:01.286199, cost_time=0:00:03.553129 2021-04-14 22:48:01,575 INFO : Epoch=0062 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:45:10.236300, arrival_time=2021-04-15 00:33:11.811501, cost_time=0:47:15.033670 2021-04-14 22:48:01,576 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 22:48:03,898 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.40ms, fps=1103 images/s, loss=0.2774, top1-acc=90.70%, top5-acc=99.84%, remaining_time=0:00:43.184922, arrival_time=2021-04-14 22:48:47.083182, cost_time=0:00:02.321768 2021-04-14 22:48:06,025 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.2701, top1-acc=90.80%, top5-acc=99.82%, remaining_time=0:00:39.154720, arrival_time=2021-04-14 22:48:45.180624, cost_time=0:00:04.449406 2021-04-14 22:48:08,152 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.2593, top1-acc=90.96%, top5-acc=99.84%, remaining_time=0:00:36.386038, arrival_time=2021-04-14 22:48:44.538303, cost_time=0:00:06.575777 2021-04-14 22:48:10,273 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.2560, top1-acc=91.01%, top5-acc=99.85%, remaining_time=0:00:33.919236, arrival_time=2021-04-14 22:48:44.193002, cost_time=0:00:08.697259 2021-04-14 22:48:12,403 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.2568, top1-acc=91.08%, top5-acc=99.86%, remaining_time=0:00:31.614840, arrival_time=2021-04-14 22:48:44.018338, cost_time=0:00:10.827003 2021-04-14 22:48:14,529 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.2607, top1-acc=90.85%, top5-acc=99.85%, remaining_time=0:00:29.360768, arrival_time=2021-04-14 22:48:43.890546, cost_time=0:00:12.953272 2021-04-14 22:48:16,648 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.29ms, fps=1209 images/s, loss=0.2634, top1-acc=90.81%, top5-acc=99.81%, remaining_time=0:00:27.128808, arrival_time=2021-04-14 22:48:43.776985, cost_time=0:00:15.071548 2021-04-14 22:48:18,764 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.38ms, fps=1210 images/s, loss=0.2642, top1-acc=90.80%, top5-acc=99.81%, remaining_time=0:00:24.922368, arrival_time=2021-04-14 22:48:43.686737, cost_time=0:00:17.187877 2021-04-14 22:48:20,885 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2643, top1-acc=90.84%, top5-acc=99.83%, remaining_time=0:00:22.741982, arrival_time=2021-04-14 22:48:43.627713, cost_time=0:00:19.309237 2021-04-14 22:48:23,022 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.2680, top1-acc=90.68%, top5-acc=99.82%, remaining_time=0:00:20.587872, arrival_time=2021-04-14 22:48:43.610125, cost_time=0:00:21.445745 2021-04-14 22:48:25,156 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.2704, top1-acc=90.62%, top5-acc=99.82%, remaining_time=0:00:18.435562, arrival_time=2021-04-14 22:48:43.592472, cost_time=0:00:23.580406 2021-04-14 22:48:27,289 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.67ms, fps=1201 images/s, loss=0.2719, top1-acc=90.51%, top5-acc=99.82%, remaining_time=0:00:16.284900, arrival_time=2021-04-14 22:48:43.574395, cost_time=0:00:25.713002 2021-04-14 22:48:29,413 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.63ms, fps=1206 images/s, loss=0.2715, top1-acc=90.56%, top5-acc=99.82%, remaining_time=0:00:14.132382, arrival_time=2021-04-14 22:48:43.545386, cost_time=0:00:27.836509 2021-04-14 22:48:31,535 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.2717, top1-acc=90.59%, top5-acc=99.81%, remaining_time=0:00:11.983608, arrival_time=2021-04-14 22:48:43.519176, cost_time=0:00:29.959074 2021-04-14 22:48:33,664 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.86ms, fps=1203 images/s, loss=0.2716, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:09.840320, arrival_time=2021-04-14 22:48:43.504809, cost_time=0:00:32.087990 2021-04-14 22:48:35,798 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.78ms, fps=1200 images/s, loss=0.2720, top1-acc=90.62%, top5-acc=99.79%, remaining_time=0:00:07.700004, arrival_time=2021-04-14 22:48:43.498775, cost_time=0:00:34.222281 2021-04-14 22:48:37,921 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.2733, top1-acc=90.58%, top5-acc=99.79%, remaining_time=0:00:05.558696, arrival_time=2021-04-14 22:48:43.480578, cost_time=0:00:36.345385 2021-04-14 22:48:40,040 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.55ms, fps=1209 images/s, loss=0.2734, top1-acc=90.58%, top5-acc=99.80%, remaining_time=0:00:03.418992, arrival_time=2021-04-14 22:48:43.459201, cost_time=0:00:38.463698 2021-04-14 22:48:42,180 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.27ms, fps=1196 images/s, loss=0.2747, top1-acc=90.53%, top5-acc=99.79%, remaining_time=0:00:01.282248, arrival_time=2021-04-14 22:48:43.463192, cost_time=0:00:40.604455 2021-04-14 22:48:43,329 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.43ms, fps=1184 images/s, loss=0.2751, top1-acc=90.53%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:43.329602, cost_time=0:00:41.753111 2021-04-14 22:48:44,308 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.32ms, fps=2621 images/s, loss=0.5012, top1-acc=83.05%, top5-acc=99.37%, remaining_time=0:00:02.930340, arrival_time=2021-04-14 22:48:47.238641, cost_time=0:00:00.976777 2021-04-14 22:48:45,165 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.43ms, fps=2989 images/s, loss=0.5113, top1-acc=82.81%, top5-acc=99.36%, remaining_time=0:00:01.833860, arrival_time=2021-04-14 22:48:46.999191, cost_time=0:00:01.833862 2021-04-14 22:48:46,019 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.48ms, fps=2999 images/s, loss=0.5276, top1-acc=82.30%, top5-acc=99.30%, remaining_time=0:00:00.895950, arrival_time=2021-04-14 22:48:46.915283, cost_time=0:00:02.687857 2021-04-14 22:48:46,800 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=2972 images/s, loss=0.5290, top1-acc=82.43%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:46.800236, cost_time=0:00:03.468788 2021-04-14 22:48:47,149 INFO : Epoch=0063 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:44:24.179095, arrival_time=2021-04-15 00:33:11.328579, cost_time=0:48:00.607905 2021-04-14 22:48:47,152 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 22:48:49,500 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.40ms, fps=1090 images/s, loss=0.2655, top1-acc=91.33%, top5-acc=99.73%, remaining_time=0:00:43.673730, arrival_time=2021-04-14 22:49:33.174132, cost_time=0:00:02.348051 2021-04-14 22:48:51,623 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.2589, top1-acc=91.17%, top5-acc=99.77%, remaining_time=0:00:39.346912, arrival_time=2021-04-14 22:49:30.970498, cost_time=0:00:04.471238 2021-04-14 22:48:53,752 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.87ms, fps=1203 images/s, loss=0.2448, top1-acc=91.67%, top5-acc=99.82%, remaining_time=0:00:36.521660, arrival_time=2021-04-14 22:49:30.274376, cost_time=0:00:06.600297 2021-04-14 22:48:55,892 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.57ms, fps=1197 images/s, loss=0.2577, top1-acc=91.29%, top5-acc=99.78%, remaining_time=0:00:34.085376, arrival_time=2021-04-14 22:49:29.977520, cost_time=0:00:08.739848 2021-04-14 22:48:58,020 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.2574, top1-acc=91.20%, top5-acc=99.76%, remaining_time=0:00:31.733976, arrival_time=2021-04-14 22:49:29.754014, cost_time=0:00:10.867777 2021-04-14 22:49:00,143 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.2580, top1-acc=91.10%, top5-acc=99.74%, remaining_time=0:00:29.446448, arrival_time=2021-04-14 22:49:29.589763, cost_time=0:00:12.991050 2021-04-14 22:49:02,272 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.89ms, fps=1203 images/s, loss=0.2604, top1-acc=90.98%, top5-acc=99.75%, remaining_time=0:00:27.216252, arrival_time=2021-04-14 22:49:29.488807, cost_time=0:00:15.120124 2021-04-14 22:49:04,406 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2589, top1-acc=91.05%, top5-acc=99.76%, remaining_time=0:00:25.018764, arrival_time=2021-04-14 22:49:29.425404, cost_time=0:00:17.254325 2021-04-14 22:49:06,536 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.2614, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:22.830810, arrival_time=2021-04-14 22:49:29.367714, cost_time=0:00:19.384637 2021-04-14 22:49:08,664 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2631, top1-acc=90.93%, top5-acc=99.78%, remaining_time=0:00:20.651520, arrival_time=2021-04-14 22:49:29.315788, cost_time=0:00:21.512004 2021-04-14 22:49:10,783 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.2634, top1-acc=90.88%, top5-acc=99.78%, remaining_time=0:00:18.475122, arrival_time=2021-04-14 22:49:29.258333, cost_time=0:00:23.630954 2021-04-14 22:49:12,912 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.2622, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:16.314768, arrival_time=2021-04-14 22:49:29.227232, cost_time=0:00:25.760167 2021-04-14 22:49:15,052 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.2635, top1-acc=90.83%, top5-acc=99.79%, remaining_time=0:00:14.164590, arrival_time=2021-04-14 22:49:29.216817, cost_time=0:00:27.899893 2021-04-14 22:49:17,182 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.2634, top1-acc=90.85%, top5-acc=99.78%, remaining_time=0:00:12.012000, arrival_time=2021-04-14 22:49:29.194294, cost_time=0:00:30.030004 2021-04-14 22:49:19,303 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.2649, top1-acc=90.82%, top5-acc=99.77%, remaining_time=0:00:09.859548, arrival_time=2021-04-14 22:49:29.162584, cost_time=0:00:32.150742 2021-04-14 22:49:21,423 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.52ms, fps=1208 images/s, loss=0.2657, top1-acc=90.80%, top5-acc=99.77%, remaining_time=0:00:07.710912, arrival_time=2021-04-14 22:49:29.133901, cost_time=0:00:34.270732 2021-04-14 22:49:23,541 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.48ms, fps=1209 images/s, loss=0.2660, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:05.565378, arrival_time=2021-04-14 22:49:29.106626, cost_time=0:00:36.388978 2021-04-14 22:49:25,663 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.2666, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:03.423184, arrival_time=2021-04-14 22:49:29.086312, cost_time=0:00:38.510870 2021-04-14 22:49:27,784 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.2669, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:01.283112, arrival_time=2021-04-14 22:49:29.067236, cost_time=0:00:40.631874 2021-04-14 22:49:28,942 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.44ms, fps=1174 images/s, loss=0.2667, top1-acc=90.70%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:28.942686, cost_time=0:00:41.790424 2021-04-14 22:49:29,991 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.35ms, fps=2446 images/s, loss=0.4715, top1-acc=83.59%, top5-acc=99.26%, remaining_time=0:00:03.140190, arrival_time=2021-04-14 22:49:33.131622, cost_time=0:00:01.046729 2021-04-14 22:49:30,850 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.74ms, fps=2982 images/s, loss=0.4578, top1-acc=84.73%, top5-acc=99.36%, remaining_time=0:00:01.905760, arrival_time=2021-04-14 22:49:32.756172, cost_time=0:00:01.905755 2021-04-14 22:49:31,738 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.30ms, fps=2883 images/s, loss=0.4626, top1-acc=84.53%, top5-acc=99.31%, remaining_time=0:00:00.931400, arrival_time=2021-04-14 22:49:32.670248, cost_time=0:00:02.794199 2021-04-14 22:49:32,526 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.11ms, fps=2946 images/s, loss=0.4501, top1-acc=84.59%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:32.526631, cost_time=0:00:03.581996 2021-04-14 22:49:32,822 INFO : Epoch=0064 complete, best val top1-acc=86.14%, top5-acc=99.42% (epoch=56), remaining_time=1:43:38.347448, arrival_time=2021-04-15 00:33:11.170102, cost_time=0:48:46.281132 2021-04-14 22:49:32,823 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 22:49:35,125 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=2.12ms, fps=1113 images/s, loss=0.2411, top1-acc=91.60%, top5-acc=99.92%, remaining_time=0:00:42.799344, arrival_time=2021-04-14 22:50:17.924423, cost_time=0:00:02.301044 2021-04-14 22:49:37,258 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.89ms, fps=1200 images/s, loss=0.2349, top1-acc=92.01%, top5-acc=99.96%, remaining_time=0:00:39.023248, arrival_time=2021-04-14 22:50:16.281661, cost_time=0:00:04.434461 2021-04-14 22:49:39,380 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.74ms, fps=1207 images/s, loss=0.2453, top1-acc=91.71%, top5-acc=99.86%, remaining_time=0:00:36.277474, arrival_time=2021-04-14 22:50:15.657601, cost_time=0:00:06.556179 2021-04-14 22:49:41,512 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.22ms, fps=1201 images/s, loss=0.2500, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:33.882732, arrival_time=2021-04-14 22:50:15.394660, cost_time=0:00:08.687882 2021-04-14 22:49:43,644 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.2526, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:31.596736, arrival_time=2021-04-14 22:50:15.241549, cost_time=0:00:10.820775 2021-04-14 22:49:45,765 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.70ms, fps=1207 images/s, loss=0.2492, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:29.333976, arrival_time=2021-04-14 22:50:15.099415, cost_time=0:00:12.941440 2021-04-14 22:49:47,905 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.60ms, fps=1197 images/s, loss=0.2530, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:27.145818, arrival_time=2021-04-14 22:50:15.050777, cost_time=0:00:15.081002 2021-04-14 22:49:50,030 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.04ms, fps=1204 images/s, loss=0.2543, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:24.949976, arrival_time=2021-04-14 22:50:14.980864, cost_time=0:00:17.206865 2021-04-14 22:49:52,160 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.2555, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:22.774312, arrival_time=2021-04-14 22:50:14.934988, cost_time=0:00:19.336666 2021-04-14 22:49:54,287 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.2562, top1-acc=91.28%, top5-acc=99.82%, remaining_time=0:00:20.604576, arrival_time=2021-04-14 22:50:14.891620, cost_time=0:00:21.463080 2021-04-14 22:49:56,419 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.02ms, fps=1201 images/s, loss=0.2580, top1-acc=91.17%, top5-acc=99.80%, remaining_time=0:00:18.447344, arrival_time=2021-04-14 22:50:14.866798, cost_time=0:00:23.595454 2021-04-14 22:49:58,568 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.50ms, fps=1192 images/s, loss=0.2586, top1-acc=91.15%, top5-acc=99.80%, remaining_time=0:00:16.304660, arrival_time=2021-04-14 22:50:14.872857, cost_time=0:00:25.744247 2021-04-14 22:50:00,691 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2612, top1-acc=91.06%, top5-acc=99.78%, remaining_time=0:00:14.148222, arrival_time=2021-04-14 22:50:14.839902, cost_time=0:00:27.867726 2021-04-14 22:50:02,836 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.42ms, fps=1194 images/s, loss=0.2617, top1-acc=91.01%, top5-acc=99.79%, remaining_time=0:00:12.005000, arrival_time=2021-04-14 22:50:14.841566, cost_time=0:00:30.012513 2021-04-14 22:50:04,960 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2638, top1-acc=90.94%, top5-acc=99.79%, remaining_time=0:00:09.855270, arrival_time=2021-04-14 22:50:14.816021, cost_time=0:00:32.136711 2021-04-14 22:50:07,094 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2650, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:07.710840, arrival_time=2021-04-14 22:50:14.805330, cost_time=0:00:34.270425 2021-04-14 22:50:09,230 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.92ms, fps=1199 images/s, loss=0.2651, top1-acc=90.87%, top5-acc=99.79%, remaining_time=0:00:05.568004, arrival_time=2021-04-14 22:50:14.798130, cost_time=0:00:36.406166 2021-04-14 22:50:11,351 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.2661, top1-acc=90.88%, top5-acc=99.80%, remaining_time=0:00:03.424672, arrival_time=2021-04-14 22:50:14.776145, cost_time=0:00:38.527517 2021-04-14 22:50:13,489 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.22ms, fps=1197 images/s, loss=0.2670, top1-acc=90.82%, top5-acc=99.80%, remaining_time=0:00:01.284180, arrival_time=2021-04-14 22:50:14.773929, cost_time=0:00:40.665746 2021-04-14 22:50:14,649 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.57ms, fps=1174 images/s, loss=0.2677, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:14.649001, cost_time=0:00:41.824956 2021-04-14 22:50:15,656 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.41ms, fps=2548 images/s, loss=0.4030, top1-acc=86.64%, top5-acc=99.49%, remaining_time=0:00:03.014670, arrival_time=2021-04-14 22:50:18.670750, cost_time=0:00:01.004887 2021-04-14 22:50:16,512 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.50ms, fps=2991 images/s, loss=0.4082, top1-acc=86.09%, top5-acc=99.59%, remaining_time=0:00:01.861400, arrival_time=2021-04-14 22:50:18.373966, cost_time=0:00:01.861399 2021-04-14 22:50:17,363 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.48ms, fps=3011 images/s, loss=0.3958, top1-acc=86.74%, top5-acc=99.58%, remaining_time=0:00:00.904040, arrival_time=2021-04-14 22:50:18.267301, cost_time=0:00:02.712117 2021-04-14 22:50:18,145 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=0.4123, top1-acc=86.41%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:18.145339, cost_time=0:00:03.494195 2021-04-14 22:50:18,944 INFO : Epoch=0065 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:42:53.452800, arrival_time=2021-04-15 00:33:12.397549, cost_time=0:49:32.403217 2021-04-14 22:50:18,945 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 22:50:21,250 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.48ms, fps=1111 images/s, loss=0.2511, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:42.864444, arrival_time=2021-04-14 22:51:04.115143, cost_time=0:00:02.304545 2021-04-14 22:50:23,375 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.2622, top1-acc=90.94%, top5-acc=99.71%, remaining_time=0:00:38.978720, arrival_time=2021-04-14 22:51:02.354261, cost_time=0:00:04.429391 2021-04-14 22:50:25,508 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.2497, top1-acc=91.45%, top5-acc=99.75%, remaining_time=0:00:36.309180, arrival_time=2021-04-14 22:51:01.817287, cost_time=0:00:06.561913 2021-04-14 22:50:27,638 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.2499, top1-acc=91.42%, top5-acc=99.78%, remaining_time=0:00:33.898644, arrival_time=2021-04-14 22:51:01.536690, cost_time=0:00:08.691976 2021-04-14 22:50:29,770 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.2551, top1-acc=91.16%, top5-acc=99.76%, remaining_time=0:00:31.606810, arrival_time=2021-04-14 22:51:01.377136, cost_time=0:00:10.824253 2021-04-14 22:50:31,899 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.2553, top1-acc=91.11%, top5-acc=99.80%, remaining_time=0:00:29.361720, arrival_time=2021-04-14 22:51:01.261639, cost_time=0:00:12.953694 2021-04-14 22:50:34,018 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.2586, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:27.130824, arrival_time=2021-04-14 22:51:01.149563, cost_time=0:00:15.072653 2021-04-14 22:50:36,159 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.66ms, fps=1196 images/s, loss=0.2589, top1-acc=91.00%, top5-acc=99.78%, remaining_time=0:00:24.958908, arrival_time=2021-04-14 22:51:01.118037, cost_time=0:00:17.213051 2021-04-14 22:50:38,286 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.2591, top1-acc=90.99%, top5-acc=99.79%, remaining_time=0:00:22.778658, arrival_time=2021-04-14 22:51:01.065060, cost_time=0:00:19.340334 2021-04-14 22:50:40,416 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.2586, top1-acc=91.02%, top5-acc=99.78%, remaining_time=0:00:20.611776, arrival_time=2021-04-14 22:51:01.028480, cost_time=0:00:21.470631 2021-04-14 22:50:42,542 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.2614, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:18.448204, arrival_time=2021-04-14 22:51:00.990832, cost_time=0:00:23.596567 2021-04-14 22:50:44,671 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.2584, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:16.292424, arrival_time=2021-04-14 22:51:00.963388, cost_time=0:00:25.724900 2021-04-14 22:50:46,797 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.2587, top1-acc=91.04%, top5-acc=99.78%, remaining_time=0:00:14.139708, arrival_time=2021-04-14 22:51:00.936780, cost_time=0:00:27.850908 2021-04-14 22:50:48,928 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.2592, top1-acc=91.02%, top5-acc=99.78%, remaining_time=0:00:11.992848, arrival_time=2021-04-14 22:51:00.921054, cost_time=0:00:29.982100 2021-04-14 22:50:51,054 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.29ms, fps=1204 images/s, loss=0.2597, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:09.846668, arrival_time=2021-04-14 22:51:00.901462, cost_time=0:00:32.108728 2021-04-14 22:50:53,191 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.76ms, fps=1198 images/s, loss=0.2606, top1-acc=91.00%, top5-acc=99.78%, remaining_time=0:00:07.705224, arrival_time=2021-04-14 22:51:00.896689, cost_time=0:00:34.245389 2021-04-14 22:50:55,327 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.66ms, fps=1199 images/s, loss=0.2613, top1-acc=91.01%, top5-acc=99.79%, remaining_time=0:00:05.564208, arrival_time=2021-04-14 22:51:00.891694, cost_time=0:00:36.381417 2021-04-14 22:50:57,455 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.64ms, fps=1203 images/s, loss=0.2621, top1-acc=90.97%, top5-acc=99.79%, remaining_time=0:00:03.423056, arrival_time=2021-04-14 22:51:00.878523, cost_time=0:00:38.509393 2021-04-14 22:50:59,585 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.24ms, fps=1202 images/s, loss=0.2635, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:01.283346, arrival_time=2021-04-14 22:51:00.868705, cost_time=0:00:40.639287 2021-04-14 22:51:00,746 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.42ms, fps=1172 images/s, loss=0.2640, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:00.746357, cost_time=0:00:41.800301 2021-04-14 22:51:01,738 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.21ms, fps=2585 images/s, loss=0.4320, top1-acc=86.09%, top5-acc=99.53%, remaining_time=0:00:02.970780, arrival_time=2021-04-14 22:51:04.709164, cost_time=0:00:00.990261 2021-04-14 22:51:02,607 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.95ms, fps=2948 images/s, loss=0.4263, top1-acc=85.84%, top5-acc=99.45%, remaining_time=0:00:01.859080, arrival_time=2021-04-14 22:51:04.466312, cost_time=0:00:01.859078 2021-04-14 22:51:03,471 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.41ms, fps=2964 images/s, loss=0.4240, top1-acc=85.87%, top5-acc=99.45%, remaining_time=0:00:00.907710, arrival_time=2021-04-14 22:51:04.379043, cost_time=0:00:02.723128 2021-04-14 22:51:04,252 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.4301, top1-acc=86.11%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:04.252360, cost_time=0:00:03.504302 2021-04-14 22:51:04,623 INFO : Epoch=0066 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:42:07.621546, arrival_time=2021-04-15 00:33:12.245346, cost_time=0:50:18.082281 2021-04-14 22:51:04,624 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 22:51:06,955 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.53ms, fps=1099 images/s, loss=0.2730, top1-acc=90.43%, top5-acc=99.84%, remaining_time=0:00:43.344324, arrival_time=2021-04-14 22:51:50.299827, cost_time=0:00:02.330345 2021-04-14 22:51:09,083 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.2453, top1-acc=91.45%, top5-acc=99.92%, remaining_time=0:00:39.235504, arrival_time=2021-04-14 22:51:48.319263, cost_time=0:00:04.458580 2021-04-14 22:51:11,210 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.94ms, fps=1204 images/s, loss=0.2401, top1-acc=91.74%, top5-acc=99.92%, remaining_time=0:00:36.437996, arrival_time=2021-04-14 22:51:47.648382, cost_time=0:00:06.585172 2021-04-14 22:51:13,342 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.2415, top1-acc=91.74%, top5-acc=99.90%, remaining_time=0:00:33.996612, arrival_time=2021-04-14 22:51:47.338858, cost_time=0:00:08.717079 2021-04-14 22:51:15,475 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2428, top1-acc=91.58%, top5-acc=99.89%, remaining_time=0:00:31.683022, arrival_time=2021-04-14 22:51:47.158478, cost_time=0:00:10.850351 2021-04-14 22:51:17,629 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.42ms, fps=1189 images/s, loss=0.2451, top1-acc=91.48%, top5-acc=99.88%, remaining_time=0:00:29.476776, arrival_time=2021-04-14 22:51:47.106450, cost_time=0:00:13.004470 2021-04-14 22:51:19,761 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.2475, top1-acc=91.45%, top5-acc=99.87%, remaining_time=0:00:27.245862, arrival_time=2021-04-14 22:51:47.007634, cost_time=0:00:15.136596 2021-04-14 22:51:21,887 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.84ms, fps=1204 images/s, loss=0.2478, top1-acc=91.38%, top5-acc=99.87%, remaining_time=0:00:25.030944, arrival_time=2021-04-14 22:51:46.918828, cost_time=0:00:17.262704 2021-04-14 22:51:24,012 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2517, top1-acc=91.32%, top5-acc=99.85%, remaining_time=0:00:22.833672, arrival_time=2021-04-14 22:51:46.845844, cost_time=0:00:19.387080 2021-04-14 22:51:26,138 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.87ms, fps=1205 images/s, loss=0.2526, top1-acc=91.27%, top5-acc=99.84%, remaining_time=0:00:20.651328, arrival_time=2021-04-14 22:51:46.789685, cost_time=0:00:21.511782 2021-04-14 22:51:28,263 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.2532, top1-acc=91.25%, top5-acc=99.83%, remaining_time=0:00:18.481142, arrival_time=2021-04-14 22:51:46.745020, cost_time=0:00:23.638694 2021-04-14 22:51:30,387 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2543, top1-acc=91.19%, top5-acc=99.83%, remaining_time=0:00:16.316212, arrival_time=2021-04-14 22:51:46.703915, cost_time=0:00:25.762465 2021-04-14 22:51:32,532 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.61ms, fps=1194 images/s, loss=0.2562, top1-acc=91.17%, top5-acc=99.83%, remaining_time=0:00:14.168418, arrival_time=2021-04-14 22:51:46.701181, cost_time=0:00:27.907550 2021-04-14 22:51:34,668 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.74ms, fps=1199 images/s, loss=0.2567, top1-acc=91.14%, top5-acc=99.84%, remaining_time=0:00:12.017488, arrival_time=2021-04-14 22:51:46.686353, cost_time=0:00:30.043654 2021-04-14 22:51:36,804 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.2598, top1-acc=91.00%, top5-acc=99.84%, remaining_time=0:00:09.868472, arrival_time=2021-04-14 22:51:46.673416, cost_time=0:00:32.179850 2021-04-14 22:51:38,938 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.2599, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:07.720488, arrival_time=2021-04-14 22:51:46.659068, cost_time=0:00:34.313335 2021-04-14 22:51:41,063 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.2589, top1-acc=91.06%, top5-acc=99.83%, remaining_time=0:00:05.572866, arrival_time=2021-04-14 22:51:46.635994, cost_time=0:00:36.438035 2021-04-14 22:51:43,196 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.2589, top1-acc=91.05%, top5-acc=99.83%, remaining_time=0:00:03.428544, arrival_time=2021-04-14 22:51:46.624678, cost_time=0:00:38.571040 2021-04-14 22:51:45,325 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.2600, top1-acc=91.03%, top5-acc=99.81%, remaining_time=0:00:01.285278, arrival_time=2021-04-14 22:51:46.610993, cost_time=0:00:40.700555 2021-04-14 22:51:46,475 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.17ms, fps=1183 images/s, loss=0.2608, top1-acc=91.02%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:46.475864, cost_time=0:00:41.850785 2021-04-14 22:51:47,442 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.33ms, fps=2654 images/s, loss=0.4903, top1-acc=83.24%, top5-acc=98.67%, remaining_time=0:00:02.893560, arrival_time=2021-04-14 22:51:50.335665, cost_time=0:00:00.964525 2021-04-14 22:51:48,294 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.18ms, fps=3004 images/s, loss=0.4676, top1-acc=84.53%, top5-acc=98.85%, remaining_time=0:00:01.816980, arrival_time=2021-04-14 22:51:50.111589, cost_time=0:00:01.816989 2021-04-14 22:51:49,153 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.38ms, fps=2981 images/s, loss=0.4660, top1-acc=84.49%, top5-acc=98.95%, remaining_time=0:00:00.892070, arrival_time=2021-04-14 22:51:50.045845, cost_time=0:00:02.676196 2021-04-14 22:51:49,940 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=2952 images/s, loss=0.4606, top1-acc=84.32%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:49.940125, cost_time=0:00:03.462577 2021-04-14 22:51:50,238 INFO : Epoch=0067 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:41:21.667326, arrival_time=2021-04-15 00:33:11.905896, cost_time=0:51:03.697046 2021-04-14 22:51:50,239 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 22:51:52,599 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.50ms, fps=1085 images/s, loss=0.2549, top1-acc=91.09%, top5-acc=99.88%, remaining_time=0:00:43.885770, arrival_time=2021-04-14 22:52:36.485185, cost_time=0:00:02.359453 2021-04-14 22:51:54,737 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.2644, top1-acc=90.55%, top5-acc=99.86%, remaining_time=0:00:39.581520, arrival_time=2021-04-14 22:52:34.319391, cost_time=0:00:04.497909 2021-04-14 22:51:56,866 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.85ms, fps=1203 images/s, loss=0.2592, top1-acc=90.78%, top5-acc=99.80%, remaining_time=0:00:36.663922, arrival_time=2021-04-14 22:52:33.529891, cost_time=0:00:06.626019 2021-04-14 22:51:58,987 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.2545, top1-acc=91.12%, top5-acc=99.82%, remaining_time=0:00:34.114080, arrival_time=2021-04-14 22:52:33.101176, cost_time=0:00:08.747189 2021-04-14 22:52:01,110 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.29ms, fps=1206 images/s, loss=0.2544, top1-acc=91.07%, top5-acc=99.84%, remaining_time=0:00:31.741568, arrival_time=2021-04-14 22:52:32.851869, cost_time=0:00:10.870416 2021-04-14 22:52:03,234 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2545, top1-acc=91.06%, top5-acc=99.83%, remaining_time=0:00:29.452976, arrival_time=2021-04-14 22:52:32.686957, cost_time=0:00:12.993943 2021-04-14 22:52:05,357 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2579, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:27.210834, arrival_time=2021-04-14 22:52:32.567847, cost_time=0:00:15.117117 2021-04-14 22:52:07,482 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.2606, top1-acc=91.00%, top5-acc=99.78%, remaining_time=0:00:25.002292, arrival_time=2021-04-14 22:52:32.485126, cost_time=0:00:17.242942 2021-04-14 22:52:09,601 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.2598, top1-acc=90.98%, top5-acc=99.79%, remaining_time=0:00:22.804204, arrival_time=2021-04-14 22:52:32.406141, cost_time=0:00:19.362054 2021-04-14 22:52:11,734 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.84ms, fps=1201 images/s, loss=0.2605, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:20.634720, arrival_time=2021-04-14 22:52:32.369252, cost_time=0:00:21.494456 2021-04-14 22:52:13,877 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.41ms, fps=1195 images/s, loss=0.2603, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:18.480368, arrival_time=2021-04-14 22:52:32.358089, cost_time=0:00:23.637718 2021-04-14 22:52:16,002 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.68ms, fps=1205 images/s, loss=0.2608, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:16.316516, arrival_time=2021-04-14 22:52:32.319372, cost_time=0:00:25.762971 2021-04-14 22:52:18,133 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.2594, top1-acc=90.94%, top5-acc=99.79%, remaining_time=0:00:14.161092, arrival_time=2021-04-14 22:52:32.294202, cost_time=0:00:27.893104 2021-04-14 22:52:20,268 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.89ms, fps=1199 images/s, loss=0.2597, top1-acc=90.94%, top5-acc=99.79%, remaining_time=0:00:12.011608, arrival_time=2021-04-14 22:52:32.280510, cost_time=0:00:30.029016 2021-04-14 22:52:22,396 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2606, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:09.861342, arrival_time=2021-04-14 22:52:32.258013, cost_time=0:00:32.156606 2021-04-14 22:52:24,527 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2627, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:00:07.714764, arrival_time=2021-04-14 22:52:32.242579, cost_time=0:00:34.287902 2021-04-14 22:52:26,669 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.40ms, fps=1196 images/s, loss=0.2627, top1-acc=90.79%, top5-acc=99.80%, remaining_time=0:00:05.571540, arrival_time=2021-04-14 22:52:32.240889, cost_time=0:00:36.429385 2021-04-14 22:52:28,798 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2614, top1-acc=90.86%, top5-acc=99.80%, remaining_time=0:00:03.427392, arrival_time=2021-04-14 22:52:32.225482, cost_time=0:00:38.558194 2021-04-14 22:52:30,921 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.26ms, fps=1206 images/s, loss=0.2622, top1-acc=90.84%, top5-acc=99.79%, remaining_time=0:00:01.284684, arrival_time=2021-04-14 22:52:32.206253, cost_time=0:00:40.681687 2021-04-14 22:52:32,082 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.91ms, fps=1172 images/s, loss=0.2629, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:32.082758, cost_time=0:00:41.842837 2021-04-14 22:52:33,066 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.39ms, fps=2610 images/s, loss=0.4822, top1-acc=84.02%, top5-acc=98.95%, remaining_time=0:00:02.942280, arrival_time=2021-04-14 22:52:36.009134, cost_time=0:00:00.980757 2021-04-14 22:52:33,919 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.31ms, fps=3005 images/s, loss=0.4748, top1-acc=84.41%, top5-acc=99.12%, remaining_time=0:00:01.833180, arrival_time=2021-04-14 22:52:35.752356, cost_time=0:00:01.833185 2021-04-14 22:52:34,774 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.65ms, fps=2994 images/s, loss=0.4831, top1-acc=84.23%, top5-acc=99.06%, remaining_time=0:00:00.896210, arrival_time=2021-04-14 22:52:35.670812, cost_time=0:00:02.688629 2021-04-14 22:52:35,558 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=2961 images/s, loss=0.4856, top1-acc=84.29%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:35.558363, cost_time=0:00:03.472417 2021-04-14 22:52:35,867 INFO : Epoch=0068 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:40:35.751084, arrival_time=2021-04-15 00:33:11.618925, cost_time=0:51:49.326308 2021-04-14 22:52:35,869 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 22:52:38,241 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.51ms, fps=1079 images/s, loss=0.2719, top1-acc=90.78%, top5-acc=99.61%, remaining_time=0:00:44.121618, arrival_time=2021-04-14 22:53:22.362987, cost_time=0:00:02.372129 2021-04-14 22:52:40,360 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.2646, top1-acc=91.00%, top5-acc=99.73%, remaining_time=0:00:39.523264, arrival_time=2021-04-14 22:53:19.883798, cost_time=0:00:04.491283 2021-04-14 22:52:42,483 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.2597, top1-acc=91.04%, top5-acc=99.78%, remaining_time=0:00:36.598020, arrival_time=2021-04-14 22:53:19.081400, cost_time=0:00:06.614106 2021-04-14 22:52:44,608 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.2559, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:34.083192, arrival_time=2021-04-14 22:53:18.691716, cost_time=0:00:08.739280 2021-04-14 22:52:46,731 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2546, top1-acc=91.12%, top5-acc=99.77%, remaining_time=0:00:31.718062, arrival_time=2021-04-14 22:53:18.449636, cost_time=0:00:10.862340 2021-04-14 22:52:48,849 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.2554, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:29.421696, arrival_time=2021-04-14 22:53:18.271131, cost_time=0:00:12.980175 2021-04-14 22:52:50,976 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2521, top1-acc=91.08%, top5-acc=99.79%, remaining_time=0:00:27.192186, arrival_time=2021-04-14 22:53:18.168231, cost_time=0:00:15.106769 2021-04-14 22:52:53,108 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.2543, top1-acc=91.06%, top5-acc=99.77%, remaining_time=0:00:24.996144, arrival_time=2021-04-14 22:53:18.104286, cost_time=0:00:17.238732 2021-04-14 22:52:55,243 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.2565, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:22.818090, arrival_time=2021-04-14 22:53:18.061212, cost_time=0:00:19.373853 2021-04-14 22:52:57,369 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.2591, top1-acc=90.97%, top5-acc=99.76%, remaining_time=0:00:20.639808, arrival_time=2021-04-14 22:53:18.008933, cost_time=0:00:21.499801 2021-04-14 22:52:59,503 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.88ms, fps=1200 images/s, loss=0.2589, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:18.477874, arrival_time=2021-04-14 22:53:17.981621, cost_time=0:00:23.634503 2021-04-14 22:53:01,631 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.2587, top1-acc=91.01%, top5-acc=99.79%, remaining_time=0:00:16.316212, arrival_time=2021-04-14 22:53:17.947917, cost_time=0:00:25.762470 2021-04-14 22:53:03,762 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2573, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:14.161224, arrival_time=2021-04-14 22:53:17.923904, cost_time=0:00:27.893366 2021-04-14 22:53:05,897 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.62ms, fps=1199 images/s, loss=0.2585, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:12.011328, arrival_time=2021-04-14 22:53:17.908960, cost_time=0:00:30.028375 2021-04-14 22:53:08,022 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.2597, top1-acc=90.94%, top5-acc=99.81%, remaining_time=0:00:09.860284, arrival_time=2021-04-14 22:53:17.882624, cost_time=0:00:32.153086 2021-04-14 22:53:10,150 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.2598, top1-acc=90.94%, top5-acc=99.81%, remaining_time=0:00:07.713360, arrival_time=2021-04-14 22:53:17.864184, cost_time=0:00:34.281581 2021-04-14 22:53:12,281 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2609, top1-acc=90.89%, top5-acc=99.80%, remaining_time=0:00:05.568888, arrival_time=2021-04-14 22:53:17.850102, cost_time=0:00:36.411931 2021-04-14 22:53:14,409 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2609, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:03.425824, arrival_time=2021-04-14 22:53:17.835537, cost_time=0:00:38.540477 2021-04-14 22:53:16,536 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.23ms, fps=1204 images/s, loss=0.2612, top1-acc=90.89%, top5-acc=99.80%, remaining_time=0:00:01.284222, arrival_time=2021-04-14 22:53:17.820556, cost_time=0:00:40.667038 2021-04-14 22:53:17,692 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.62ms, fps=1176 images/s, loss=0.2610, top1-acc=90.92%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:17.692752, cost_time=0:00:41.823497 2021-04-14 22:53:18,661 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.22ms, fps=2649 images/s, loss=0.4536, top1-acc=85.16%, top5-acc=99.41%, remaining_time=0:00:02.899380, arrival_time=2021-04-14 22:53:21.560572, cost_time=0:00:00.966463 2021-04-14 22:53:19,517 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.46ms, fps=2993 images/s, loss=0.4339, top1-acc=85.98%, top5-acc=99.37%, remaining_time=0:00:01.822320, arrival_time=2021-04-14 22:53:21.339318, cost_time=0:00:01.822324 2021-04-14 22:53:20,369 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.35ms, fps=3003 images/s, loss=0.4358, top1-acc=85.76%, top5-acc=99.43%, remaining_time=0:00:00.891690, arrival_time=2021-04-14 22:53:21.261445, cost_time=0:00:02.675067 2021-04-14 22:53:21,153 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=2961 images/s, loss=0.4352, top1-acc=85.65%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:21.153543, cost_time=0:00:03.458868 2021-04-14 22:53:21,664 INFO : Epoch=0069 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:39:50.160758, arrival_time=2021-04-15 00:33:11.825133, cost_time=0:52:35.122847 2021-04-14 22:53:21,665 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 22:53:24,009 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.41ms, fps=1092 images/s, loss=0.2323, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:43.593006, arrival_time=2021-04-14 22:54:07.602527, cost_time=0:00:02.343710 2021-04-14 22:53:26,140 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.78ms, fps=1202 images/s, loss=0.2312, top1-acc=92.50%, top5-acc=99.90%, remaining_time=0:00:39.375776, arrival_time=2021-04-14 22:54:05.516036, cost_time=0:00:04.474516 2021-04-14 22:53:28,266 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.73ms, fps=1204 images/s, loss=0.2314, top1-acc=92.19%, top5-acc=99.90%, remaining_time=0:00:36.525312, arrival_time=2021-04-14 22:54:04.792065, cost_time=0:00:06.600973 2021-04-14 22:53:30,394 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.2354, top1-acc=91.98%, top5-acc=99.83%, remaining_time=0:00:34.042944, arrival_time=2021-04-14 22:54:04.437587, cost_time=0:00:08.728954 2021-04-14 22:53:32,515 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=0.2408, top1-acc=91.74%, top5-acc=99.77%, remaining_time=0:00:31.680978, arrival_time=2021-04-14 22:54:04.196308, cost_time=0:00:10.849664 2021-04-14 22:53:34,642 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.83ms, fps=1204 images/s, loss=0.2407, top1-acc=91.73%, top5-acc=99.80%, remaining_time=0:00:29.413400, arrival_time=2021-04-14 22:54:04.055756, cost_time=0:00:12.976511 2021-04-14 22:53:36,779 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.36ms, fps=1198 images/s, loss=0.2399, top1-acc=91.72%, top5-acc=99.81%, remaining_time=0:00:27.205416, arrival_time=2021-04-14 22:54:03.985301, cost_time=0:00:15.114138 2021-04-14 22:53:38,908 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.2401, top1-acc=91.68%, top5-acc=99.83%, remaining_time=0:00:25.002060, arrival_time=2021-04-14 22:54:03.910577, cost_time=0:00:17.242818 2021-04-14 22:53:41,041 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.66ms, fps=1200 images/s, loss=0.2446, top1-acc=91.50%, top5-acc=99.81%, remaining_time=0:00:22.820846, arrival_time=2021-04-14 22:54:03.862721, cost_time=0:00:19.376210 2021-04-14 22:53:43,166 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.31ms, fps=1205 images/s, loss=0.2472, top1-acc=91.40%, top5-acc=99.81%, remaining_time=0:00:20.641152, arrival_time=2021-04-14 22:54:03.807995, cost_time=0:00:21.501172 2021-04-14 22:53:45,296 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.2487, top1-acc=91.32%, top5-acc=99.82%, remaining_time=0:00:18.474778, arrival_time=2021-04-14 22:54:03.771000, cost_time=0:00:23.630497 2021-04-14 22:53:47,426 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.91ms, fps=1202 images/s, loss=0.2508, top1-acc=91.26%, top5-acc=99.82%, remaining_time=0:00:16.315300, arrival_time=2021-04-14 22:54:03.741998, cost_time=0:00:25.761031 2021-04-14 22:53:49,554 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.2516, top1-acc=91.22%, top5-acc=99.82%, remaining_time=0:00:14.158914, arrival_time=2021-04-14 22:54:03.713385, cost_time=0:00:27.888733 2021-04-14 22:53:51,679 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.2526, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:12.005448, arrival_time=2021-04-14 22:54:03.684813, cost_time=0:00:30.013677 2021-04-14 22:53:53,801 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.2532, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:09.854902, arrival_time=2021-04-14 22:54:03.656168, cost_time=0:00:32.135592 2021-04-14 22:53:55,920 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.2540, top1-acc=91.18%, top5-acc=99.80%, remaining_time=0:00:07.707312, arrival_time=2021-04-14 22:54:03.627739, cost_time=0:00:34.254757 2021-04-14 22:53:58,045 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.2565, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:05.564026, arrival_time=2021-04-14 22:54:03.609813, cost_time=0:00:36.380114 2021-04-14 22:54:00,178 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.2587, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:03.423328, arrival_time=2021-04-14 22:54:03.601411, cost_time=0:00:38.512413 2021-04-14 22:54:02,303 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.22ms, fps=1205 images/s, loss=0.2598, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:01.283298, arrival_time=2021-04-14 22:54:03.586835, cost_time=0:00:40.637862 2021-04-14 22:54:03,457 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.23ms, fps=1179 images/s, loss=0.2614, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:03.457381, cost_time=0:00:41.791720 2021-04-14 22:54:04,473 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.44ms, fps=2526 images/s, loss=0.4569, top1-acc=84.92%, top5-acc=99.18%, remaining_time=0:00:03.040800, arrival_time=2021-04-14 22:54:07.514041, cost_time=0:00:01.013603 2021-04-14 22:54:05,328 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.43ms, fps=2995 images/s, loss=0.4659, top1-acc=84.37%, top5-acc=99.32%, remaining_time=0:00:01.868680, arrival_time=2021-04-14 22:54:07.196995, cost_time=0:00:01.868676 2021-04-14 22:54:06,183 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.41ms, fps=2997 images/s, loss=0.4659, top1-acc=84.44%, top5-acc=99.31%, remaining_time=0:00:00.907780, arrival_time=2021-04-14 22:54:07.090756, cost_time=0:00:02.723343 2021-04-14 22:54:06,962 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.4783, top1-acc=84.29%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:06.962797, cost_time=0:00:03.503189 2021-04-14 22:54:07,293 INFO : Epoch=0070 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:39:04.254290, arrival_time=2021-04-15 00:33:11.548148, cost_time=0:53:20.752335 2021-04-14 22:54:07,295 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 22:54:09,646 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.41ms, fps=1089 images/s, loss=0.2713, top1-acc=90.94%, top5-acc=99.73%, remaining_time=0:00:43.722276, arrival_time=2021-04-14 22:54:53.368241, cost_time=0:00:02.350656 2021-04-14 22:54:11,780 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.66ms, fps=1200 images/s, loss=0.2615, top1-acc=91.33%, top5-acc=99.73%, remaining_time=0:00:39.467472, arrival_time=2021-04-14 22:54:51.247651, cost_time=0:00:04.484936 2021-04-14 22:54:13,907 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.2556, top1-acc=91.35%, top5-acc=99.78%, remaining_time=0:00:36.585072, arrival_time=2021-04-14 22:54:50.492161, cost_time=0:00:06.611774 2021-04-14 22:54:16,032 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.2513, top1-acc=91.46%, top5-acc=99.81%, remaining_time=0:00:34.075860, arrival_time=2021-04-14 22:54:50.108420, cost_time=0:00:08.737392 2021-04-14 22:54:18,170 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.78ms, fps=1197 images/s, loss=0.2542, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:31.756752, arrival_time=2021-04-14 22:54:49.927577, cost_time=0:00:10.875591 2021-04-14 22:54:20,297 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2534, top1-acc=91.26%, top5-acc=99.83%, remaining_time=0:00:29.472152, arrival_time=2021-04-14 22:54:49.769712, cost_time=0:00:13.002401 2021-04-14 22:54:22,418 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.44ms, fps=1207 images/s, loss=0.2529, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:27.222300, arrival_time=2021-04-14 22:54:49.640968, cost_time=0:00:15.123513 2021-04-14 22:54:24,550 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.2540, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:25.020388, arrival_time=2021-04-14 22:54:49.571071, cost_time=0:00:17.255444 2021-04-14 22:54:26,695 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.90ms, fps=1194 images/s, loss=0.2553, top1-acc=91.21%, top5-acc=99.81%, remaining_time=0:00:22.849678, arrival_time=2021-04-14 22:54:49.545477, cost_time=0:00:19.400638 2021-04-14 22:54:28,826 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2547, top1-acc=91.23%, top5-acc=99.82%, remaining_time=0:00:20.670336, arrival_time=2021-04-14 22:54:49.497111, cost_time=0:00:21.531578 2021-04-14 22:54:30,956 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.94ms, fps=1202 images/s, loss=0.2543, top1-acc=91.18%, top5-acc=99.83%, remaining_time=0:00:18.498686, arrival_time=2021-04-14 22:54:49.454929, cost_time=0:00:23.661092 2021-04-14 22:54:33,090 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.90ms, fps=1200 images/s, loss=0.2514, top1-acc=91.29%, top5-acc=99.82%, remaining_time=0:00:16.336808, arrival_time=2021-04-14 22:54:49.426912, cost_time=0:00:25.794947 2021-04-14 22:54:35,215 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.2526, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:00:14.175084, arrival_time=2021-04-14 22:54:49.390827, cost_time=0:00:27.920587 2021-04-14 22:54:37,344 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.98ms, fps=1203 images/s, loss=0.2522, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:12.019616, arrival_time=2021-04-14 22:54:49.363817, cost_time=0:00:30.048981 2021-04-14 22:54:39,476 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.68ms, fps=1201 images/s, loss=0.2534, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:09.868794, arrival_time=2021-04-14 22:54:49.344798, cost_time=0:00:32.180826 2021-04-14 22:54:41,597 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.2534, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:07.717968, arrival_time=2021-04-14 22:54:49.315205, cost_time=0:00:34.302082 2021-04-14 22:54:43,719 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.2556, top1-acc=91.17%, top5-acc=99.79%, remaining_time=0:00:05.570734, arrival_time=2021-04-14 22:54:49.289853, cost_time=0:00:36.423959 2021-04-14 22:54:45,851 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=2.06ms, fps=1201 images/s, loss=0.2566, top1-acc=91.14%, top5-acc=99.79%, remaining_time=0:00:03.427184, arrival_time=2021-04-14 22:54:49.278156, cost_time=0:00:38.555813 2021-04-14 22:54:47,981 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.19ms, fps=1202 images/s, loss=0.2571, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:01.284834, arrival_time=2021-04-14 22:54:49.266468, cost_time=0:00:40.686484 2021-04-14 22:54:49,131 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.41ms, fps=1183 images/s, loss=0.2571, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:49.131282, cost_time=0:00:41.836124 2021-04-14 22:54:50,135 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.21ms, fps=2555 images/s, loss=0.4340, top1-acc=85.23%, top5-acc=99.69%, remaining_time=0:00:03.006180, arrival_time=2021-04-14 22:54:53.141462, cost_time=0:00:01.002056 2021-04-14 22:54:50,986 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.32ms, fps=3008 images/s, loss=0.4360, top1-acc=85.00%, top5-acc=99.49%, remaining_time=0:00:01.853560, arrival_time=2021-04-14 22:54:52.840350, cost_time=0:00:01.853555 2021-04-14 22:54:51,841 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.41ms, fps=2998 images/s, loss=0.4488, top1-acc=84.79%, top5-acc=99.54%, remaining_time=0:00:00.902590, arrival_time=2021-04-14 22:54:52.743579, cost_time=0:00:02.707768 2021-04-14 22:54:52,619 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=0.4566, top1-acc=84.81%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:52.619590, cost_time=0:00:03.486386 2021-04-14 22:54:52,916 INFO : Epoch=0071 complete, best val top1-acc=86.41%, top5-acc=99.50% (epoch=65), remaining_time=1:38:18.342594, arrival_time=2021-04-15 00:33:11.258746, cost_time=0:54:06.374602 2021-04-14 22:54:52,918 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 22:54:55,236 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.37ms, fps=1104 images/s, loss=0.2369, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:43.113312, arrival_time=2021-04-14 22:55:38.349568, cost_time=0:00:02.317924 2021-04-14 22:54:57,382 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=6.37ms, fps=1193 images/s, loss=0.2356, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:39.286368, arrival_time=2021-04-14 22:55:36.669053, cost_time=0:00:04.464366 2021-04-14 22:54:59,503 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.2430, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:36.434510, arrival_time=2021-04-14 22:55:35.937438, cost_time=0:00:06.584557 2021-04-14 22:55:01,630 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2396, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:33.977580, arrival_time=2021-04-14 22:55:35.608073, cost_time=0:00:08.712201 2021-04-14 22:55:03,758 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.2414, top1-acc=91.67%, top5-acc=99.83%, remaining_time=0:00:31.652800, arrival_time=2021-04-14 22:55:35.411031, cost_time=0:00:10.839998 2021-04-14 22:55:05,882 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.2382, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:29.384432, arrival_time=2021-04-14 22:55:35.266511, cost_time=0:00:12.963711 2021-04-14 22:55:08,015 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.61ms, fps=1200 images/s, loss=0.2400, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:27.174294, arrival_time=2021-04-14 22:55:35.189394, cost_time=0:00:15.096838 2021-04-14 22:55:10,142 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.73ms, fps=1204 images/s, loss=0.2413, top1-acc=91.63%, top5-acc=99.80%, remaining_time=0:00:24.975032, arrival_time=2021-04-14 22:55:35.117478, cost_time=0:00:17.224189 2021-04-14 22:55:12,266 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.2419, top1-acc=91.62%, top5-acc=99.80%, remaining_time=0:00:22.788410, arrival_time=2021-04-14 22:55:35.055323, cost_time=0:00:19.348672 2021-04-14 22:55:14,387 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.2450, top1-acc=91.58%, top5-acc=99.79%, remaining_time=0:00:20.610720, arrival_time=2021-04-14 22:55:34.998432, cost_time=0:00:21.469476 2021-04-14 22:55:16,517 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2468, top1-acc=91.48%, top5-acc=99.79%, remaining_time=0:00:18.449924, arrival_time=2021-04-14 22:55:34.966925, cost_time=0:00:23.598763 2021-04-14 22:55:18,640 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2488, top1-acc=91.35%, top5-acc=99.79%, remaining_time=0:00:16.290752, arrival_time=2021-04-14 22:55:34.931274, cost_time=0:00:25.722274 2021-04-14 22:55:20,768 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.67ms, fps=1203 images/s, loss=0.2500, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:14.139378, arrival_time=2021-04-14 22:55:34.907964, cost_time=0:00:27.850262 2021-04-14 22:55:22,896 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.2508, top1-acc=91.31%, top5-acc=99.81%, remaining_time=0:00:11.991280, arrival_time=2021-04-14 22:55:34.887672, cost_time=0:00:29.978153 2021-04-14 22:55:25,027 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=2.18ms, fps=1202 images/s, loss=0.2512, top1-acc=91.27%, top5-acc=99.81%, remaining_time=0:00:09.846760, arrival_time=2021-04-14 22:55:34.874158, cost_time=0:00:32.109064 2021-04-14 22:55:27,166 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.2523, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:07.705800, arrival_time=2021-04-14 22:55:34.872047, cost_time=0:00:34.248013 2021-04-14 22:55:29,308 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.48ms, fps=1195 images/s, loss=0.2543, top1-acc=91.16%, top5-acc=99.81%, remaining_time=0:00:05.565560, arrival_time=2021-04-14 22:55:34.874123, cost_time=0:00:36.390224 2021-04-14 22:55:31,438 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2550, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:03.423984, arrival_time=2021-04-14 22:55:34.862196, cost_time=0:00:38.519889 2021-04-14 22:55:33,569 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.2567, top1-acc=91.09%, top5-acc=99.81%, remaining_time=0:00:01.283706, arrival_time=2021-04-14 22:55:34.852837, cost_time=0:00:40.650734 2021-04-14 22:55:34,724 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.48ms, fps=1178 images/s, loss=0.2566, top1-acc=91.08%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:34.724013, cost_time=0:00:41.805749 2021-04-14 22:55:35,693 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=2.88ms, fps=2647 images/s, loss=0.3959, top1-acc=87.23%, top5-acc=99.73%, remaining_time=0:00:02.900970, arrival_time=2021-04-14 22:55:38.594025, cost_time=0:00:00.966992 2021-04-14 22:55:36,544 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.58ms, fps=3006 images/s, loss=0.4136, top1-acc=86.45%, top5-acc=99.51%, remaining_time=0:00:01.818860, arrival_time=2021-04-14 22:55:38.363797, cost_time=0:00:01.818866 2021-04-14 22:55:37,395 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.29ms, fps=3012 images/s, loss=0.4112, top1-acc=86.33%, top5-acc=99.44%, remaining_time=0:00:00.889760, arrival_time=2021-04-14 22:55:38.285099, cost_time=0:00:02.669273 2021-04-14 22:55:38,172 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.07ms, fps=2985 images/s, loss=0.4089, top1-acc=86.45%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:38.172948, cost_time=0:00:03.446909 2021-04-14 22:55:38,797 INFO : Epoch=0072 complete, best val top1-acc=86.45%, top5-acc=99.42% (epoch=72), remaining_time=1:37:32.898560, arrival_time=2021-04-15 00:33:11.695544, cost_time=0:54:52.255449 2021-04-14 22:55:38,798 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 22:55:41,122 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.56ms, fps=1102 images/s, loss=0.2467, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:43.218960, arrival_time=2021-04-14 22:56:24.340919, cost_time=0:00:02.323601 2021-04-14 22:55:43,261 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.94ms, fps=1197 images/s, loss=0.2453, top1-acc=91.87%, top5-acc=99.82%, remaining_time=0:00:39.274576, arrival_time=2021-04-14 22:56:22.536060, cost_time=0:00:04.463026 2021-04-14 22:55:45,390 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2306, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:36.474184, arrival_time=2021-04-14 22:56:21.864361, cost_time=0:00:06.591718 2021-04-14 22:55:47,515 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.63ms, fps=1205 images/s, loss=0.2364, top1-acc=91.75%, top5-acc=99.82%, remaining_time=0:00:33.997704, arrival_time=2021-04-14 22:56:21.513355, cost_time=0:00:08.717347 2021-04-14 22:55:49,643 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.2428, top1-acc=91.48%, top5-acc=99.83%, remaining_time=0:00:31.666378, arrival_time=2021-04-14 22:56:21.309387, cost_time=0:00:10.844641 2021-04-14 22:55:51,772 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.2421, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:29.408096, arrival_time=2021-04-14 22:56:21.180540, cost_time=0:00:12.974160 2021-04-14 22:55:53,900 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.2467, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:27.184248, arrival_time=2021-04-14 22:56:21.084863, cost_time=0:00:15.102342 2021-04-14 22:55:56,022 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.60ms, fps=1207 images/s, loss=0.2500, top1-acc=91.29%, top5-acc=99.82%, remaining_time=0:00:24.975612, arrival_time=2021-04-14 22:56:20.998488, cost_time=0:00:17.224528 2021-04-14 22:55:58,146 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2500, top1-acc=91.35%, top5-acc=99.80%, remaining_time=0:00:22.787244, arrival_time=2021-04-14 22:56:20.933222, cost_time=0:00:19.347680 2021-04-14 22:56:00,270 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.2510, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:20.613216, arrival_time=2021-04-14 22:56:20.883564, cost_time=0:00:21.472072 2021-04-14 22:56:02,391 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.2500, top1-acc=91.38%, top5-acc=99.81%, remaining_time=0:00:18.445280, arrival_time=2021-04-14 22:56:20.836317, cost_time=0:00:23.592765 2021-04-14 22:56:04,511 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2503, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:16.285128, arrival_time=2021-04-14 22:56:20.796773, cost_time=0:00:25.713341 2021-04-14 22:56:06,644 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.2511, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:14.137530, arrival_time=2021-04-14 22:56:20.782481, cost_time=0:00:27.846682 2021-04-14 22:56:08,776 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.78ms, fps=1201 images/s, loss=0.2509, top1-acc=91.38%, top5-acc=99.81%, remaining_time=0:00:11.991056, arrival_time=2021-04-14 22:56:20.767074, cost_time=0:00:29.977695 2021-04-14 22:56:10,909 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.68ms, fps=1200 images/s, loss=0.2531, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:09.847404, arrival_time=2021-04-14 22:56:20.756897, cost_time=0:00:32.111090 2021-04-14 22:56:13,048 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.57ms, fps=1197 images/s, loss=0.2536, top1-acc=91.28%, top5-acc=99.81%, remaining_time=0:00:07.706376, arrival_time=2021-04-14 22:56:20.755223, cost_time=0:00:34.250574 2021-04-14 22:56:15,179 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2523, top1-acc=91.35%, top5-acc=99.81%, remaining_time=0:00:05.564156, arrival_time=2021-04-14 22:56:20.743386, cost_time=0:00:36.380940 2021-04-14 22:56:17,299 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.2529, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:03.422336, arrival_time=2021-04-14 22:56:20.721892, cost_time=0:00:38.501287 2021-04-14 22:56:19,419 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.2527, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:01.282770, arrival_time=2021-04-14 22:56:20.702190, cost_time=0:00:40.621119 2021-04-14 22:56:20,570 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.23ms, fps=1182 images/s, loss=0.2532, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:20.570275, cost_time=0:00:41.771971 2021-04-14 22:56:21,564 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.56ms, fps=2582 images/s, loss=0.4706, top1-acc=84.22%, top5-acc=99.26%, remaining_time=0:00:02.974050, arrival_time=2021-04-14 22:56:24.538498, cost_time=0:00:00.991354 2021-04-14 22:56:22,415 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.47ms, fps=3010 images/s, loss=0.4716, top1-acc=84.24%, top5-acc=99.32%, remaining_time=0:00:01.842200, arrival_time=2021-04-14 22:56:24.257492, cost_time=0:00:01.842201 2021-04-14 22:56:23,267 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.45ms, fps=3004 images/s, loss=0.4722, top1-acc=84.31%, top5-acc=99.34%, remaining_time=0:00:00.898200, arrival_time=2021-04-14 22:56:24.165899, cost_time=0:00:02.694605 2021-04-14 22:56:24,045 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=2983 images/s, loss=0.4742, top1-acc=84.12%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:24.045829, cost_time=0:00:03.472756 2021-04-14 22:56:24,319 INFO : Epoch=0073 complete, best val top1-acc=86.45%, top5-acc=99.42% (epoch=72), remaining_time=1:36:46.819095, arrival_time=2021-04-15 00:33:11.138518, cost_time=0:55:37.777899 2021-04-14 22:56:24,320 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 22:56:26,658 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.43ms, fps=1095 images/s, loss=0.2243, top1-acc=92.19%, top5-acc=99.80%, remaining_time=0:00:43.480476, arrival_time=2021-04-14 22:57:10.139144, cost_time=0:00:02.337663 2021-04-14 22:56:28,785 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2345, top1-acc=91.86%, top5-acc=99.80%, remaining_time=0:00:39.292176, arrival_time=2021-04-14 22:57:08.078010, cost_time=0:00:04.465011 2021-04-14 22:56:30,921 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.76ms, fps=1199 images/s, loss=0.2414, top1-acc=91.65%, top5-acc=99.80%, remaining_time=0:00:36.523154, arrival_time=2021-04-14 22:57:07.444601, cost_time=0:00:06.600563 2021-04-14 22:56:33,055 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.2415, top1-acc=91.57%, top5-acc=99.83%, remaining_time=0:00:34.063848, arrival_time=2021-04-14 22:57:07.119013, cost_time=0:00:08.734338 2021-04-14 22:56:35,181 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.80ms, fps=1204 images/s, loss=0.2435, top1-acc=91.56%, top5-acc=99.84%, remaining_time=0:00:31.714266, arrival_time=2021-04-14 22:57:06.896103, cost_time=0:00:10.861036 2021-04-14 22:56:37,303 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.78ms, fps=1207 images/s, loss=0.2439, top1-acc=91.44%, top5-acc=99.85%, remaining_time=0:00:29.427544, arrival_time=2021-04-14 22:57:06.731149, cost_time=0:00:12.982733 2021-04-14 22:56:39,431 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.2458, top1-acc=91.38%, top5-acc=99.85%, remaining_time=0:00:27.198486, arrival_time=2021-04-14 22:57:06.629558, cost_time=0:00:15.110239 2021-04-14 22:56:41,552 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.2467, top1-acc=91.33%, top5-acc=99.85%, remaining_time=0:00:24.986400, arrival_time=2021-04-14 22:57:06.539244, cost_time=0:00:17.232036 2021-04-14 22:56:43,681 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2465, top1-acc=91.38%, top5-acc=99.84%, remaining_time=0:00:22.802932, arrival_time=2021-04-14 22:57:06.484723, cost_time=0:00:19.360940 2021-04-14 22:56:45,811 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.2488, top1-acc=91.33%, top5-acc=99.83%, remaining_time=0:00:20.631456, arrival_time=2021-04-14 22:57:06.443387, cost_time=0:00:21.491122 2021-04-14 22:56:47,945 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.71ms, fps=1200 images/s, loss=0.2472, top1-acc=91.31%, top5-acc=99.83%, remaining_time=0:00:18.470392, arrival_time=2021-04-14 22:57:06.416162, cost_time=0:00:23.624961 2021-04-14 22:56:50,083 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.2479, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:16.315984, arrival_time=2021-04-14 22:57:06.398977, cost_time=0:00:25.762030 2021-04-14 22:56:52,226 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.2495, top1-acc=91.27%, top5-acc=99.83%, remaining_time=0:00:14.167560, arrival_time=2021-04-14 22:57:06.394263, cost_time=0:00:27.905802 2021-04-14 22:56:54,355 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.2503, top1-acc=91.24%, top5-acc=99.82%, remaining_time=0:00:12.013568, arrival_time=2021-04-14 22:57:06.368475, cost_time=0:00:30.033927 2021-04-14 22:56:56,489 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.2497, top1-acc=91.27%, top5-acc=99.81%, remaining_time=0:00:09.864976, arrival_time=2021-04-14 22:57:06.354139, cost_time=0:00:32.168354 2021-04-14 22:56:58,624 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.2503, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:07.718400, arrival_time=2021-04-14 22:57:06.343239, cost_time=0:00:34.304033 2021-04-14 22:57:00,751 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=2.62ms, fps=1204 images/s, loss=0.2507, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:05.571748, arrival_time=2021-04-14 22:57:06.323357, cost_time=0:00:36.430689 2021-04-14 22:57:02,876 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.2512, top1-acc=91.23%, top5-acc=99.83%, remaining_time=0:00:03.427120, arrival_time=2021-04-14 22:57:06.303080, cost_time=0:00:38.555122 2021-04-14 22:57:05,006 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.2532, top1-acc=91.16%, top5-acc=99.83%, remaining_time=0:00:01.284816, arrival_time=2021-04-14 22:57:06.291525, cost_time=0:00:40.685851 2021-04-14 22:57:06,156 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.38ms, fps=1183 images/s, loss=0.2531, top1-acc=91.16%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:06.156328, cost_time=0:00:41.835528 2021-04-14 22:57:07,132 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.76ms, fps=2627 images/s, loss=0.4486, top1-acc=84.77%, top5-acc=99.53%, remaining_time=0:00:02.922900, arrival_time=2021-04-14 22:57:10.055472, cost_time=0:00:00.974299 2021-04-14 22:57:07,987 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.34ms, fps=2995 images/s, loss=0.4699, top1-acc=84.45%, top5-acc=99.41%, remaining_time=0:00:01.829500, arrival_time=2021-04-14 22:57:09.817156, cost_time=0:00:01.829491 2021-04-14 22:57:08,847 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=2.14ms, fps=2979 images/s, loss=0.4679, top1-acc=84.80%, top5-acc=99.34%, remaining_time=0:00:00.896500, arrival_time=2021-04-14 22:57:09.744174, cost_time=0:00:02.689506 2021-04-14 22:57:09,637 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.12ms, fps=2941 images/s, loss=0.4745, top1-acc=84.65%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:09.637029, cost_time=0:00:03.478882 2021-04-14 22:57:10,257 INFO : Epoch=0074 complete, best val top1-acc=86.45%, top5-acc=99.42% (epoch=72), remaining_time=1:36:01.461636, arrival_time=2021-04-15 00:33:11.718693, cost_time=0:56:23.715528 2021-04-14 22:57:10,258 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 22:57:12,610 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=2.30ms, fps=1088 images/s, loss=0.2673, top1-acc=91.48%, top5-acc=99.92%, remaining_time=0:00:43.753710, arrival_time=2021-04-14 22:57:56.364565, cost_time=0:00:02.352349 2021-04-14 22:57:14,757 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.48ms, fps=1193 images/s, loss=0.2555, top1-acc=91.39%, top5-acc=99.84%, remaining_time=0:00:39.591200, arrival_time=2021-04-14 22:57:54.348728, cost_time=0:00:04.498999 2021-04-14 22:57:16,908 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.49ms, fps=1191 images/s, loss=0.2432, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:36.795560, arrival_time=2021-04-14 22:57:53.703917, cost_time=0:00:06.649805 2021-04-14 22:57:19,032 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.2487, top1-acc=91.50%, top5-acc=99.76%, remaining_time=0:00:34.219068, arrival_time=2021-04-14 22:57:53.251742, cost_time=0:00:08.774133 2021-04-14 22:57:21,158 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.2481, top1-acc=91.41%, top5-acc=99.76%, remaining_time=0:00:31.829022, arrival_time=2021-04-14 22:57:52.987818, cost_time=0:00:10.900343 2021-04-14 22:57:23,290 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.55ms, fps=1201 images/s, loss=0.2453, top1-acc=91.65%, top5-acc=99.77%, remaining_time=0:00:29.538928, arrival_time=2021-04-14 22:57:52.829325, cost_time=0:00:13.031866 2021-04-14 22:57:25,413 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.2426, top1-acc=91.69%, top5-acc=99.77%, remaining_time=0:00:27.278496, arrival_time=2021-04-14 22:57:52.691633, cost_time=0:00:15.154696 2021-04-14 22:57:27,542 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.2396, top1-acc=91.82%, top5-acc=99.79%, remaining_time=0:00:25.062148, arrival_time=2021-04-14 22:57:52.604820, cost_time=0:00:17.284231 2021-04-14 22:57:29,673 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.2378, top1-acc=91.84%, top5-acc=99.81%, remaining_time=0:00:22.866002, arrival_time=2021-04-14 22:57:52.539019, cost_time=0:00:19.414502 2021-04-14 22:57:31,802 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.2415, top1-acc=91.68%, top5-acc=99.81%, remaining_time=0:00:20.682144, arrival_time=2021-04-14 22:57:52.484555, cost_time=0:00:21.543919 2021-04-14 22:57:33,926 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.2430, top1-acc=91.65%, top5-acc=99.81%, remaining_time=0:00:18.503674, arrival_time=2021-04-14 22:57:52.429650, cost_time=0:00:23.667532 2021-04-14 22:57:36,053 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.2435, top1-acc=91.61%, top5-acc=99.81%, remaining_time=0:00:16.336808, arrival_time=2021-04-14 22:57:52.390257, cost_time=0:00:25.795004 2021-04-14 22:57:38,191 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.2423, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:14.181288, arrival_time=2021-04-14 22:57:52.372567, cost_time=0:00:27.932838 2021-04-14 22:57:40,310 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.2442, top1-acc=91.58%, top5-acc=99.81%, remaining_time=0:00:12.020960, arrival_time=2021-04-14 22:57:52.331770, cost_time=0:00:30.052370 2021-04-14 22:57:42,449 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.61ms, fps=1197 images/s, loss=0.2452, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:09.871968, arrival_time=2021-04-14 22:57:52.321817, cost_time=0:00:32.191236 2021-04-14 22:57:44,577 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.2470, top1-acc=91.46%, top5-acc=99.82%, remaining_time=0:00:07.721856, arrival_time=2021-04-14 22:57:52.299663, cost_time=0:00:34.319341 2021-04-14 22:57:46,705 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.2490, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:05.574296, arrival_time=2021-04-14 22:57:52.280114, cost_time=0:00:36.447289 2021-04-14 22:57:48,831 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.2490, top1-acc=91.40%, top5-acc=99.82%, remaining_time=0:00:03.428736, arrival_time=2021-04-14 22:57:52.260463, cost_time=0:00:38.573283 2021-04-14 22:57:50,961 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.23ms, fps=1202 images/s, loss=0.2501, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:01.285356, arrival_time=2021-04-14 22:57:52.246796, cost_time=0:00:40.702910 2021-04-14 22:57:52,119 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.50ms, fps=1175 images/s, loss=0.2500, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:52.119326, cost_time=0:00:41.860805 2021-04-14 22:57:53,127 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.42ms, fps=2548 images/s, loss=0.3619, top1-acc=87.73%, top5-acc=99.53%, remaining_time=0:00:03.014400, arrival_time=2021-04-14 22:57:56.141996, cost_time=0:00:01.004803 2021-04-14 22:57:53,979 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.90ms, fps=3005 images/s, loss=0.3855, top1-acc=87.15%, top5-acc=99.49%, remaining_time=0:00:01.856940, arrival_time=2021-04-14 22:57:55.836719, cost_time=0:00:01.856936 2021-04-14 22:57:54,831 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.55ms, fps=3006 images/s, loss=0.3795, top1-acc=87.11%, top5-acc=99.47%, remaining_time=0:00:00.902980, arrival_time=2021-04-14 22:57:55.734728, cost_time=0:00:02.708955 2021-04-14 22:57:55,612 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.09ms, fps=2974 images/s, loss=0.3731, top1-acc=87.25%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:55.612106, cost_time=0:00:03.489337 2021-04-14 22:57:56,312 INFO : Epoch=0075 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:35:16.284000, arrival_time=2021-04-15 00:33:12.595967, cost_time=0:57:09.770416 2021-04-14 22:57:56,313 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 22:57:58,608 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.51ms, fps=1115 images/s, loss=0.2378, top1-acc=92.19%, top5-acc=99.84%, remaining_time=0:00:42.687930, arrival_time=2021-04-14 22:58:41.296845, cost_time=0:00:02.295050 2021-04-14 22:58:00,752 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.80ms, fps=1194 images/s, loss=0.2361, top1-acc=92.07%, top5-acc=99.80%, remaining_time=0:00:39.061792, arrival_time=2021-04-14 22:58:39.814543, cost_time=0:00:04.438847 2021-04-14 22:58:02,907 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=2.47ms, fps=1188 images/s, loss=0.2342, top1-acc=92.14%, top5-acc=99.78%, remaining_time=0:00:36.485306, arrival_time=2021-04-14 22:58:39.393005, cost_time=0:00:06.593737 2021-04-14 22:58:05,038 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2289, top1-acc=92.37%, top5-acc=99.80%, remaining_time=0:00:34.026096, arrival_time=2021-04-14 22:58:39.064696, cost_time=0:00:08.724646 2021-04-14 22:58:07,161 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.2317, top1-acc=92.23%, top5-acc=99.80%, remaining_time=0:00:31.675576, arrival_time=2021-04-14 22:58:38.837195, cost_time=0:00:10.847780 2021-04-14 22:58:09,284 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.2326, top1-acc=92.14%, top5-acc=99.80%, remaining_time=0:00:29.399120, arrival_time=2021-04-14 22:58:38.683250, cost_time=0:00:12.970203 2021-04-14 22:58:11,405 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.2339, top1-acc=92.00%, top5-acc=99.79%, remaining_time=0:00:27.163962, arrival_time=2021-04-14 22:58:38.568974, cost_time=0:00:15.091123 2021-04-14 22:58:13,534 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.2360, top1-acc=91.97%, top5-acc=99.80%, remaining_time=0:00:24.970276, arrival_time=2021-04-14 22:58:38.504984, cost_time=0:00:17.220868 2021-04-14 22:58:15,665 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.15ms, fps=1202 images/s, loss=0.2387, top1-acc=91.89%, top5-acc=99.77%, remaining_time=0:00:22.792120, arrival_time=2021-04-14 22:58:38.457856, cost_time=0:00:19.351811 2021-04-14 22:58:17,794 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.2398, top1-acc=91.77%, top5-acc=99.78%, remaining_time=0:00:20.621760, arrival_time=2021-04-14 22:58:38.416586, cost_time=0:00:21.480984 2021-04-14 22:58:19,920 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.2394, top1-acc=91.81%, top5-acc=99.78%, remaining_time=0:00:18.456374, arrival_time=2021-04-14 22:58:38.377252, cost_time=0:00:23.607031 2021-04-14 22:58:22,055 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.2380, top1-acc=91.86%, top5-acc=99.79%, remaining_time=0:00:16.302988, arrival_time=2021-04-14 22:58:38.358346, cost_time=0:00:25.741517 2021-04-14 22:58:24,185 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.2381, top1-acc=91.82%, top5-acc=99.80%, remaining_time=0:00:14.150400, arrival_time=2021-04-14 22:58:38.336184, cost_time=0:00:27.871943 2021-04-14 22:58:26,308 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2415, top1-acc=91.74%, top5-acc=99.78%, remaining_time=0:00:11.997944, arrival_time=2021-04-14 22:58:38.306678, cost_time=0:00:29.994894 2021-04-14 22:58:28,439 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.2432, top1-acc=91.67%, top5-acc=99.77%, remaining_time=0:00:09.851774, arrival_time=2021-04-14 22:58:38.291032, cost_time=0:00:32.125352 2021-04-14 22:58:30,579 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.58ms, fps=1196 images/s, loss=0.2450, top1-acc=91.59%, top5-acc=99.77%, remaining_time=0:00:07.709868, arrival_time=2021-04-14 22:58:38.289738, cost_time=0:00:34.266011 2021-04-14 22:58:32,702 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.2456, top1-acc=91.54%, top5-acc=99.78%, remaining_time=0:00:05.565326, arrival_time=2021-04-14 22:58:38.267896, cost_time=0:00:36.388722 2021-04-14 22:58:34,830 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.2461, top1-acc=91.52%, top5-acc=99.78%, remaining_time=0:00:03.423680, arrival_time=2021-04-14 22:58:38.253942, cost_time=0:00:38.516408 2021-04-14 22:58:36,959 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2458, top1-acc=91.53%, top5-acc=99.78%, remaining_time=0:00:01.283556, arrival_time=2021-04-14 22:58:38.243285, cost_time=0:00:40.645890 2021-04-14 22:58:38,118 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.48ms, fps=1174 images/s, loss=0.2470, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:38.118595, cost_time=0:00:41.804759 2021-04-14 22:58:39,100 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.44ms, fps=2612 images/s, loss=0.3929, top1-acc=86.99%, top5-acc=99.41%, remaining_time=0:00:02.940750, arrival_time=2021-04-14 22:58:42.041385, cost_time=0:00:00.980246 2021-04-14 22:58:39,952 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.81ms, fps=3007 images/s, loss=0.3904, top1-acc=86.84%, top5-acc=99.39%, remaining_time=0:00:01.831840, arrival_time=2021-04-14 22:58:41.784076, cost_time=0:00:01.831837 2021-04-14 22:58:40,802 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.72ms, fps=3011 images/s, loss=0.3952, top1-acc=86.71%, top5-acc=99.40%, remaining_time=0:00:00.894120, arrival_time=2021-04-14 22:58:41.696869, cost_time=0:00:02.682365 2021-04-14 22:58:41,583 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.3967, top1-acc=86.50%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:41.583542, cost_time=0:00:03.463179 2021-04-14 22:58:41,942 INFO : Epoch=0076 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:34:30.390792, arrival_time=2021-04-15 00:33:12.333137, cost_time=0:57:55.400823 2021-04-14 22:58:41,943 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 22:58:44,260 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.44ms, fps=1105 images/s, loss=0.2451, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:43.101036, arrival_time=2021-04-14 22:59:27.361911, cost_time=0:00:02.317256 2021-04-14 22:58:46,392 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.2499, top1-acc=91.35%, top5-acc=99.75%, remaining_time=0:00:39.151200, arrival_time=2021-04-14 22:59:25.543813, cost_time=0:00:04.448991 2021-04-14 22:58:48,532 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.2441, top1-acc=91.60%, top5-acc=99.80%, remaining_time=0:00:36.458912, arrival_time=2021-04-14 22:59:24.991498, cost_time=0:00:06.588952 2021-04-14 22:58:50,655 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2405, top1-acc=91.70%, top5-acc=99.79%, remaining_time=0:00:33.974460, arrival_time=2021-04-14 22:59:24.629496, cost_time=0:00:08.711410 2021-04-14 22:58:52,773 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.2411, top1-acc=91.65%, top5-acc=99.80%, remaining_time=0:00:31.624330, arrival_time=2021-04-14 22:59:24.398219, cost_time=0:00:10.830255 2021-04-14 22:58:54,901 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.2455, top1-acc=91.59%, top5-acc=99.77%, remaining_time=0:00:29.370968, arrival_time=2021-04-14 22:59:24.272391, cost_time=0:00:12.957800 2021-04-14 22:58:57,027 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.59ms, fps=1204 images/s, loss=0.2426, top1-acc=91.72%, top5-acc=99.78%, remaining_time=0:00:27.150858, arrival_time=2021-04-14 22:59:24.178318, cost_time=0:00:15.083826 2021-04-14 22:58:59,165 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.2434, top1-acc=91.67%, top5-acc=99.78%, remaining_time=0:00:24.971204, arrival_time=2021-04-14 22:59:24.136440, cost_time=0:00:17.221499 2021-04-14 22:59:01,289 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.2424, top1-acc=91.70%, top5-acc=99.78%, remaining_time=0:00:22.784806, arrival_time=2021-04-14 22:59:24.073983, cost_time=0:00:19.345555 2021-04-14 22:59:03,410 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.62ms, fps=1207 images/s, loss=0.2426, top1-acc=91.66%, top5-acc=99.79%, remaining_time=0:00:20.608512, arrival_time=2021-04-14 22:59:24.019346, cost_time=0:00:21.467209 2021-04-14 22:59:05,540 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2406, top1-acc=91.68%, top5-acc=99.80%, remaining_time=0:00:18.448290, arrival_time=2021-04-14 22:59:23.988588, cost_time=0:00:23.596671 2021-04-14 22:59:07,659 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=0.2404, top1-acc=91.66%, top5-acc=99.80%, remaining_time=0:00:16.286572, arrival_time=2021-04-14 22:59:23.945790, cost_time=0:00:25.715595 2021-04-14 22:59:09,788 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.2407, top1-acc=91.63%, top5-acc=99.82%, remaining_time=0:00:14.136672, arrival_time=2021-04-14 22:59:23.925301, cost_time=0:00:27.845004 2021-04-14 22:59:11,920 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.2419, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:00:11.990552, arrival_time=2021-04-14 22:59:23.910565, cost_time=0:00:29.976392 2021-04-14 22:59:14,049 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.2425, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:09.845702, arrival_time=2021-04-14 22:59:23.894819, cost_time=0:00:32.105491 2021-04-14 22:59:16,179 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.2444, top1-acc=91.49%, top5-acc=99.82%, remaining_time=0:00:07.702956, arrival_time=2021-04-14 22:59:23.881957, cost_time=0:00:34.235327 2021-04-14 22:59:18,305 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2445, top1-acc=91.49%, top5-acc=99.82%, remaining_time=0:00:05.561166, arrival_time=2021-04-14 22:59:23.866239, cost_time=0:00:36.361452 2021-04-14 22:59:20,436 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.2442, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:03.421536, arrival_time=2021-04-14 22:59:23.857512, cost_time=0:00:38.492273 2021-04-14 22:59:22,558 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.24ms, fps=1206 images/s, loss=0.2444, top1-acc=91.49%, top5-acc=99.83%, remaining_time=0:00:01.282584, arrival_time=2021-04-14 22:59:23.841320, cost_time=0:00:40.615105 2021-04-14 22:59:23,719 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.24ms, fps=1172 images/s, loss=0.2444, top1-acc=91.50%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:23.719814, cost_time=0:00:41.776204 2021-04-14 22:59:24,721 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=2560 images/s, loss=0.4002, top1-acc=86.45%, top5-acc=99.57%, remaining_time=0:00:03.000240, arrival_time=2021-04-14 22:59:27.721858, cost_time=0:00:01.000082 2021-04-14 22:59:25,573 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.37ms, fps=3007 images/s, loss=0.4025, top1-acc=86.39%, top5-acc=99.53%, remaining_time=0:00:01.851780, arrival_time=2021-04-14 22:59:27.425078, cost_time=0:00:01.851771 2021-04-14 22:59:26,425 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.36ms, fps=3005 images/s, loss=0.4055, top1-acc=86.13%, top5-acc=99.52%, remaining_time=0:00:00.901380, arrival_time=2021-04-14 22:59:27.327048, cost_time=0:00:02.704148 2021-04-14 22:59:27,205 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.4049, top1-acc=86.15%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:27.205567, cost_time=0:00:03.484071 2021-04-14 22:59:27,542 INFO : Epoch=0077 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:33:44.456424, arrival_time=2021-04-15 00:33:11.999122, cost_time=0:58:41.001172 2021-04-14 22:59:27,543 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 22:59:29,855 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.37ms, fps=1108 images/s, loss=0.2308, top1-acc=92.15%, top5-acc=99.88%, remaining_time=0:00:42.986832, arrival_time=2021-04-14 23:00:12.842052, cost_time=0:00:02.311121 2021-04-14 22:59:31,979 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.2354, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:39.029408, arrival_time=2021-04-14 23:00:11.008669, cost_time=0:00:04.435150 2021-04-14 22:59:34,105 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.2270, top1-acc=92.15%, top5-acc=99.83%, remaining_time=0:00:36.306358, arrival_time=2021-04-14 23:00:10.411865, cost_time=0:00:06.561380 2021-04-14 22:59:36,230 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.2317, top1-acc=91.99%, top5-acc=99.82%, remaining_time=0:00:33.876804, arrival_time=2021-04-14 23:00:10.107190, cost_time=0:00:08.686359 2021-04-14 22:59:38,349 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.48ms, fps=1208 images/s, loss=0.2313, top1-acc=91.98%, top5-acc=99.84%, remaining_time=0:00:31.552352, arrival_time=2021-04-14 23:00:09.901973, cost_time=0:00:10.805610 2021-04-14 22:59:40,471 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.69ms, fps=1207 images/s, loss=0.2290, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:29.302152, arrival_time=2021-04-14 23:00:09.773728, cost_time=0:00:12.927408 2021-04-14 22:59:42,593 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.87ms, fps=1207 images/s, loss=0.2310, top1-acc=91.85%, top5-acc=99.84%, remaining_time=0:00:27.088740, arrival_time=2021-04-14 23:00:09.682095, cost_time=0:00:15.049310 2021-04-14 22:59:44,726 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.2297, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:24.914364, arrival_time=2021-04-14 23:00:09.640739, cost_time=0:00:17.182335 2021-04-14 22:59:46,855 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=2.11ms, fps=1202 images/s, loss=0.2309, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:22.745056, arrival_time=2021-04-14 23:00:09.600909, cost_time=0:00:19.311832 2021-04-14 22:59:48,999 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=4.55ms, fps=1195 images/s, loss=0.2332, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:20.596896, arrival_time=2021-04-14 23:00:09.596033, cost_time=0:00:21.455056 2021-04-14 22:59:51,128 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2333, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:18.438744, arrival_time=2021-04-14 23:00:09.567254, cost_time=0:00:23.584480 2021-04-14 22:59:53,252 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.78ms, fps=1206 images/s, loss=0.2353, top1-acc=91.75%, top5-acc=99.85%, remaining_time=0:00:16.282012, arrival_time=2021-04-14 23:00:09.534487, cost_time=0:00:25.708442 2021-04-14 22:59:55,384 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.90ms, fps=1201 images/s, loss=0.2366, top1-acc=91.70%, top5-acc=99.84%, remaining_time=0:00:14.134230, arrival_time=2021-04-14 23:00:09.518592, cost_time=0:00:27.840206 2021-04-14 22:59:57,531 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.44ms, fps=1193 images/s, loss=0.2387, top1-acc=91.64%, top5-acc=99.84%, remaining_time=0:00:11.994920, arrival_time=2021-04-14 23:00:09.526292, cost_time=0:00:29.987325 2021-04-14 22:59:59,657 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.2391, top1-acc=91.68%, top5-acc=99.85%, remaining_time=0:00:09.848186, arrival_time=2021-04-14 23:00:09.505885, cost_time=0:00:32.113666 2021-04-14 23:00:01,785 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.2402, top1-acc=91.62%, top5-acc=99.84%, remaining_time=0:00:07.704288, arrival_time=2021-04-14 23:00:09.489647, cost_time=0:00:34.241341 2021-04-14 23:00:03,916 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.2402, top1-acc=91.62%, top5-acc=99.84%, remaining_time=0:00:05.562856, arrival_time=2021-04-14 23:00:09.479504, cost_time=0:00:36.372587 2021-04-14 23:00:06,046 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.2410, top1-acc=91.57%, top5-acc=99.85%, remaining_time=0:00:03.422448, arrival_time=2021-04-14 23:00:09.469070, cost_time=0:00:38.502604 2021-04-14 23:00:08,173 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.2417, top1-acc=91.55%, top5-acc=99.84%, remaining_time=0:00:01.283034, arrival_time=2021-04-14 23:00:09.456537, cost_time=0:00:40.629485 2021-04-14 23:00:09,324 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.37ms, fps=1182 images/s, loss=0.2428, top1-acc=91.52%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:09.324477, cost_time=0:00:41.780453 2021-04-14 23:00:10,351 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.21ms, fps=2497 images/s, loss=0.4334, top1-acc=85.39%, top5-acc=99.41%, remaining_time=0:00:03.075120, arrival_time=2021-04-14 23:00:13.426495, cost_time=0:00:01.025039 2021-04-14 23:00:11,201 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.53ms, fps=3012 images/s, loss=0.4580, top1-acc=84.98%, top5-acc=99.36%, remaining_time=0:00:01.875340, arrival_time=2021-04-14 23:00:13.077008, cost_time=0:00:01.875335 2021-04-14 23:00:12,053 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.37ms, fps=3006 images/s, loss=0.4522, top1-acc=84.86%, top5-acc=99.43%, remaining_time=0:00:00.909120, arrival_time=2021-04-14 23:00:12.962870, cost_time=0:00:02.727367 2021-04-14 23:00:12,841 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.10ms, fps=2949 images/s, loss=0.4595, top1-acc=84.67%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:12.841019, cost_time=0:00:03.514696 2021-04-14 23:00:13,133 INFO : Epoch=0078 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:32:58.515636, arrival_time=2021-04-15 00:33:11.649153, cost_time=0:59:26.591994 2021-04-14 23:00:13,134 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 23:00:15,415 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.51ms, fps=1122 images/s, loss=0.2304, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:00:42.426972, arrival_time=2021-04-14 23:00:57.842869, cost_time=0:00:02.281020 2021-04-14 23:00:17,540 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.93ms, fps=1205 images/s, loss=0.2348, top1-acc=92.05%, top5-acc=99.82%, remaining_time=0:00:38.770160, arrival_time=2021-04-14 23:00:56.310706, cost_time=0:00:04.405696 2021-04-14 23:00:19,665 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.76ms, fps=1205 images/s, loss=0.2323, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:36.137536, arrival_time=2021-04-14 23:00:55.803252, cost_time=0:00:06.530877 2021-04-14 23:00:21,791 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.2268, top1-acc=92.30%, top5-acc=99.87%, remaining_time=0:00:33.761676, arrival_time=2021-04-14 23:00:55.553361, cost_time=0:00:08.656832 2021-04-14 23:00:23,911 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.57ms, fps=1208 images/s, loss=0.2330, top1-acc=92.09%, top5-acc=99.87%, remaining_time=0:00:31.468402, arrival_time=2021-04-14 23:00:55.380066, cost_time=0:00:10.776830 2021-04-14 23:00:26,034 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.2346, top1-acc=91.99%, top5-acc=99.86%, remaining_time=0:00:29.238368, arrival_time=2021-04-14 23:00:55.272552, cost_time=0:00:12.899274 2021-04-14 23:00:28,170 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.2337, top1-acc=91.94%, top5-acc=99.86%, remaining_time=0:00:27.064926, arrival_time=2021-04-14 23:00:55.235857, cost_time=0:00:15.036099 2021-04-14 23:00:30,298 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.2357, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:24.887336, arrival_time=2021-04-14 23:00:55.185878, cost_time=0:00:17.163695 2021-04-14 23:00:32,426 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.2358, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:22.721736, arrival_time=2021-04-14 23:00:55.148618, cost_time=0:00:19.292049 2021-04-14 23:00:34,548 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.2359, top1-acc=91.80%, top5-acc=99.86%, remaining_time=0:00:20.557440, arrival_time=2021-04-14 23:00:55.106289, cost_time=0:00:21.414018 2021-04-14 23:00:36,668 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.2388, top1-acc=91.69%, top5-acc=99.85%, remaining_time=0:00:18.399012, arrival_time=2021-04-14 23:00:55.067530, cost_time=0:00:23.533674 2021-04-14 23:00:38,798 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.90ms, fps=1202 images/s, loss=0.2398, top1-acc=91.66%, top5-acc=99.85%, remaining_time=0:00:16.253740, arrival_time=2021-04-14 23:00:55.052431, cost_time=0:00:25.663809 2021-04-14 23:00:40,922 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.2400, top1-acc=91.61%, top5-acc=99.85%, remaining_time=0:00:14.107566, arrival_time=2021-04-14 23:00:55.030021, cost_time=0:00:27.787617 2021-04-14 23:00:43,046 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.2403, top1-acc=91.58%, top5-acc=99.85%, remaining_time=0:00:11.964624, arrival_time=2021-04-14 23:00:55.011029, cost_time=0:00:29.911576 2021-04-14 23:00:45,177 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.2416, top1-acc=91.57%, top5-acc=99.85%, remaining_time=0:00:09.826290, arrival_time=2021-04-14 23:00:55.003414, cost_time=0:00:32.042201 2021-04-14 23:00:47,307 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.2437, top1-acc=91.52%, top5-acc=99.85%, remaining_time=0:00:07.688844, arrival_time=2021-04-14 23:00:54.996384, cost_time=0:00:34.172614 2021-04-14 23:00:49,440 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.2450, top1-acc=91.48%, top5-acc=99.85%, remaining_time=0:00:05.552690, arrival_time=2021-04-14 23:00:54.993560, cost_time=0:00:36.306032 2021-04-14 23:00:51,565 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.2441, top1-acc=91.53%, top5-acc=99.85%, remaining_time=0:00:03.416064, arrival_time=2021-04-14 23:00:54.981643, cost_time=0:00:38.430663 2021-04-14 23:00:53,685 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.21ms, fps=1208 images/s, loss=0.2443, top1-acc=91.54%, top5-acc=99.85%, remaining_time=0:00:01.280538, arrival_time=2021-04-14 23:00:54.965748, cost_time=0:00:40.550380 2021-04-14 23:00:54,840 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.24ms, fps=1177 images/s, loss=0.2444, top1-acc=91.54%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:54.840633, cost_time=0:00:41.705795 2021-04-14 23:00:55,846 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.24ms, fps=2552 images/s, loss=0.4335, top1-acc=85.59%, top5-acc=99.73%, remaining_time=0:00:03.008880, arrival_time=2021-04-14 23:00:58.855042, cost_time=0:00:01.002963 2021-04-14 23:00:56,700 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.59ms, fps=2998 images/s, loss=0.4305, top1-acc=85.62%, top5-acc=99.71%, remaining_time=0:00:01.857140, arrival_time=2021-04-14 23:00:58.557564, cost_time=0:00:01.857143 2021-04-14 23:00:57,557 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.54ms, fps=2989 images/s, loss=0.4229, top1-acc=85.59%, top5-acc=99.60%, remaining_time=0:00:00.904730, arrival_time=2021-04-14 23:00:58.462184, cost_time=0:00:02.714195 2021-04-14 23:00:58,341 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=0.4211, top1-acc=85.60%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:58.341713, cost_time=0:00:03.498552 2021-04-14 23:00:58,733 INFO : Epoch=0079 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:32:12.598071, arrival_time=2021-04-15 00:33:11.331807, cost_time=1:00:12.192162 2021-04-14 23:00:58,736 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 23:01:01,077 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.50ms, fps=1094 images/s, loss=0.2318, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:00:43.541484, arrival_time=2021-04-14 23:01:44.618754, cost_time=0:00:02.340937 2021-04-14 23:01:03,198 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.45ms, fps=1207 images/s, loss=0.2310, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:39.268240, arrival_time=2021-04-14 23:01:42.466848, cost_time=0:00:04.462292 2021-04-14 23:01:05,324 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.2267, top1-acc=92.06%, top5-acc=99.84%, remaining_time=0:00:36.453766, arrival_time=2021-04-14 23:01:41.778121, cost_time=0:00:06.588035 2021-04-14 23:01:07,452 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=2.28ms, fps=1203 images/s, loss=0.2216, top1-acc=92.17%, top5-acc=99.86%, remaining_time=0:00:33.994116, arrival_time=2021-04-14 23:01:41.446904, cost_time=0:00:08.716422 2021-04-14 23:01:09,583 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.2219, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:31.674408, arrival_time=2021-04-14 23:01:41.258125, cost_time=0:00:10.847395 2021-04-14 23:01:11,709 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2245, top1-acc=92.15%, top5-acc=99.86%, remaining_time=0:00:29.405648, arrival_time=2021-04-14 23:01:41.115021, cost_time=0:00:12.973055 2021-04-14 23:01:13,829 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.2255, top1-acc=92.10%, top5-acc=99.87%, remaining_time=0:00:27.168246, arrival_time=2021-04-14 23:01:40.998107, cost_time=0:00:15.093475 2021-04-14 23:01:15,957 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2264, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:24.970044, arrival_time=2021-04-14 23:01:40.927080, cost_time=0:00:17.220706 2021-04-14 23:01:18,076 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.2271, top1-acc=92.04%, top5-acc=99.86%, remaining_time=0:00:22.778976, arrival_time=2021-04-14 23:01:40.855911, cost_time=0:00:19.340621 2021-04-14 23:01:20,204 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.2279, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:20.609472, arrival_time=2021-04-14 23:01:40.814046, cost_time=0:00:21.468250 2021-04-14 23:01:22,322 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.2289, top1-acc=91.99%, top5-acc=99.85%, remaining_time=0:00:18.440378, arrival_time=2021-04-14 23:01:40.763264, cost_time=0:00:23.586568 2021-04-14 23:01:24,440 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.2310, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:16.279048, arrival_time=2021-04-14 23:01:40.719158, cost_time=0:00:25.703803 2021-04-14 23:01:26,567 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.2312, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:14.129544, arrival_time=2021-04-14 23:01:40.696800, cost_time=0:00:27.830940 2021-04-14 23:01:28,688 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2326, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:11.981032, arrival_time=2021-04-14 23:01:40.669970, cost_time=0:00:29.952617 2021-04-14 23:01:30,812 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2344, top1-acc=91.72%, top5-acc=99.85%, remaining_time=0:00:09.836594, arrival_time=2021-04-14 23:01:40.648695, cost_time=0:00:32.075787 2021-04-14 23:01:32,944 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.2355, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:07.696872, arrival_time=2021-04-14 23:01:40.641469, cost_time=0:00:34.208259 2021-04-14 23:01:35,077 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=2.10ms, fps=1201 images/s, loss=0.2365, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:05.557994, arrival_time=2021-04-14 23:01:40.634994, cost_time=0:00:36.340676 2021-04-14 23:01:37,208 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.68ms, fps=1201 images/s, loss=0.2366, top1-acc=91.71%, top5-acc=99.84%, remaining_time=0:00:03.419728, arrival_time=2021-04-14 23:01:40.627978, cost_time=0:00:38.471880 2021-04-14 23:01:39,340 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.2387, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:00:01.282230, arrival_time=2021-04-14 23:01:40.622576, cost_time=0:00:40.604040 2021-04-14 23:01:40,493 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.40ms, fps=1180 images/s, loss=0.2380, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:40.493595, cost_time=0:00:41.757256 2021-04-14 23:01:41,538 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.44ms, fps=2455 images/s, loss=0.4517, top1-acc=85.27%, top5-acc=99.57%, remaining_time=0:00:03.127860, arrival_time=2021-04-14 23:01:44.666146, cost_time=0:00:01.042620 2021-04-14 23:01:42,387 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.37ms, fps=3014 images/s, loss=0.4452, top1-acc=85.53%, top5-acc=99.59%, remaining_time=0:00:01.892180, arrival_time=2021-04-14 23:01:44.280028, cost_time=0:00:01.892184 2021-04-14 23:01:43,241 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.38ms, fps=3001 images/s, loss=0.4521, top1-acc=85.21%, top5-acc=99.47%, remaining_time=0:00:00.915140, arrival_time=2021-04-14 23:01:44.156233, cost_time=0:00:02.745433 2021-04-14 23:01:44,021 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.4498, top1-acc=85.23%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:44.021467, cost_time=0:00:03.525829 2021-04-14 23:01:44,353 INFO : Epoch=0080 complete, best val top1-acc=87.25%, top5-acc=99.53% (epoch=75), remaining_time=1:31:26.717880, arrival_time=2021-04-15 00:33:11.071340, cost_time=1:00:57.811939 2021-04-14 23:01:44,354 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 23:01:46,662 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.60ms, fps=1109 images/s, loss=0.2617, top1-acc=91.48%, top5-acc=99.73%, remaining_time=0:00:42.917268, arrival_time=2021-04-14 23:02:29.579462, cost_time=0:00:02.307381 2021-04-14 23:01:48,797 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.61ms, fps=1199 images/s, loss=0.2434, top1-acc=91.93%, top5-acc=99.82%, remaining_time=0:00:39.096816, arrival_time=2021-04-14 23:02:27.894441, cost_time=0:00:04.442818 2021-04-14 23:01:50,917 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.70ms, fps=1208 images/s, loss=0.2313, top1-acc=92.17%, top5-acc=99.86%, remaining_time=0:00:36.311338, arrival_time=2021-04-14 23:02:27.228349, cost_time=0:00:06.562287 2021-04-14 23:01:53,045 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.2298, top1-acc=92.09%, top5-acc=99.87%, remaining_time=0:00:33.891312, arrival_time=2021-04-14 23:02:26.936256, cost_time=0:00:08.690061 2021-04-14 23:01:55,180 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.2280, top1-acc=92.04%, top5-acc=99.88%, remaining_time=0:00:31.610460, arrival_time=2021-04-14 23:02:26.790660, cost_time=0:00:10.825478 2021-04-14 23:01:57,297 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.35ms, fps=1209 images/s, loss=0.2273, top1-acc=92.02%, top5-acc=99.88%, remaining_time=0:00:29.337376, arrival_time=2021-04-14 23:02:26.635029, cost_time=0:00:12.942932 2021-04-14 23:01:59,431 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2310, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:27.138006, arrival_time=2021-04-14 23:02:26.569503, cost_time=0:00:15.076684 2021-04-14 23:02:01,558 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.2321, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:00:24.945104, arrival_time=2021-04-14 23:02:26.503343, cost_time=0:00:17.203507 2021-04-14 23:02:03,696 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.62ms, fps=1198 images/s, loss=0.2306, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:22.779824, arrival_time=2021-04-14 23:02:26.475925, cost_time=0:00:19.341374 2021-04-14 23:02:05,825 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.85ms, fps=1202 images/s, loss=0.2307, top1-acc=91.90%, top5-acc=99.85%, remaining_time=0:00:20.611872, arrival_time=2021-04-14 23:02:26.437320, cost_time=0:00:21.470694 2021-04-14 23:02:07,954 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2309, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:18.450870, arrival_time=2021-04-14 23:02:26.405570, cost_time=0:00:23.599973 2021-04-14 23:02:10,092 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.2314, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:16.300404, arrival_time=2021-04-14 23:02:26.392651, cost_time=0:00:25.737520 2021-04-14 23:02:12,227 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.2310, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:14.150532, arrival_time=2021-04-14 23:02:26.377615, cost_time=0:00:27.872282 2021-04-14 23:02:14,353 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.83ms, fps=1204 images/s, loss=0.2317, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:11.999624, arrival_time=2021-04-14 23:02:26.353418, cost_time=0:00:29.999070 2021-04-14 23:02:16,473 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.66ms, fps=1208 images/s, loss=0.2318, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:09.849842, arrival_time=2021-04-14 23:02:26.323721, cost_time=0:00:32.119094 2021-04-14 23:02:18,596 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.2325, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:07.704324, arrival_time=2021-04-14 23:02:26.300536, cost_time=0:00:34.241456 2021-04-14 23:02:20,717 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2335, top1-acc=91.83%, top5-acc=99.85%, remaining_time=0:00:05.561348, arrival_time=2021-04-14 23:02:26.278679, cost_time=0:00:36.362604 2021-04-14 23:02:22,859 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.44ms, fps=1195 images/s, loss=0.2334, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:03.422640, arrival_time=2021-04-14 23:02:26.282110, cost_time=0:00:38.504704 2021-04-14 23:02:24,992 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.23ms, fps=1201 images/s, loss=0.2346, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:01.283280, arrival_time=2021-04-14 23:02:26.275289, cost_time=0:00:40.637286 2021-04-14 23:02:26,144 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.25ms, fps=1181 images/s, loss=0.2355, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:26.143957, cost_time=0:00:41.789164 2021-04-14 23:02:27,120 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=2.14ms, fps=2627 images/s, loss=0.3749, top1-acc=87.62%, top5-acc=99.41%, remaining_time=0:00:02.923410, arrival_time=2021-04-14 23:02:30.043804, cost_time=0:00:00.974470 2021-04-14 23:02:27,977 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.34ms, fps=2990 images/s, loss=0.3777, top1-acc=87.21%, top5-acc=99.51%, remaining_time=0:00:01.831160, arrival_time=2021-04-14 23:02:29.808234, cost_time=0:00:01.831155 2021-04-14 23:02:28,827 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.53ms, fps=3011 images/s, loss=0.3696, top1-acc=87.60%, top5-acc=99.49%, remaining_time=0:00:00.893900, arrival_time=2021-04-14 23:02:29.721562, cost_time=0:00:02.681713 2021-04-14 23:02:29,609 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.10ms, fps=2970 images/s, loss=0.3935, top1-acc=87.40%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:29.609256, cost_time=0:00:03.463329 2021-04-14 23:02:30,225 INFO : Epoch=0081 complete, best val top1-acc=87.40%, top5-acc=99.45% (epoch=81), remaining_time=1:30:41.215143, arrival_time=2021-04-15 00:33:11.440908, cost_time=1:01:43.684227 2021-04-14 23:02:30,226 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 23:02:32,549 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.50ms, fps=1102 images/s, loss=0.2173, top1-acc=91.87%, top5-acc=99.96%, remaining_time=0:00:43.201662, arrival_time=2021-04-14 23:03:15.751421, cost_time=0:00:02.322672 2021-04-14 23:02:34,689 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.2370, top1-acc=91.41%, top5-acc=99.92%, remaining_time=0:00:39.269120, arrival_time=2021-04-14 23:03:13.958766, cost_time=0:00:04.462401 2021-04-14 23:02:36,818 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.63ms, fps=1203 images/s, loss=0.2318, top1-acc=91.50%, top5-acc=99.93%, remaining_time=0:00:36.473520, arrival_time=2021-04-14 23:03:13.292218, cost_time=0:00:06.591597 2021-04-14 23:02:38,949 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.2323, top1-acc=91.48%, top5-acc=99.95%, remaining_time=0:00:34.015332, arrival_time=2021-04-14 23:03:12.964377, cost_time=0:00:08.721895 2021-04-14 23:02:41,074 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.67ms, fps=1205 images/s, loss=0.2266, top1-acc=91.69%, top5-acc=99.95%, remaining_time=0:00:31.674700, arrival_time=2021-04-14 23:03:12.749301, cost_time=0:00:10.847483 2021-04-14 23:02:43,204 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.2244, top1-acc=91.93%, top5-acc=99.94%, remaining_time=0:00:29.416392, arrival_time=2021-04-14 23:03:12.621308, cost_time=0:00:12.977839 2021-04-14 23:02:45,332 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.2284, top1-acc=91.84%, top5-acc=99.92%, remaining_time=0:00:27.188910, arrival_time=2021-04-14 23:03:12.521012, cost_time=0:00:15.104937 2021-04-14 23:02:47,459 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2293, top1-acc=91.87%, top5-acc=99.90%, remaining_time=0:00:24.986400, arrival_time=2021-04-14 23:03:12.445524, cost_time=0:00:17.232003 2021-04-14 23:02:49,594 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.2298, top1-acc=91.87%, top5-acc=99.89%, remaining_time=0:00:22.810776, arrival_time=2021-04-14 23:03:12.405516, cost_time=0:00:19.367660 2021-04-14 23:02:51,721 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.2295, top1-acc=91.92%, top5-acc=99.89%, remaining_time=0:00:20.634912, arrival_time=2021-04-14 23:03:12.356674, cost_time=0:00:21.494688 2021-04-14 23:02:53,853 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.93ms, fps=1201 images/s, loss=0.2302, top1-acc=91.91%, top5-acc=99.89%, remaining_time=0:00:18.471424, arrival_time=2021-04-14 23:03:12.324770, cost_time=0:00:23.626268 2021-04-14 23:02:55,977 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.2313, top1-acc=91.91%, top5-acc=99.90%, remaining_time=0:00:16.308688, arrival_time=2021-04-14 23:03:12.286338, cost_time=0:00:25.750575 2021-04-14 23:02:58,101 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.2310, top1-acc=91.97%, top5-acc=99.90%, remaining_time=0:00:14.151654, arrival_time=2021-04-14 23:03:12.253320, cost_time=0:00:27.874521 2021-04-14 23:03:00,239 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.89ms, fps=1198 images/s, loss=0.2322, top1-acc=91.91%, top5-acc=99.90%, remaining_time=0:00:12.005056, arrival_time=2021-04-14 23:03:12.244841, cost_time=0:00:30.012690 2021-04-14 23:03:02,362 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.2328, top1-acc=91.87%, top5-acc=99.90%, remaining_time=0:00:09.854718, arrival_time=2021-04-14 23:03:12.216698, cost_time=0:00:32.134912 2021-04-14 23:03:04,483 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.2337, top1-acc=91.83%, top5-acc=99.90%, remaining_time=0:00:07.707780, arrival_time=2021-04-14 23:03:12.191611, cost_time=0:00:34.256745 2021-04-14 23:03:06,610 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2327, top1-acc=91.88%, top5-acc=99.89%, remaining_time=0:00:05.564494, arrival_time=2021-04-14 23:03:12.174819, cost_time=0:00:36.383259 2021-04-14 23:03:08,741 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.94ms, fps=1201 images/s, loss=0.2337, top1-acc=91.85%, top5-acc=99.89%, remaining_time=0:00:03.423504, arrival_time=2021-04-14 23:03:12.165140, cost_time=0:00:38.514508 2021-04-14 23:03:10,864 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.17ms, fps=1206 images/s, loss=0.2351, top1-acc=91.82%, top5-acc=99.88%, remaining_time=0:00:01.283274, arrival_time=2021-04-14 23:03:12.147432, cost_time=0:00:40.637084 2021-04-14 23:03:12,013 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.22ms, fps=1184 images/s, loss=0.2361, top1-acc=91.78%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:12.013169, cost_time=0:00:41.786100 2021-04-14 23:03:13,027 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.24ms, fps=2529 images/s, loss=0.4038, top1-acc=86.09%, top5-acc=99.41%, remaining_time=0:00:03.037230, arrival_time=2021-04-14 23:03:16.064628, cost_time=0:00:01.012407 2021-04-14 23:03:13,879 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.43ms, fps=3004 images/s, loss=0.4058, top1-acc=86.23%, top5-acc=99.30%, remaining_time=0:00:01.864880, arrival_time=2021-04-14 23:03:15.744756, cost_time=0:00:01.864886 2021-04-14 23:03:14,729 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.31ms, fps=3015 images/s, loss=0.3974, top1-acc=86.42%, top5-acc=99.39%, remaining_time=0:00:00.904800, arrival_time=2021-04-14 23:03:15.634195, cost_time=0:00:02.714406 2021-04-14 23:03:15,510 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.3998, top1-acc=86.30%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:15.510400, cost_time=0:00:03.495441 2021-04-14 23:03:15,815 INFO : Epoch=0082 complete, best val top1-acc=87.40%, top5-acc=99.45% (epoch=81), remaining_time=1:29:55.296064, arrival_time=2021-04-15 00:33:11.111172, cost_time=1:02:29.273546 2021-04-14 23:03:15,816 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 23:03:18,144 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.35ms, fps=1100 images/s, loss=0.2375, top1-acc=91.80%, top5-acc=99.92%, remaining_time=0:00:43.295220, arrival_time=2021-04-14 23:04:01.439564, cost_time=0:00:02.327704 2021-04-14 23:03:20,284 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=2.02ms, fps=1197 images/s, loss=0.2283, top1-acc=92.21%, top5-acc=99.90%, remaining_time=0:00:39.314000, arrival_time=2021-04-14 23:03:59.598231, cost_time=0:00:04.467504 2021-04-14 23:03:22,411 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.2279, top1-acc=92.12%, top5-acc=99.90%, remaining_time=0:00:36.492444, arrival_time=2021-04-14 23:03:58.904201, cost_time=0:00:06.595033 2021-04-14 23:03:24,546 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.56ms, fps=1200 images/s, loss=0.2263, top1-acc=92.20%, top5-acc=99.89%, remaining_time=0:00:34.043880, arrival_time=2021-04-14 23:03:58.589860, cost_time=0:00:08.729190 2021-04-14 23:03:26,678 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.2278, top1-acc=92.10%, top5-acc=99.91%, remaining_time=0:00:31.717624, arrival_time=2021-04-14 23:03:58.396462, cost_time=0:00:10.862176 2021-04-14 23:03:28,807 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.02ms, fps=1203 images/s, loss=0.2303, top1-acc=92.05%, top5-acc=99.91%, remaining_time=0:00:29.446040, arrival_time=2021-04-14 23:03:58.253582, cost_time=0:00:12.990902 2021-04-14 23:03:30,944 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.81ms, fps=1198 images/s, loss=0.2318, top1-acc=91.92%, top5-acc=99.92%, remaining_time=0:00:27.230868, arrival_time=2021-04-14 23:03:58.175779, cost_time=0:00:15.128271 2021-04-14 23:03:33,079 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.71ms, fps=1199 images/s, loss=0.2336, top1-acc=91.85%, top5-acc=99.89%, remaining_time=0:00:25.031292, arrival_time=2021-04-14 23:03:58.110968, cost_time=0:00:17.262954 2021-04-14 23:03:35,202 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.58ms, fps=1206 images/s, loss=0.2340, top1-acc=91.79%, top5-acc=99.88%, remaining_time=0:00:22.832188, arrival_time=2021-04-14 23:03:58.034689, cost_time=0:00:19.385849 2021-04-14 23:03:37,324 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.2348, top1-acc=91.79%, top5-acc=99.88%, remaining_time=0:00:20.647104, arrival_time=2021-04-14 23:03:57.971179, cost_time=0:00:21.507448 2021-04-14 23:03:39,452 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.2339, top1-acc=91.80%, top5-acc=99.87%, remaining_time=0:00:18.479078, arrival_time=2021-04-14 23:03:57.931772, cost_time=0:00:23.636063 2021-04-14 23:03:41,576 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.2345, top1-acc=91.78%, top5-acc=99.87%, remaining_time=0:00:16.314616, arrival_time=2021-04-14 23:03:57.891226, cost_time=0:00:25.759966 2021-04-14 23:03:43,702 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.2338, top1-acc=91.81%, top5-acc=99.86%, remaining_time=0:00:14.157330, arrival_time=2021-04-14 23:03:57.859568, cost_time=0:00:27.885614 2021-04-14 23:03:45,829 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.31ms, fps=1204 images/s, loss=0.2335, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:12.005112, arrival_time=2021-04-14 23:03:57.834548, cost_time=0:00:30.012731 2021-04-14 23:03:47,952 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.2358, top1-acc=91.79%, top5-acc=99.85%, remaining_time=0:00:09.855086, arrival_time=2021-04-14 23:03:57.807880, cost_time=0:00:32.136132 2021-04-14 23:03:50,078 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.2367, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:07.709004, arrival_time=2021-04-14 23:03:57.787934, cost_time=0:00:34.262294 2021-04-14 23:03:52,227 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=2.14ms, fps=1191 images/s, loss=0.2365, top1-acc=91.76%, top5-acc=99.85%, remaining_time=0:00:05.568784, arrival_time=2021-04-14 23:03:57.796650, cost_time=0:00:36.411219 2021-04-14 23:03:54,350 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.58ms, fps=1206 images/s, loss=0.2369, top1-acc=91.75%, top5-acc=99.85%, remaining_time=0:00:03.425216, arrival_time=2021-04-14 23:03:57.775548, cost_time=0:00:38.533695 2021-04-14 23:03:56,474 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.26ms, fps=1205 images/s, loss=0.2380, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:01.283934, arrival_time=2021-04-14 23:03:57.758540, cost_time=0:00:40.657974 2021-04-14 23:03:57,631 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.45ms, fps=1176 images/s, loss=0.2382, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:57.631209, cost_time=0:00:41.814569 2021-04-14 23:03:58,639 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=2545 images/s, loss=0.4351, top1-acc=85.35%, top5-acc=99.77%, remaining_time=0:00:03.018120, arrival_time=2021-04-14 23:04:01.657323, cost_time=0:00:01.006035 2021-04-14 23:03:59,492 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.35ms, fps=3003 images/s, loss=0.4242, top1-acc=85.82%, top5-acc=99.57%, remaining_time=0:00:01.858840, arrival_time=2021-04-14 23:04:01.350842, cost_time=0:00:01.858832 2021-04-14 23:04:00,346 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.36ms, fps=2997 images/s, loss=0.4218, top1-acc=85.99%, top5-acc=99.53%, remaining_time=0:00:00.904480, arrival_time=2021-04-14 23:04:01.251098, cost_time=0:00:02.713445 2021-04-14 23:04:01,127 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.10ms, fps=2974 images/s, loss=0.4208, top1-acc=85.91%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:01.127148, cost_time=0:00:03.494001 2021-04-14 23:04:01,421 INFO : Epoch=0083 complete, best val top1-acc=87.40%, top5-acc=99.45% (epoch=81), remaining_time=1:29:09.409416, arrival_time=2021-04-15 00:33:10.831085, cost_time=1:03:14.880145 2021-04-14 23:04:01,422 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 23:04:03,719 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=5.03ms, fps=1115 images/s, loss=0.2341, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:42.707646, arrival_time=2021-04-14 23:04:46.426784, cost_time=0:00:02.296111 2021-04-14 23:04:05,840 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.84ms, fps=1207 images/s, loss=0.2373, top1-acc=91.89%, top5-acc=99.86%, remaining_time=0:00:38.869776, arrival_time=2021-04-14 23:04:44.709823, cost_time=0:00:04.417015 2021-04-14 23:04:07,969 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.2322, top1-acc=91.98%, top5-acc=99.87%, remaining_time=0:00:36.222860, arrival_time=2021-04-14 23:04:44.192201, cost_time=0:00:06.546310 2021-04-14 23:04:10,087 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.64ms, fps=1209 images/s, loss=0.2311, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:33.790692, arrival_time=2021-04-14 23:04:43.877934, cost_time=0:00:08.664292 2021-04-14 23:04:12,217 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.2302, top1-acc=92.04%, top5-acc=99.86%, remaining_time=0:00:31.519648, arrival_time=2021-04-14 23:04:43.737036, cost_time=0:00:10.794395 2021-04-14 23:04:14,343 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=2.05ms, fps=1205 images/s, loss=0.2256, top1-acc=92.11%, top5-acc=99.84%, remaining_time=0:00:29.285968, arrival_time=2021-04-14 23:04:43.629288, cost_time=0:00:12.920250 2021-04-14 23:04:16,470 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.2281, top1-acc=92.00%, top5-acc=99.84%, remaining_time=0:00:27.085338, arrival_time=2021-04-14 23:04:43.555721, cost_time=0:00:15.047422 2021-04-14 23:04:18,607 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.44ms, fps=1198 images/s, loss=0.2283, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:24.917612, arrival_time=2021-04-14 23:04:43.525126, cost_time=0:00:17.184533 2021-04-14 23:04:20,737 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.2274, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:22.748130, arrival_time=2021-04-14 23:04:43.485482, cost_time=0:00:19.314407 2021-04-14 23:04:22,866 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.91ms, fps=1203 images/s, loss=0.2264, top1-acc=92.01%, top5-acc=99.86%, remaining_time=0:00:20.585568, arrival_time=2021-04-14 23:04:43.451806, cost_time=0:00:21.443295 2021-04-14 23:04:24,991 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.2278, top1-acc=91.98%, top5-acc=99.86%, remaining_time=0:00:18.426618, arrival_time=2021-04-14 23:04:43.418542, cost_time=0:00:23.568979 2021-04-14 23:04:27,116 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2281, top1-acc=91.99%, top5-acc=99.87%, remaining_time=0:00:16.272512, arrival_time=2021-04-14 23:04:43.388868, cost_time=0:00:25.693416 2021-04-14 23:04:29,248 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.69ms, fps=1201 images/s, loss=0.2278, top1-acc=92.02%, top5-acc=99.87%, remaining_time=0:00:14.126508, arrival_time=2021-04-14 23:04:43.374511, cost_time=0:00:27.824948 2021-04-14 23:04:31,378 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.2302, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:11.982040, arrival_time=2021-04-14 23:04:43.360067, cost_time=0:00:29.955083 2021-04-14 23:04:33,502 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.71ms, fps=1205 images/s, loss=0.2312, top1-acc=91.91%, top5-acc=99.86%, remaining_time=0:00:09.837606, arrival_time=2021-04-14 23:04:43.339783, cost_time=0:00:32.079222 2021-04-14 23:04:35,629 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2321, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:07.696368, arrival_time=2021-04-14 23:04:43.325425, cost_time=0:00:34.206113 2021-04-14 23:04:37,758 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.2324, top1-acc=91.87%, top5-acc=99.86%, remaining_time=0:00:05.557136, arrival_time=2021-04-14 23:04:43.315173, cost_time=0:00:36.335039 2021-04-14 23:04:39,891 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2336, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:03.419456, arrival_time=2021-04-14 23:04:43.311319, cost_time=0:00:38.468928 2021-04-14 23:04:42,026 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.2331, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:01.282206, arrival_time=2021-04-14 23:04:43.308327, cost_time=0:00:40.603175 2021-04-14 23:04:43,178 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=3.19ms, fps=1181 images/s, loss=0.2327, top1-acc=91.90%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:43.177977, cost_time=0:00:41.755033 2021-04-14 23:04:44,211 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.25ms, fps=2482 images/s, loss=0.4096, top1-acc=86.64%, top5-acc=99.57%, remaining_time=0:00:03.094380, arrival_time=2021-04-14 23:04:47.305922, cost_time=0:00:01.031461 2021-04-14 23:04:45,062 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.45ms, fps=3010 images/s, loss=0.4199, top1-acc=86.31%, top5-acc=99.57%, remaining_time=0:00:01.882500, arrival_time=2021-04-14 23:04:46.945006, cost_time=0:00:01.882506 2021-04-14 23:04:45,918 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=2.03ms, fps=2991 images/s, loss=0.4089, top1-acc=86.59%, top5-acc=99.57%, remaining_time=0:00:00.912890, arrival_time=2021-04-14 23:04:46.831656, cost_time=0:00:02.738679 2021-04-14 23:04:46,699 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.4156, top1-acc=86.68%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:46.699622, cost_time=0:00:03.519654 2021-04-14 23:04:47,017 INFO : Epoch=0084 complete, best val top1-acc=87.40%, top5-acc=99.45% (epoch=81), remaining_time=1:28:23.515012, arrival_time=2021-04-15 00:33:10.532941, cost_time=1:04:00.476403 2021-04-14 23:04:47,019 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 23:04:49,312 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.39ms, fps=1116 images/s, loss=0.1990, top1-acc=92.66%, top5-acc=99.92%, remaining_time=0:00:42.648684, arrival_time=2021-04-14 23:05:31.961032, cost_time=0:00:02.292942 2021-04-14 23:04:51,442 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.89ms, fps=1202 images/s, loss=0.2191, top1-acc=92.07%, top5-acc=99.80%, remaining_time=0:00:38.921344, arrival_time=2021-04-14 23:05:30.363558, cost_time=0:00:04.422884 2021-04-14 23:04:53,576 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.2158, top1-acc=92.34%, top5-acc=99.80%, remaining_time=0:00:36.282952, arrival_time=2021-04-14 23:05:29.859435, cost_time=0:00:06.557154 2021-04-14 23:04:55,713 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.62ms, fps=1198 images/s, loss=0.2188, top1-acc=92.24%, top5-acc=99.84%, remaining_time=0:00:33.907848, arrival_time=2021-04-14 23:05:29.621576, cost_time=0:00:08.694335 2021-04-14 23:04:57,854 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.30ms, fps=1196 images/s, loss=0.2219, top1-acc=92.04%, top5-acc=99.85%, remaining_time=0:00:31.637762, arrival_time=2021-04-14 23:05:29.491956, cost_time=0:00:10.834852 2021-04-14 23:04:59,993 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.37ms, fps=1197 images/s, loss=0.2224, top1-acc=92.01%, top5-acc=99.82%, remaining_time=0:00:29.407688, arrival_time=2021-04-14 23:05:29.400980, cost_time=0:00:12.973961 2021-04-14 23:05:02,122 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.95ms, fps=1203 images/s, loss=0.2225, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:27.184500, arrival_time=2021-04-14 23:05:29.306413, cost_time=0:00:15.102495 2021-04-14 23:05:04,243 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.2215, top1-acc=92.04%, top5-acc=99.83%, remaining_time=0:00:24.974336, arrival_time=2021-04-14 23:05:29.217395, cost_time=0:00:17.223708 2021-04-14 23:05:06,375 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.2208, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:22.797632, arrival_time=2021-04-14 23:05:29.173505, cost_time=0:00:19.356467 2021-04-14 23:05:08,504 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2222, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:20.625696, arrival_time=2021-04-14 23:05:29.130122, cost_time=0:00:21.485100 2021-04-14 23:05:10,630 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.2238, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:18.459556, arrival_time=2021-04-14 23:05:29.089952, cost_time=0:00:23.611074 2021-04-14 23:05:12,755 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.2248, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:16.299492, arrival_time=2021-04-14 23:05:29.054929, cost_time=0:00:25.736041 2021-04-14 23:05:14,875 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.2242, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:14.142480, arrival_time=2021-04-14 23:05:29.018171, cost_time=0:00:27.856349 2021-04-14 23:05:16,999 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.2234, top1-acc=92.11%, top5-acc=99.84%, remaining_time=0:00:11.992064, arrival_time=2021-04-14 23:05:28.991549, cost_time=0:00:29.980153 2021-04-14 23:05:19,130 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.2251, top1-acc=92.04%, top5-acc=99.83%, remaining_time=0:00:09.847542, arrival_time=2021-04-14 23:05:28.978383, cost_time=0:00:32.111520 2021-04-14 23:05:21,253 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2255, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:07.702776, arrival_time=2021-04-14 23:05:28.956708, cost_time=0:00:34.234614 2021-04-14 23:05:23,382 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.68ms, fps=1203 images/s, loss=0.2243, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:05.561478, arrival_time=2021-04-14 23:05:28.944351, cost_time=0:00:36.363552 2021-04-14 23:05:25,512 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2252, top1-acc=92.04%, top5-acc=99.82%, remaining_time=0:00:03.421616, arrival_time=2021-04-14 23:05:28.934063, cost_time=0:00:38.493128 2021-04-14 23:05:27,642 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.2265, top1-acc=92.00%, top5-acc=99.82%, remaining_time=0:00:01.282830, arrival_time=2021-04-14 23:05:28.925120, cost_time=0:00:40.622865 2021-04-14 23:05:28,809 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.81ms, fps=1166 images/s, loss=0.2272, top1-acc=91.99%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:28.809447, cost_time=0:00:41.790122 2021-04-14 23:05:29,827 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.43ms, fps=2521 images/s, loss=0.3692, top1-acc=87.58%, top5-acc=99.45%, remaining_time=0:00:03.046590, arrival_time=2021-04-14 23:05:32.873687, cost_time=0:00:01.015531 2021-04-14 23:05:30,680 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.30ms, fps=3001 images/s, loss=0.3942, top1-acc=86.89%, top5-acc=99.45%, remaining_time=0:00:01.869200, arrival_time=2021-04-14 23:05:32.549847, cost_time=0:00:01.869204 2021-04-14 23:05:31,533 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.51ms, fps=3001 images/s, loss=0.3989, top1-acc=86.76%, top5-acc=99.45%, remaining_time=0:00:00.907490, arrival_time=2021-04-14 23:05:32.441403, cost_time=0:00:02.722463 2021-04-14 23:05:32,317 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=2964 images/s, loss=0.3899, top1-acc=86.86%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:32.317110, cost_time=0:00:03.505503 2021-04-14 23:05:32,643 INFO : Epoch=0085 complete, best val top1-acc=87.40%, top5-acc=99.45% (epoch=81), remaining_time=1:27:37.666715, arrival_time=2021-04-15 00:33:10.309736, cost_time=1:04:46.101489 2021-04-14 23:05:32,644 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 23:05:34,945 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.35ms, fps=1112 images/s, loss=0.2262, top1-acc=91.95%, top5-acc=99.88%, remaining_time=0:00:42.803250, arrival_time=2021-04-14 23:06:17.749019, cost_time=0:00:02.301246 2021-04-14 23:05:37,077 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.2204, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:39.011104, arrival_time=2021-04-14 23:06:16.088710, cost_time=0:00:04.433080 2021-04-14 23:05:39,207 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.2143, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:36.315156, arrival_time=2021-04-14 23:06:15.522716, cost_time=0:00:06.562978 2021-04-14 23:05:41,332 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.2085, top1-acc=92.87%, top5-acc=99.89%, remaining_time=0:00:33.882420, arrival_time=2021-04-14 23:06:15.214672, cost_time=0:00:08.687792 2021-04-14 23:05:43,454 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.2123, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:31.566514, arrival_time=2021-04-14 23:06:15.021435, cost_time=0:00:10.810441 2021-04-14 23:05:45,589 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.2105, top1-acc=92.73%, top5-acc=99.89%, remaining_time=0:00:29.341320, arrival_time=2021-04-14 23:06:14.930462, cost_time=0:00:12.944708 2021-04-14 23:05:47,727 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.2137, top1-acc=92.61%, top5-acc=99.87%, remaining_time=0:00:27.148716, arrival_time=2021-04-14 23:06:14.875824, cost_time=0:00:15.082595 2021-04-14 23:05:49,853 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.2149, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:24.953572, arrival_time=2021-04-14 23:06:14.807387, cost_time=0:00:17.209371 2021-04-14 23:05:51,988 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.2164, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:22.782686, arrival_time=2021-04-14 23:06:14.770933, cost_time=0:00:19.343815 2021-04-14 23:05:54,118 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.2178, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:20.614656, arrival_time=2021-04-14 23:06:14.732703, cost_time=0:00:21.473609 2021-04-14 23:05:56,243 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.2171, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:18.450010, arrival_time=2021-04-14 23:06:14.693330, cost_time=0:00:23.598854 2021-04-14 23:05:58,387 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.38ms, fps=1194 images/s, loss=0.2176, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:16.303824, arrival_time=2021-04-14 23:06:14.691184, cost_time=0:00:25.742928 2021-04-14 23:06:00,514 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.2171, top1-acc=92.56%, top5-acc=99.87%, remaining_time=0:00:14.149476, arrival_time=2021-04-14 23:06:14.664178, cost_time=0:00:27.870201 2021-04-14 23:06:02,634 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.2185, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:11.996040, arrival_time=2021-04-14 23:06:14.630552, cost_time=0:00:29.990055 2021-04-14 23:06:04,761 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.2186, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:09.849290, arrival_time=2021-04-14 23:06:14.611084, cost_time=0:00:32.117324 2021-04-14 23:06:06,889 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.88ms, fps=1204 images/s, loss=0.2185, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:07.705044, arrival_time=2021-04-14 23:06:14.594086, cost_time=0:00:34.244576 2021-04-14 23:06:09,018 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.2183, top1-acc=92.53%, top5-acc=99.88%, remaining_time=0:00:05.563090, arrival_time=2021-04-14 23:06:14.581608, cost_time=0:00:36.374079 2021-04-14 23:06:11,151 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2189, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:03.422880, arrival_time=2021-04-14 23:06:14.574668, cost_time=0:00:38.507349 2021-04-14 23:06:13,282 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.27ms, fps=1202 images/s, loss=0.2190, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:01.283316, arrival_time=2021-04-14 23:06:14.566061, cost_time=0:00:40.638315 2021-04-14 23:06:14,434 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.19ms, fps=1182 images/s, loss=0.2191, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:14.434027, cost_time=0:00:41.789598 2021-04-14 23:06:15,451 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.24ms, fps=2521 images/s, loss=0.3670, top1-acc=88.16%, top5-acc=99.73%, remaining_time=0:00:03.046440, arrival_time=2021-04-14 23:06:18.497836, cost_time=0:00:01.015482 2021-04-14 23:06:16,304 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.43ms, fps=3004 images/s, loss=0.3815, top1-acc=88.03%, top5-acc=99.55%, remaining_time=0:00:01.868220, arrival_time=2021-04-14 23:06:18.172256, cost_time=0:00:01.868212 2021-04-14 23:06:17,156 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.54ms, fps=3004 images/s, loss=0.3874, top1-acc=87.85%, top5-acc=99.53%, remaining_time=0:00:00.906940, arrival_time=2021-04-14 23:06:18.063651, cost_time=0:00:02.720817 2021-04-14 23:06:17,936 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.3877, top1-acc=87.54%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:17.936259, cost_time=0:00:03.500462 2021-04-14 23:06:18,595 INFO : Epoch=0086 complete, best val top1-acc=87.54%, top5-acc=99.49% (epoch=86), remaining_time=1:26:52.257270, arrival_time=2021-04-15 00:33:10.852579, cost_time=1:05:32.053767 2021-04-14 23:06:18,596 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 23:06:20,945 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.37ms, fps=1090 images/s, loss=0.2237, top1-acc=92.70%, top5-acc=99.84%, remaining_time=0:00:43.687680, arrival_time=2021-04-14 23:07:04.633271, cost_time=0:00:02.348798 2021-04-14 23:06:23,077 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.2258, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:00:39.426992, arrival_time=2021-04-14 23:07:02.504062, cost_time=0:00:04.480336 2021-04-14 23:06:25,211 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2254, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:36.601340, arrival_time=2021-04-14 23:07:01.812754, cost_time=0:00:06.614703 2021-04-14 23:06:27,334 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.2293, top1-acc=92.13%, top5-acc=99.89%, remaining_time=0:00:34.075392, arrival_time=2021-04-14 23:07:01.409440, cost_time=0:00:08.737270 2021-04-14 23:06:29,458 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.88ms, fps=1205 images/s, loss=0.2270, top1-acc=92.21%, top5-acc=99.91%, remaining_time=0:00:31.717040, arrival_time=2021-04-14 23:07:01.175768, cost_time=0:00:10.861993 2021-04-14 23:06:31,586 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=2.16ms, fps=1204 images/s, loss=0.2226, top1-acc=92.36%, top5-acc=99.90%, remaining_time=0:00:29.442640, arrival_time=2021-04-14 23:07:01.028798, cost_time=0:00:12.989388 2021-04-14 23:06:33,716 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.2222, top1-acc=92.38%, top5-acc=99.88%, remaining_time=0:00:27.215874, arrival_time=2021-04-14 23:07:00.932523, cost_time=0:00:15.119933 2021-04-14 23:06:35,839 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.61ms, fps=1206 images/s, loss=0.2179, top1-acc=92.48%, top5-acc=99.89%, remaining_time=0:00:25.002524, arrival_time=2021-04-14 23:07:00.842369, cost_time=0:00:17.243144 2021-04-14 23:06:37,965 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.2185, top1-acc=92.43%, top5-acc=99.89%, remaining_time=0:00:22.811518, arrival_time=2021-04-14 23:07:00.776493, cost_time=0:00:19.368271 2021-04-14 23:06:40,094 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.2187, top1-acc=92.41%, top5-acc=99.89%, remaining_time=0:00:20.637504, arrival_time=2021-04-14 23:07:00.731751, cost_time=0:00:21.497440 2021-04-14 23:06:42,214 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.2195, top1-acc=92.39%, top5-acc=99.89%, remaining_time=0:00:18.464888, arrival_time=2021-04-14 23:07:00.679490, cost_time=0:00:23.617851 2021-04-14 23:06:44,343 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.84ms, fps=1203 images/s, loss=0.2197, top1-acc=92.37%, top5-acc=99.90%, remaining_time=0:00:16.306256, arrival_time=2021-04-14 23:07:00.649719, cost_time=0:00:25.746753 2021-04-14 23:06:46,470 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.2194, top1-acc=92.36%, top5-acc=99.89%, remaining_time=0:00:14.151126, arrival_time=2021-04-14 23:07:00.621292, cost_time=0:00:27.873449 2021-04-14 23:06:48,590 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=0.2208, top1-acc=92.32%, top5-acc=99.88%, remaining_time=0:00:11.997496, arrival_time=2021-04-14 23:07:00.587907, cost_time=0:00:29.993695 2021-04-14 23:06:50,708 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.55ms, fps=1209 images/s, loss=0.2208, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:09.847680, arrival_time=2021-04-14 23:07:00.556335, cost_time=0:00:32.111941 2021-04-14 23:06:52,831 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.2212, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:07.702740, arrival_time=2021-04-14 23:07:00.533818, cost_time=0:00:34.234363 2021-04-14 23:06:54,958 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.2211, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:05.561218, arrival_time=2021-04-14 23:07:00.519705, cost_time=0:00:36.361775 2021-04-14 23:06:57,081 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.2207, top1-acc=92.34%, top5-acc=99.87%, remaining_time=0:00:03.420912, arrival_time=2021-04-14 23:07:00.502816, cost_time=0:00:38.485186 2021-04-14 23:06:59,210 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.2219, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:01.282524, arrival_time=2021-04-14 23:07:00.492567, cost_time=0:00:40.613328 2021-04-14 23:07:00,364 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.24ms, fps=1179 images/s, loss=0.2217, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:00.364180, cost_time=0:00:41.767387 2021-04-14 23:07:01,406 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.21ms, fps=2462 images/s, loss=0.3703, top1-acc=87.93%, top5-acc=99.57%, remaining_time=0:00:03.119370, arrival_time=2021-04-14 23:07:04.525332, cost_time=0:00:01.039791 2021-04-14 23:07:02,257 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.52ms, fps=3007 images/s, loss=0.3726, top1-acc=87.70%, top5-acc=99.63%, remaining_time=0:00:01.891360, arrival_time=2021-04-14 23:07:04.148886, cost_time=0:00:01.891356 2021-04-14 23:07:03,108 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.40ms, fps=3009 images/s, loss=0.3618, top1-acc=87.86%, top5-acc=99.65%, remaining_time=0:00:00.914180, arrival_time=2021-04-14 23:07:04.022887, cost_time=0:00:02.742540 2021-04-14 23:07:03,887 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=2979 images/s, loss=0.3600, top1-acc=88.12%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:03.887788, cost_time=0:00:03.521624 2021-04-14 23:07:04,506 INFO : Epoch=0087 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:26:06.781942, arrival_time=2021-04-15 00:33:11.288322, cost_time=1:06:17.964841 2021-04-14 23:07:04,507 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 23:07:06,830 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.50ms, fps=1102 images/s, loss=0.2094, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:43.203150, arrival_time=2021-04-14 23:07:50.033683, cost_time=0:00:02.322748 2021-04-14 23:07:08,956 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.2030, top1-acc=92.91%, top5-acc=99.90%, remaining_time=0:00:39.145920, arrival_time=2021-04-14 23:07:48.102112, cost_time=0:00:04.448391 2021-04-14 23:07:11,079 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.55ms, fps=1206 images/s, loss=0.2032, top1-acc=93.01%, top5-acc=99.92%, remaining_time=0:00:36.361304, arrival_time=2021-04-14 23:07:47.440458, cost_time=0:00:06.571316 2021-04-14 23:07:13,217 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.68ms, fps=1197 images/s, loss=0.2042, top1-acc=92.95%, top5-acc=99.90%, remaining_time=0:00:33.968688, arrival_time=2021-04-14 23:07:47.186347, cost_time=0:00:08.709939 2021-04-14 23:07:15,350 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.11ms, fps=1200 images/s, loss=0.2024, top1-acc=92.95%, top5-acc=99.90%, remaining_time=0:00:31.661560, arrival_time=2021-04-14 23:07:47.012306, cost_time=0:00:10.843002 2021-04-14 23:07:17,490 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.32ms, fps=1197 images/s, loss=0.2007, top1-acc=93.07%, top5-acc=99.90%, remaining_time=0:00:29.426728, arrival_time=2021-04-14 23:07:46.916860, cost_time=0:00:12.982406 2021-04-14 23:07:19,621 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.2036, top1-acc=92.99%, top5-acc=99.89%, remaining_time=0:00:27.204912, arrival_time=2021-04-14 23:07:46.826549, cost_time=0:00:15.113859 2021-04-14 23:07:21,743 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.2066, top1-acc=92.90%, top5-acc=99.90%, remaining_time=0:00:24.991040, arrival_time=2021-04-14 23:07:46.733999, cost_time=0:00:17.235208 2021-04-14 23:07:23,874 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.2061, top1-acc=92.90%, top5-acc=99.89%, remaining_time=0:00:22.809504, arrival_time=2021-04-14 23:07:46.683808, cost_time=0:00:19.366605 2021-04-14 23:07:26,002 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.2085, top1-acc=92.77%, top5-acc=99.89%, remaining_time=0:00:20.634624, arrival_time=2021-04-14 23:07:46.636691, cost_time=0:00:21.494361 2021-04-14 23:07:28,125 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.2119, top1-acc=92.65%, top5-acc=99.89%, remaining_time=0:00:18.464888, arrival_time=2021-04-14 23:07:46.590451, cost_time=0:00:23.617862 2021-04-14 23:07:30,244 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.69ms, fps=1208 images/s, loss=0.2134, top1-acc=92.62%, top5-acc=99.89%, remaining_time=0:00:16.300252, arrival_time=2021-04-14 23:07:46.545172, cost_time=0:00:25.737219 2021-04-14 23:07:32,371 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.2150, top1-acc=92.59%, top5-acc=99.89%, remaining_time=0:00:14.146176, arrival_time=2021-04-14 23:07:46.517708, cost_time=0:00:27.863702 2021-04-14 23:07:34,500 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.2164, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:11.996936, arrival_time=2021-04-14 23:07:46.497026, cost_time=0:00:29.992370 2021-04-14 23:07:36,622 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.62ms, fps=1207 images/s, loss=0.2181, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:09.848416, arrival_time=2021-04-14 23:07:46.470466, cost_time=0:00:32.114338 2021-04-14 23:07:38,749 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.2172, top1-acc=92.52%, top5-acc=99.88%, remaining_time=0:00:07.704324, arrival_time=2021-04-14 23:07:46.453524, cost_time=0:00:34.241497 2021-04-14 23:07:40,870 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.2172, top1-acc=92.55%, top5-acc=99.88%, remaining_time=0:00:05.561374, arrival_time=2021-04-14 23:07:46.431990, cost_time=0:00:36.362910 2021-04-14 23:07:42,996 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.62ms, fps=1204 images/s, loss=0.2186, top1-acc=92.49%, top5-acc=99.88%, remaining_time=0:00:03.421232, arrival_time=2021-04-14 23:07:46.417733, cost_time=0:00:38.488790 2021-04-14 23:07:45,141 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=2.12ms, fps=1194 images/s, loss=0.2201, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:01.283178, arrival_time=2021-04-14 23:07:46.424890, cost_time=0:00:40.634006 2021-04-14 23:07:46,291 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.37ms, fps=1183 images/s, loss=0.2198, top1-acc=92.42%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:46.291272, cost_time=0:00:41.783587 2021-04-14 23:07:47,318 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.62ms, fps=2496 images/s, loss=0.3836, top1-acc=87.34%, top5-acc=99.57%, remaining_time=0:00:03.076470, arrival_time=2021-04-14 23:07:50.395146, cost_time=0:00:01.025490 2021-04-14 23:07:48,173 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.48ms, fps=2996 images/s, loss=0.3952, top1-acc=87.03%, top5-acc=99.53%, remaining_time=0:00:01.880560, arrival_time=2021-04-14 23:07:50.054261, cost_time=0:00:01.880562 2021-04-14 23:07:49,027 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.12ms, fps=3002 images/s, loss=0.3967, top1-acc=86.86%, top5-acc=99.58%, remaining_time=0:00:00.911240, arrival_time=2021-04-14 23:07:49.938168, cost_time=0:00:02.733735 2021-04-14 23:07:49,807 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.3914, top1-acc=86.93%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:49.807160, cost_time=0:00:03.514050 2021-04-14 23:07:50,104 INFO : Epoch=0088 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:25:20.897712, arrival_time=2021-04-15 00:33:11.001759, cost_time=1:07:03.562512 2021-04-14 23:07:50,105 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 23:07:52,445 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.40ms, fps=1094 images/s, loss=0.2014, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:43.513212, arrival_time=2021-04-14 23:08:35.958209, cost_time=0:00:02.339421 2021-04-14 23:07:54,580 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.89ms, fps=1199 images/s, loss=0.2128, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:39.376128, arrival_time=2021-04-14 23:08:33.956254, cost_time=0:00:04.474556 2021-04-14 23:07:56,710 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.2216, top1-acc=92.21%, top5-acc=99.90%, remaining_time=0:00:36.545066, arrival_time=2021-04-14 23:08:33.255333, cost_time=0:00:06.604544 2021-04-14 23:07:58,838 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.2180, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:34.058232, arrival_time=2021-04-14 23:08:32.896612, cost_time=0:00:08.732867 2021-04-14 23:08:00,969 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.2212, top1-acc=92.37%, top5-acc=99.88%, remaining_time=0:00:31.721712, arrival_time=2021-04-14 23:08:32.690854, cost_time=0:00:10.863610 2021-04-14 23:08:03,102 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.2213, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:29.459368, arrival_time=2021-04-14 23:08:32.561632, cost_time=0:00:12.996777 2021-04-14 23:08:05,241 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.2182, top1-acc=92.51%, top5-acc=99.88%, remaining_time=0:00:27.244980, arrival_time=2021-04-14 23:08:32.486664, cost_time=0:00:15.136113 2021-04-14 23:08:07,375 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.2192, top1-acc=92.43%, top5-acc=99.86%, remaining_time=0:00:25.040804, arrival_time=2021-04-14 23:08:32.415834, cost_time=0:00:17.269532 2021-04-14 23:08:09,498 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2180, top1-acc=92.49%, top5-acc=99.85%, remaining_time=0:00:22.840244, arrival_time=2021-04-14 23:08:32.338404, cost_time=0:00:19.392669 2021-04-14 23:08:11,625 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.2170, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:20.659488, arrival_time=2021-04-14 23:08:32.285254, cost_time=0:00:21.520277 2021-04-14 23:08:13,750 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.2168, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:18.486474, arrival_time=2021-04-14 23:08:32.237404, cost_time=0:00:23.645443 2021-04-14 23:08:15,891 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.93ms, fps=1196 images/s, loss=0.2156, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:00:16.331260, arrival_time=2021-04-14 23:08:32.222942, cost_time=0:00:25.786176 2021-04-14 23:08:18,021 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.2155, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:14.172444, arrival_time=2021-04-14 23:08:32.193456, cost_time=0:00:27.915463 2021-04-14 23:08:20,151 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.2163, top1-acc=92.56%, top5-acc=99.87%, remaining_time=0:00:12.018440, arrival_time=2021-04-14 23:08:32.170083, cost_time=0:00:30.046123 2021-04-14 23:08:22,276 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.2167, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:09.865896, arrival_time=2021-04-14 23:08:32.142784, cost_time=0:00:32.171354 2021-04-14 23:08:24,401 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.2169, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:07.716600, arrival_time=2021-04-14 23:08:32.118092, cost_time=0:00:34.296003 2021-04-14 23:08:26,527 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.2169, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:05.570448, arrival_time=2021-04-14 23:08:32.098075, cost_time=0:00:36.422147 2021-04-14 23:08:28,649 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.2165, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:03.426160, arrival_time=2021-04-14 23:08:32.075947, cost_time=0:00:38.544294 2021-04-14 23:08:30,775 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.21ms, fps=1204 images/s, loss=0.2156, top1-acc=92.53%, top5-acc=99.87%, remaining_time=0:00:01.284318, arrival_time=2021-04-14 23:08:32.059887, cost_time=0:00:40.670079 2021-04-14 23:08:31,945 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.84ms, fps=1162 images/s, loss=0.2161, top1-acc=92.52%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:31.945859, cost_time=0:00:41.840373 2021-04-14 23:08:32,947 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.22ms, fps=2561 images/s, loss=0.4144, top1-acc=86.64%, top5-acc=99.57%, remaining_time=0:00:02.998560, arrival_time=2021-04-14 23:08:35.945664, cost_time=0:00:00.999517 2021-04-14 23:08:33,799 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.58ms, fps=3005 images/s, loss=0.4137, top1-acc=86.60%, top5-acc=99.61%, remaining_time=0:00:01.851740, arrival_time=2021-04-14 23:08:35.651119, cost_time=0:00:01.851749 2021-04-14 23:08:34,653 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.39ms, fps=2998 images/s, loss=0.4063, top1-acc=86.81%, top5-acc=99.60%, remaining_time=0:00:00.902050, arrival_time=2021-04-14 23:08:35.555794, cost_time=0:00:02.706155 2021-04-14 23:08:35,437 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=0.4040, top1-acc=86.81%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:35.437919, cost_time=0:00:03.490345 2021-04-14 23:08:35,763 INFO : Epoch=0089 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:24:35.096823, arrival_time=2021-04-15 00:33:10.860094, cost_time=1:07:49.221748 2021-04-14 23:08:35,764 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 23:08:38,100 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=2.54ms, fps=1096 images/s, loss=0.2024, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:43.446624, arrival_time=2021-04-14 23:09:21.547292, cost_time=0:00:02.335842 2021-04-14 23:08:40,226 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.1958, top1-acc=93.09%, top5-acc=99.86%, remaining_time=0:00:39.263488, arrival_time=2021-04-14 23:09:19.489817, cost_time=0:00:04.461763 2021-04-14 23:08:42,344 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.2029, top1-acc=92.80%, top5-acc=99.83%, remaining_time=0:00:36.409610, arrival_time=2021-04-14 23:09:18.754291, cost_time=0:00:06.580061 2021-04-14 23:08:44,468 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.2099, top1-acc=92.67%, top5-acc=99.82%, remaining_time=0:00:33.944664, arrival_time=2021-04-14 23:09:18.412975, cost_time=0:00:08.703756 2021-04-14 23:08:46,602 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.2073, top1-acc=92.71%, top5-acc=99.83%, remaining_time=0:00:31.646960, arrival_time=2021-04-14 23:09:18.249531, cost_time=0:00:10.837985 2021-04-14 23:08:48,734 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.2100, top1-acc=92.66%, top5-acc=99.84%, remaining_time=0:00:29.397760, arrival_time=2021-04-14 23:09:18.131991, cost_time=0:00:12.969598 2021-04-14 23:08:50,860 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.2079, top1-acc=92.70%, top5-acc=99.84%, remaining_time=0:00:27.172530, arrival_time=2021-04-14 23:09:18.032903, cost_time=0:00:15.095826 2021-04-14 23:08:53,002 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.70ms, fps=1195 images/s, loss=0.2105, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:24.994520, arrival_time=2021-04-14 23:09:17.996798, cost_time=0:00:17.237619 2021-04-14 23:08:55,132 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.2097, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:22.810988, arrival_time=2021-04-14 23:09:17.943332, cost_time=0:00:19.367799 2021-04-14 23:08:57,261 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.2109, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:20.637120, arrival_time=2021-04-14 23:09:17.898786, cost_time=0:00:21.497038 2021-04-14 23:08:59,387 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.2121, top1-acc=92.52%, top5-acc=99.83%, remaining_time=0:00:18.468758, arrival_time=2021-04-14 23:09:17.856136, cost_time=0:00:23.622824 2021-04-14 23:09:01,518 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.2109, top1-acc=92.58%, top5-acc=99.83%, remaining_time=0:00:16.310664, arrival_time=2021-04-14 23:09:17.828856, cost_time=0:00:25.753653 2021-04-14 23:09:03,664 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.35ms, fps=1193 images/s, loss=0.2111, top1-acc=92.60%, top5-acc=99.83%, remaining_time=0:00:14.164260, arrival_time=2021-04-14 23:09:17.828236, cost_time=0:00:27.899361 2021-04-14 23:09:05,805 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.2111, top1-acc=92.58%, top5-acc=99.83%, remaining_time=0:00:12.016200, arrival_time=2021-04-14 23:09:17.821228, cost_time=0:00:30.040437 2021-04-14 23:09:07,936 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.90ms, fps=1201 images/s, loss=0.2106, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:09.866126, arrival_time=2021-04-14 23:09:17.802822, cost_time=0:00:32.172166 2021-04-14 23:09:10,062 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.2103, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:07.717068, arrival_time=2021-04-14 23:09:17.779738, cost_time=0:00:34.298082 2021-04-14 23:09:12,193 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.2110, top1-acc=92.56%, top5-acc=99.86%, remaining_time=0:00:05.571488, arrival_time=2021-04-14 23:09:17.765074, cost_time=0:00:36.429041 2021-04-14 23:09:14,325 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.61ms, fps=1201 images/s, loss=0.2124, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:03.427648, arrival_time=2021-04-14 23:09:17.753303, cost_time=0:00:38.561106 2021-04-14 23:09:16,459 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.30ms, fps=1200 images/s, loss=0.2131, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:01.285098, arrival_time=2021-04-14 23:09:17.744640, cost_time=0:00:40.694844 2021-04-14 23:09:17,620 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.23ms, fps=1172 images/s, loss=0.2134, top1-acc=92.47%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:17.620676, cost_time=0:00:41.856140 2021-04-14 23:09:18,598 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.23ms, fps=2623 images/s, loss=0.4097, top1-acc=86.80%, top5-acc=99.45%, remaining_time=0:00:02.927520, arrival_time=2021-04-14 23:09:21.525856, cost_time=0:00:00.975841 2021-04-14 23:09:19,451 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.50ms, fps=3002 images/s, loss=0.4107, top1-acc=87.27%, top5-acc=99.41%, remaining_time=0:00:01.829220, arrival_time=2021-04-14 23:09:21.280917, cost_time=0:00:01.829229 2021-04-14 23:09:20,303 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.56ms, fps=3006 images/s, loss=0.4168, top1-acc=86.65%, top5-acc=99.51%, remaining_time=0:00:00.893700, arrival_time=2021-04-14 23:09:21.197337, cost_time=0:00:02.681085 2021-04-14 23:09:21,085 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=0.4120, top1-acc=86.43%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:21.085298, cost_time=0:00:03.462854 2021-04-14 23:09:21,361 INFO : Epoch=0090 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:23:49.223760, arrival_time=2021-04-15 00:33:10.584712, cost_time=1:08:34.819424 2021-04-14 23:09:21,362 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 23:09:23,674 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.87ms, fps=1107 images/s, loss=0.1941, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:43.001712, arrival_time=2021-04-14 23:10:06.676066, cost_time=0:00:02.311922 2021-04-14 23:09:25,794 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.1989, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:00:39.000192, arrival_time=2021-04-14 23:10:04.794471, cost_time=0:00:04.431847 2021-04-14 23:09:27,916 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.1947, top1-acc=93.40%, top5-acc=99.87%, remaining_time=0:00:36.266518, arrival_time=2021-04-14 23:10:04.183164, cost_time=0:00:06.554192 2021-04-14 23:09:30,047 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.1957, top1-acc=93.28%, top5-acc=99.89%, remaining_time=0:00:33.872280, arrival_time=2021-04-14 23:10:03.919838, cost_time=0:00:08.685211 2021-04-14 23:09:32,166 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.1993, top1-acc=93.16%, top5-acc=99.87%, remaining_time=0:00:31.547826, arrival_time=2021-04-14 23:10:03.714211, cost_time=0:00:10.804043 2021-04-14 23:09:34,285 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.99ms, fps=1208 images/s, loss=0.2021, top1-acc=92.96%, top5-acc=99.89%, remaining_time=0:00:29.291680, arrival_time=2021-04-14 23:10:03.576915, cost_time=0:00:12.922824 2021-04-14 23:09:36,412 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.2023, top1-acc=92.92%, top5-acc=99.89%, remaining_time=0:00:27.090630, arrival_time=2021-04-14 23:10:03.503332, cost_time=0:00:15.050336 2021-04-14 23:09:38,544 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.77ms, fps=1201 images/s, loss=0.2044, top1-acc=92.84%, top5-acc=99.88%, remaining_time=0:00:24.914016, arrival_time=2021-04-14 23:10:03.458508, cost_time=0:00:17.182082 2021-04-14 23:09:40,673 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=3.48ms, fps=1203 images/s, loss=0.2064, top1-acc=92.75%, top5-acc=99.88%, remaining_time=0:00:22.743784, arrival_time=2021-04-14 23:10:03.416904, cost_time=0:00:19.310773 2021-04-14 23:09:42,813 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.35ms, fps=1196 images/s, loss=0.2064, top1-acc=92.75%, top5-acc=99.88%, remaining_time=0:00:20.592768, arrival_time=2021-04-14 23:10:03.405879, cost_time=0:00:21.450773 2021-04-14 23:09:44,934 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.71ms, fps=1207 images/s, loss=0.2062, top1-acc=92.80%, top5-acc=99.89%, remaining_time=0:00:18.429370, arrival_time=2021-04-14 23:10:03.364215, cost_time=0:00:23.572501 2021-04-14 23:09:47,063 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.2082, top1-acc=92.74%, top5-acc=99.88%, remaining_time=0:00:16.277224, arrival_time=2021-04-14 23:10:03.340411, cost_time=0:00:25.700847 2021-04-14 23:09:49,194 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.2093, top1-acc=92.71%, top5-acc=99.89%, remaining_time=0:00:14.130336, arrival_time=2021-04-14 23:10:03.325227, cost_time=0:00:27.832483 2021-04-14 23:09:51,314 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.43ms, fps=1208 images/s, loss=0.2103, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:11.980752, arrival_time=2021-04-14 23:10:03.294996, cost_time=0:00:29.951875 2021-04-14 23:09:53,448 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.2121, top1-acc=92.69%, top5-acc=99.88%, remaining_time=0:00:09.839860, arrival_time=2021-04-14 23:10:03.288711, cost_time=0:00:32.086493 2021-04-14 23:09:55,583 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.76ms, fps=1199 images/s, loss=0.2142, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:07.699788, arrival_time=2021-04-14 23:10:03.283427, cost_time=0:00:34.221298 2021-04-14 23:09:57,710 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.2138, top1-acc=92.61%, top5-acc=99.88%, remaining_time=0:00:05.559112, arrival_time=2021-04-14 23:10:03.269546, cost_time=0:00:36.348091 2021-04-14 23:09:59,833 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.2141, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:03.419680, arrival_time=2021-04-14 23:10:03.253372, cost_time=0:00:38.471352 2021-04-14 23:10:01,956 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.22ms, fps=1206 images/s, loss=0.2149, top1-acc=92.56%, top5-acc=99.88%, remaining_time=0:00:01.281930, arrival_time=2021-04-14 23:10:03.238802, cost_time=0:00:40.594527 2021-04-14 23:10:03,109 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.29ms, fps=1181 images/s, loss=0.2143, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:03.109048, cost_time=0:00:41.746680 2021-04-14 23:10:04,085 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.30ms, fps=2629 images/s, loss=0.4428, top1-acc=85.78%, top5-acc=99.30%, remaining_time=0:00:02.921580, arrival_time=2021-04-14 23:10:07.006629, cost_time=0:00:00.973855 2021-04-14 23:10:04,937 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.30ms, fps=3004 images/s, loss=0.4351, top1-acc=85.84%, top5-acc=99.34%, remaining_time=0:00:01.826320, arrival_time=2021-04-14 23:10:06.763839, cost_time=0:00:01.826329 2021-04-14 23:10:05,789 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.64ms, fps=3005 images/s, loss=0.4395, top1-acc=85.66%, top5-acc=99.36%, remaining_time=0:00:00.892830, arrival_time=2021-04-14 23:10:06.682506, cost_time=0:00:02.678481 2021-04-14 23:10:06,569 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.4273, top1-acc=86.01%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:06.569618, cost_time=0:00:03.458451 2021-04-14 23:10:06,861 INFO : Epoch=0091 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:23:03.240854, arrival_time=2021-04-15 00:33:10.102740, cost_time=1:09:20.320356 2021-04-14 23:10:06,863 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 23:10:09,168 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.42ms, fps=1110 images/s, loss=0.2081, top1-acc=92.85%, top5-acc=99.92%, remaining_time=0:00:42.880254, arrival_time=2021-04-14 23:10:52.048866, cost_time=0:00:02.305392 2021-04-14 23:10:11,290 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.2089, top1-acc=92.81%, top5-acc=99.92%, remaining_time=0:00:38.963584, arrival_time=2021-04-14 23:10:50.254437, cost_time=0:00:04.427671 2021-04-14 23:10:13,412 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.2047, top1-acc=92.77%, top5-acc=99.93%, remaining_time=0:00:36.240290, arrival_time=2021-04-14 23:10:49.652958, cost_time=0:00:06.549455 2021-04-14 23:10:15,555 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.32ms, fps=1195 images/s, loss=0.2027, top1-acc=92.88%, top5-acc=99.93%, remaining_time=0:00:33.898488, arrival_time=2021-04-14 23:10:49.453568, cost_time=0:00:08.691903 2021-04-14 23:10:17,677 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.1999, top1-acc=93.01%, top5-acc=99.92%, remaining_time=0:00:31.578340, arrival_time=2021-04-14 23:10:49.256033, cost_time=0:00:10.814509 2021-04-14 23:10:19,808 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.61ms, fps=1202 images/s, loss=0.2014, top1-acc=92.94%, top5-acc=99.93%, remaining_time=0:00:29.341456, arrival_time=2021-04-14 23:10:49.149470, cost_time=0:00:12.944786 2021-04-14 23:10:21,941 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.53ms, fps=1200 images/s, loss=0.2087, top1-acc=92.62%, top5-acc=99.91%, remaining_time=0:00:27.140022, arrival_time=2021-04-14 23:10:49.081149, cost_time=0:00:15.077819 2021-04-14 23:10:24,072 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.2114, top1-acc=92.57%, top5-acc=99.91%, remaining_time=0:00:24.953804, arrival_time=2021-04-14 23:10:49.026510, cost_time=0:00:17.209522 2021-04-14 23:10:26,194 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.57ms, fps=1207 images/s, loss=0.2124, top1-acc=92.56%, top5-acc=99.90%, remaining_time=0:00:22.767952, arrival_time=2021-04-14 23:10:48.962425, cost_time=0:00:19.331289 2021-04-14 23:10:28,331 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.94ms, fps=1198 images/s, loss=0.2100, top1-acc=92.65%, top5-acc=99.90%, remaining_time=0:00:20.609088, arrival_time=2021-04-14 23:10:48.940098, cost_time=0:00:21.467769 2021-04-14 23:10:30,455 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.2094, top1-acc=92.64%, top5-acc=99.90%, remaining_time=0:00:18.444506, arrival_time=2021-04-14 23:10:48.899485, cost_time=0:00:23.591792 2021-04-14 23:10:32,598 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.87ms, fps=1195 images/s, loss=0.2099, top1-acc=92.66%, top5-acc=99.89%, remaining_time=0:00:16.298808, arrival_time=2021-04-14 23:10:48.896990, cost_time=0:00:25.734998 2021-04-14 23:10:34,724 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.2099, top1-acc=92.70%, top5-acc=99.90%, remaining_time=0:00:14.144790, arrival_time=2021-04-14 23:10:48.868950, cost_time=0:00:27.860981 2021-04-14 23:10:36,859 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.44ms, fps=1199 images/s, loss=0.2107, top1-acc=92.64%, top5-acc=99.90%, remaining_time=0:00:11.998672, arrival_time=2021-04-14 23:10:48.858595, cost_time=0:00:29.996742 2021-04-14 23:10:38,990 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.2113, top1-acc=92.61%, top5-acc=99.90%, remaining_time=0:00:09.852280, arrival_time=2021-04-14 23:10:48.842535, cost_time=0:00:32.127066 2021-04-14 23:10:41,120 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.2116, top1-acc=92.62%, top5-acc=99.89%, remaining_time=0:00:07.707816, arrival_time=2021-04-14 23:10:48.828041, cost_time=0:00:34.257000 2021-04-14 23:10:43,259 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.38ms, fps=1197 images/s, loss=0.2117, top1-acc=92.61%, top5-acc=99.89%, remaining_time=0:00:05.566522, arrival_time=2021-04-14 23:10:48.826158, cost_time=0:00:36.396415 2021-04-14 23:10:45,385 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.2113, top1-acc=92.66%, top5-acc=99.90%, remaining_time=0:00:03.424192, arrival_time=2021-04-14 23:10:48.809515, cost_time=0:00:38.522143 2021-04-14 23:10:47,510 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.22ms, fps=1205 images/s, loss=0.2119, top1-acc=92.64%, top5-acc=99.89%, remaining_time=0:00:01.283604, arrival_time=2021-04-14 23:10:48.794274, cost_time=0:00:40.647486 2021-04-14 23:10:48,670 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.34ms, fps=1173 images/s, loss=0.2130, top1-acc=92.61%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:48.670820, cost_time=0:00:41.807631 2021-04-14 23:10:49,685 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.33ms, fps=2528 images/s, loss=0.4252, top1-acc=85.94%, top5-acc=99.49%, remaining_time=0:00:03.037740, arrival_time=2021-04-14 23:10:52.723242, cost_time=0:00:01.012583 2021-04-14 23:10:50,538 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.39ms, fps=3003 images/s, loss=0.4252, top1-acc=86.13%, top5-acc=99.45%, remaining_time=0:00:01.865620, arrival_time=2021-04-14 23:10:52.404118, cost_time=0:00:01.865625 2021-04-14 23:10:51,389 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.36ms, fps=3011 images/s, loss=0.4349, top1-acc=85.89%, top5-acc=99.35%, remaining_time=0:00:00.905400, arrival_time=2021-04-14 23:10:52.294462, cost_time=0:00:02.716196 2021-04-14 23:10:52,166 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=2984 images/s, loss=0.4269, top1-acc=85.98%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:52.166835, cost_time=0:00:03.493988 2021-04-14 23:10:52,463 INFO : Epoch=0092 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:22:17.386428, arrival_time=2021-04-15 00:33:09.849735, cost_time=1:10:05.921777 2021-04-14 23:10:52,464 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 23:10:54,768 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.45ms, fps=1111 images/s, loss=0.2223, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:42.851982, arrival_time=2021-04-14 23:11:37.620703, cost_time=0:00:02.303869 2021-04-14 23:10:56,912 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.85ms, fps=1195 images/s, loss=0.2108, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:00:39.139408, arrival_time=2021-04-14 23:11:36.051686, cost_time=0:00:04.447666 2021-04-14 23:10:59,031 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.57ms, fps=1208 images/s, loss=0.2106, top1-acc=93.01%, top5-acc=99.83%, remaining_time=0:00:36.334744, arrival_time=2021-04-14 23:11:35.365931, cost_time=0:00:06.566512 2021-04-14 23:11:01,159 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.04ms, fps=1203 images/s, loss=0.2067, top1-acc=93.03%, top5-acc=99.85%, remaining_time=0:00:33.909096, arrival_time=2021-04-14 23:11:35.068354, cost_time=0:00:08.694656 2021-04-14 23:11:03,293 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.2086, top1-acc=92.91%, top5-acc=99.84%, remaining_time=0:00:31.619074, arrival_time=2021-04-14 23:11:34.912112, cost_time=0:00:10.828456 2021-04-14 23:11:05,415 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.2076, top1-acc=92.90%, top5-acc=99.85%, remaining_time=0:00:29.355056, arrival_time=2021-04-14 23:11:34.770493, cost_time=0:00:12.950783 2021-04-14 23:11:07,548 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.66ms, fps=1200 images/s, loss=0.2070, top1-acc=92.94%, top5-acc=99.85%, remaining_time=0:00:27.151362, arrival_time=2021-04-14 23:11:34.700083, cost_time=0:00:15.084077 2021-04-14 23:11:09,683 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.2026, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:24.967840, arrival_time=2021-04-14 23:11:34.651616, cost_time=0:00:17.219191 2021-04-14 23:11:11,807 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.69ms, fps=1205 images/s, loss=0.2021, top1-acc=93.14%, top5-acc=99.87%, remaining_time=0:00:22.782050, arrival_time=2021-04-14 23:11:34.589906, cost_time=0:00:19.343278 2021-04-14 23:11:13,931 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.2016, top1-acc=93.18%, top5-acc=99.88%, remaining_time=0:00:20.607840, arrival_time=2021-04-14 23:11:34.538961, cost_time=0:00:21.466545 2021-04-14 23:11:16,063 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.2017, top1-acc=93.15%, top5-acc=99.88%, remaining_time=0:00:18.450010, arrival_time=2021-04-14 23:11:34.513456, cost_time=0:00:23.598865 2021-04-14 23:11:18,190 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.2026, top1-acc=93.10%, top5-acc=99.87%, remaining_time=0:00:16.293032, arrival_time=2021-04-14 23:11:34.483702, cost_time=0:00:25.725896 2021-04-14 23:11:20,318 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.2051, top1-acc=92.98%, top5-acc=99.87%, remaining_time=0:00:14.141226, arrival_time=2021-04-14 23:11:34.459777, cost_time=0:00:27.853936 2021-04-14 23:11:22,441 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.2054, top1-acc=92.95%, top5-acc=99.87%, remaining_time=0:00:11.990608, arrival_time=2021-04-14 23:11:34.431867, cost_time=0:00:29.976586 2021-04-14 23:11:24,563 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.2060, top1-acc=92.94%, top5-acc=99.86%, remaining_time=0:00:09.843770, arrival_time=2021-04-14 23:11:34.407584, cost_time=0:00:32.099228 2021-04-14 23:11:26,685 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.2062, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:00:07.699608, arrival_time=2021-04-14 23:11:34.384684, cost_time=0:00:34.220497 2021-04-14 23:11:28,819 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.2066, top1-acc=92.89%, top5-acc=99.86%, remaining_time=0:00:05.560074, arrival_time=2021-04-14 23:11:34.379112, cost_time=0:00:36.354387 2021-04-14 23:11:30,949 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.2075, top1-acc=92.86%, top5-acc=99.86%, remaining_time=0:00:03.420896, arrival_time=2021-04-14 23:11:34.370683, cost_time=0:00:38.485130 2021-04-14 23:11:33,070 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.25ms, fps=1207 images/s, loss=0.2085, top1-acc=92.82%, top5-acc=99.86%, remaining_time=0:00:01.282290, arrival_time=2021-04-14 23:11:34.352786, cost_time=0:00:40.605913 2021-04-14 23:11:34,223 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.48ms, fps=1180 images/s, loss=0.2071, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:34.223049, cost_time=0:00:41.758469 2021-04-14 23:11:35,253 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.21ms, fps=2490 images/s, loss=0.4172, top1-acc=86.05%, top5-acc=99.41%, remaining_time=0:00:03.084360, arrival_time=2021-04-14 23:11:38.337475, cost_time=0:00:01.028124 2021-04-14 23:11:36,111 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.30ms, fps=2982 images/s, loss=0.4315, top1-acc=85.47%, top5-acc=99.43%, remaining_time=0:00:01.886920, arrival_time=2021-04-14 23:11:37.998857, cost_time=0:00:01.886920 2021-04-14 23:11:36,965 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.35ms, fps=3002 images/s, loss=0.4388, top1-acc=85.52%, top5-acc=99.47%, remaining_time=0:00:00.913410, arrival_time=2021-04-14 23:11:37.878667, cost_time=0:00:02.740219 2021-04-14 23:11:37,745 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.09ms, fps=2974 images/s, loss=0.4621, top1-acc=85.57%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:37.745711, cost_time=0:00:03.520745 2021-04-14 23:11:38,084 INFO : Epoch=0093 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:21:31.560533, arrival_time=2021-04-15 00:33:09.645320, cost_time=1:10:51.543261 2021-04-14 23:11:38,085 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 23:11:40,401 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.63ms, fps=1106 images/s, loss=0.1943, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:43.060860, arrival_time=2021-04-14 23:12:23.462134, cost_time=0:00:02.315103 2021-04-14 23:11:42,541 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.56ms, fps=1197 images/s, loss=0.1979, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:39.203472, arrival_time=2021-04-14 23:12:21.744592, cost_time=0:00:04.454938 2021-04-14 23:11:44,673 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.1930, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:00:36.450280, arrival_time=2021-04-14 23:12:21.123865, cost_time=0:00:06.587398 2021-04-14 23:11:46,804 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.1926, top1-acc=93.18%, top5-acc=99.91%, remaining_time=0:00:33.999732, arrival_time=2021-04-14 23:12:20.803725, cost_time=0:00:08.717892 2021-04-14 23:11:48,937 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.1945, top1-acc=93.07%, top5-acc=99.93%, remaining_time=0:00:31.686818, arrival_time=2021-04-14 23:12:20.624561, cost_time=0:00:10.851654 2021-04-14 23:11:51,061 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.11ms, fps=1206 images/s, loss=0.1979, top1-acc=93.03%, top5-acc=99.93%, remaining_time=0:00:29.410000, arrival_time=2021-04-14 23:12:20.471166, cost_time=0:00:12.975018 2021-04-14 23:11:53,187 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.1986, top1-acc=93.06%, top5-acc=99.92%, remaining_time=0:00:27.181476, arrival_time=2021-04-14 23:12:20.368408, cost_time=0:00:15.100822 2021-04-14 23:11:55,312 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.2037, top1-acc=92.88%, top5-acc=99.89%, remaining_time=0:00:24.978744, arrival_time=2021-04-14 23:12:20.291595, cost_time=0:00:17.226723 2021-04-14 23:11:57,451 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.2037, top1-acc=92.87%, top5-acc=99.90%, remaining_time=0:00:22.808126, arrival_time=2021-04-14 23:12:20.259673, cost_time=0:00:19.365382 2021-04-14 23:11:59,582 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.2054, top1-acc=92.82%, top5-acc=99.89%, remaining_time=0:00:20.636256, arrival_time=2021-04-14 23:12:20.218484, cost_time=0:00:21.496055 2021-04-14 23:12:01,706 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.61ms, fps=1206 images/s, loss=0.2060, top1-acc=92.85%, top5-acc=99.89%, remaining_time=0:00:18.466264, arrival_time=2021-04-14 23:12:20.172232, cost_time=0:00:23.619675 2021-04-14 23:12:03,829 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.2061, top1-acc=92.83%, top5-acc=99.88%, remaining_time=0:00:16.303824, arrival_time=2021-04-14 23:12:20.132821, cost_time=0:00:25.742907 2021-04-14 23:12:05,957 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.2080, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:14.149938, arrival_time=2021-04-14 23:12:20.107088, cost_time=0:00:27.871060 2021-04-14 23:12:08,080 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.00ms, fps=1206 images/s, loss=0.2092, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:11.997552, arrival_time=2021-04-14 23:12:20.077605, cost_time=0:00:29.993897 2021-04-14 23:12:10,217 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.2119, top1-acc=92.67%, top5-acc=99.86%, remaining_time=0:00:09.853614, arrival_time=2021-04-14 23:12:20.071093, cost_time=0:00:32.131367 2021-04-14 23:12:12,348 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.2126, top1-acc=92.65%, top5-acc=99.85%, remaining_time=0:00:07.709040, arrival_time=2021-04-14 23:12:20.057594, cost_time=0:00:34.262449 2021-04-14 23:12:14,468 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.48ms, fps=1208 images/s, loss=0.2118, top1-acc=92.69%, top5-acc=99.86%, remaining_time=0:00:05.564338, arrival_time=2021-04-14 23:12:20.032645, cost_time=0:00:36.382221 2021-04-14 23:12:16,601 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.87ms, fps=1200 images/s, loss=0.2119, top1-acc=92.69%, top5-acc=99.85%, remaining_time=0:00:03.423616, arrival_time=2021-04-14 23:12:20.025457, cost_time=0:00:38.515711 2021-04-14 23:12:18,736 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.28ms, fps=1200 images/s, loss=0.2124, top1-acc=92.68%, top5-acc=99.86%, remaining_time=0:00:01.283694, arrival_time=2021-04-14 23:12:20.020002, cost_time=0:00:40.650220 2021-04-14 23:12:19,884 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.21ms, fps=1185 images/s, loss=0.2127, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:19.884364, cost_time=0:00:41.798285 2021-04-14 23:12:20,873 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.43ms, fps=2592 images/s, loss=0.3731, top1-acc=87.42%, top5-acc=99.77%, remaining_time=0:00:02.963070, arrival_time=2021-04-14 23:12:23.836939, cost_time=0:00:00.987690 2021-04-14 23:12:21,726 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.33ms, fps=3004 images/s, loss=0.3841, top1-acc=87.09%, top5-acc=99.67%, remaining_time=0:00:01.840260, arrival_time=2021-04-14 23:12:23.566762, cost_time=0:00:01.840252 2021-04-14 23:12:22,587 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.45ms, fps=2975 images/s, loss=0.3821, top1-acc=87.16%, top5-acc=99.64%, remaining_time=0:00:00.900360, arrival_time=2021-04-14 23:12:23.487598, cost_time=0:00:02.701065 2021-04-14 23:12:23,367 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.3825, top1-acc=87.24%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:23.367352, cost_time=0:00:03.481170 2021-04-14 23:12:23,683 INFO : Epoch=0094 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:20:45.713468, arrival_time=2021-04-15 00:33:09.397095, cost_time=1:11:37.142101 2021-04-14 23:12:23,684 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 23:12:25,977 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.48ms, fps=1117 images/s, loss=0.1948, top1-acc=93.05%, top5-acc=99.92%, remaining_time=0:00:42.637152, arrival_time=2021-04-14 23:13:08.614617, cost_time=0:00:02.292316 2021-04-14 23:12:28,104 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=2.05ms, fps=1204 images/s, loss=0.1923, top1-acc=93.09%, top5-acc=99.96%, remaining_time=0:00:38.894416, arrival_time=2021-04-14 23:13:06.999298, cost_time=0:00:04.419820 2021-04-14 23:12:30,245 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.38ms, fps=1196 images/s, loss=0.1875, top1-acc=93.44%, top5-acc=99.96%, remaining_time=0:00:36.301876, arrival_time=2021-04-14 23:13:06.547511, cost_time=0:00:06.560575 2021-04-14 23:12:32,376 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.1898, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:33.896460, arrival_time=2021-04-14 23:13:06.272999, cost_time=0:00:08.691399 2021-04-14 23:12:34,497 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=2.78ms, fps=1208 images/s, loss=0.1896, top1-acc=93.41%, top5-acc=99.91%, remaining_time=0:00:31.571040, arrival_time=2021-04-14 23:13:06.068147, cost_time=0:00:10.811986 2021-04-14 23:12:36,620 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1945, top1-acc=93.22%, top5-acc=99.90%, remaining_time=0:00:29.319016, arrival_time=2021-04-14 23:13:05.938957, cost_time=0:00:12.934858 2021-04-14 23:12:38,741 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.1927, top1-acc=93.29%, top5-acc=99.91%, remaining_time=0:00:27.101214, arrival_time=2021-04-14 23:13:05.842498, cost_time=0:00:15.056226 2021-04-14 23:12:40,873 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.70ms, fps=1201 images/s, loss=0.1925, top1-acc=93.29%, top5-acc=99.91%, remaining_time=0:00:24.923528, arrival_time=2021-04-14 23:13:05.797259, cost_time=0:00:17.188678 2021-04-14 23:12:43,010 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.65ms, fps=1199 images/s, loss=0.1906, top1-acc=93.34%, top5-acc=99.91%, remaining_time=0:00:22.760320, arrival_time=2021-04-14 23:13:05.770237, cost_time=0:00:19.324755 2021-04-14 23:12:45,137 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.1916, top1-acc=93.34%, top5-acc=99.91%, remaining_time=0:00:20.593920, arrival_time=2021-04-14 23:13:05.731016, cost_time=0:00:21.452034 2021-04-14 23:12:47,258 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.1937, top1-acc=93.27%, top5-acc=99.91%, remaining_time=0:00:18.430144, arrival_time=2021-04-14 23:13:05.688600, cost_time=0:00:23.573399 2021-04-14 23:12:49,385 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.1963, top1-acc=93.16%, top5-acc=99.90%, remaining_time=0:00:16.276996, arrival_time=2021-04-14 23:13:05.662532, cost_time=0:00:25.700486 2021-04-14 23:12:51,508 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.1966, top1-acc=93.17%, top5-acc=99.90%, remaining_time=0:00:14.125848, arrival_time=2021-04-14 23:13:05.634562, cost_time=0:00:27.823654 2021-04-14 23:12:53,634 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.59ms, fps=1204 images/s, loss=0.1965, top1-acc=93.16%, top5-acc=99.90%, remaining_time=0:00:11.979800, arrival_time=2021-04-14 23:13:05.614496, cost_time=0:00:29.949517 2021-04-14 23:12:55,769 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.1978, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:09.839216, arrival_time=2021-04-14 23:13:05.608673, cost_time=0:00:32.084379 2021-04-14 23:12:57,901 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.1974, top1-acc=93.13%, top5-acc=99.90%, remaining_time=0:00:07.698600, arrival_time=2021-04-14 23:13:05.599676, cost_time=0:00:34.215976 2021-04-14 23:13:00,025 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.1982, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:05.557994, arrival_time=2021-04-14 23:13:05.583716, cost_time=0:00:36.340657 2021-04-14 23:13:02,158 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.1992, top1-acc=93.06%, top5-acc=99.90%, remaining_time=0:00:03.419872, arrival_time=2021-04-14 23:13:05.578574, cost_time=0:00:38.473645 2021-04-14 23:13:04,301 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.34ms, fps=1195 images/s, loss=0.1987, top1-acc=93.09%, top5-acc=99.90%, remaining_time=0:00:01.282620, arrival_time=2021-04-14 23:13:05.583925, cost_time=0:00:40.616252 2021-04-14 23:13:05,458 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.46ms, fps=1176 images/s, loss=0.2001, top1-acc=93.04%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:05.458218, cost_time=0:00:41.773167 2021-04-14 23:13:06,432 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.93ms, fps=2634 images/s, loss=0.3932, top1-acc=86.60%, top5-acc=99.65%, remaining_time=0:00:02.915850, arrival_time=2021-04-14 23:13:09.348729, cost_time=0:00:00.971952 2021-04-14 23:13:07,286 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.37ms, fps=3001 images/s, loss=0.3877, top1-acc=86.68%, top5-acc=99.57%, remaining_time=0:00:01.825360, arrival_time=2021-04-14 23:13:09.111603, cost_time=0:00:01.825367 2021-04-14 23:13:08,138 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.40ms, fps=3004 images/s, loss=0.3732, top1-acc=87.40%, top5-acc=99.66%, remaining_time=0:00:00.892600, arrival_time=2021-04-14 23:13:09.031302, cost_time=0:00:02.677801 2021-04-14 23:13:08,920 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=0.3758, top1-acc=87.53%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:08.920609, cost_time=0:00:03.459762 2021-04-14 23:13:09,208 INFO : Epoch=0095 complete, best val top1-acc=88.12%, top5-acc=99.62% (epoch=87), remaining_time=1:19:59.789295, arrival_time=2021-04-15 00:33:08.997350, cost_time=1:12:22.666530 2021-04-14 23:13:09,209 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 23:13:11,552 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.58ms, fps=1092 images/s, loss=0.1967, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:43.585566, arrival_time=2021-04-14 23:13:55.138406, cost_time=0:00:02.343310 2021-04-14 23:13:13,679 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1936, top1-acc=93.18%, top5-acc=99.90%, remaining_time=0:00:39.334592, arrival_time=2021-04-14 23:13:53.013809, cost_time=0:00:04.469845 2021-04-14 23:13:15,808 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.1936, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:36.516514, arrival_time=2021-04-14 23:13:52.325326, cost_time=0:00:06.599367 2021-04-14 23:13:17,941 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.1904, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:00:34.053240, arrival_time=2021-04-14 23:13:51.994225, cost_time=0:00:08.731611 2021-04-14 23:13:20,073 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.1911, top1-acc=93.41%, top5-acc=99.93%, remaining_time=0:00:31.724194, arrival_time=2021-04-14 23:13:51.797968, cost_time=0:00:10.864426 2021-04-14 23:13:22,201 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.1914, top1-acc=93.36%, top5-acc=99.91%, remaining_time=0:00:29.447536, arrival_time=2021-04-14 23:13:51.648534, cost_time=0:00:12.991581 2021-04-14 23:13:24,338 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.45ms, fps=1198 images/s, loss=0.1937, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:00:27.232380, arrival_time=2021-04-14 23:13:51.570864, cost_time=0:00:15.129111 2021-04-14 23:13:26,490 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.80ms, fps=1190 images/s, loss=0.1967, top1-acc=93.21%, top5-acc=99.92%, remaining_time=0:00:25.058088, arrival_time=2021-04-14 23:13:51.548860, cost_time=0:00:17.281407 2021-04-14 23:13:28,613 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.1967, top1-acc=93.19%, top5-acc=99.91%, remaining_time=0:00:22.853706, arrival_time=2021-04-14 23:13:51.467176, cost_time=0:00:19.404124 2021-04-14 23:13:30,755 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.39ms, fps=1195 images/s, loss=0.1965, top1-acc=93.22%, top5-acc=99.91%, remaining_time=0:00:20.684544, arrival_time=2021-04-14 23:13:51.440308, cost_time=0:00:21.546411 2021-04-14 23:13:32,881 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.1966, top1-acc=93.20%, top5-acc=99.91%, remaining_time=0:00:18.507028, arrival_time=2021-04-14 23:13:51.388209, cost_time=0:00:23.671833 2021-04-14 23:13:35,003 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.1977, top1-acc=93.13%, top5-acc=99.90%, remaining_time=0:00:16.336276, arrival_time=2021-04-14 23:13:51.339721, cost_time=0:00:25.794101 2021-04-14 23:13:37,126 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1990, top1-acc=93.06%, top5-acc=99.89%, remaining_time=0:00:14.173434, arrival_time=2021-04-14 23:13:51.300295, cost_time=0:00:27.917419 2021-04-14 23:13:39,248 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.2001, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:12.015528, arrival_time=2021-04-14 23:13:51.263733, cost_time=0:00:30.038858 2021-04-14 23:13:41,371 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.2009, top1-acc=93.00%, top5-acc=99.89%, remaining_time=0:00:09.862906, arrival_time=2021-04-14 23:13:51.233889, cost_time=0:00:32.161630 2021-04-14 23:13:43,496 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=0.2018, top1-acc=92.93%, top5-acc=99.89%, remaining_time=0:00:07.714656, arrival_time=2021-04-14 23:13:51.211363, cost_time=0:00:34.287351 2021-04-14 23:13:45,620 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.2040, top1-acc=92.86%, top5-acc=99.89%, remaining_time=0:00:05.568732, arrival_time=2021-04-14 23:13:51.189078, cost_time=0:00:36.411001 2021-04-14 23:13:47,750 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.2045, top1-acc=92.83%, top5-acc=99.88%, remaining_time=0:00:03.425920, arrival_time=2021-04-14 23:13:51.176813, cost_time=0:00:38.541544 2021-04-14 23:13:49,884 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.35ms, fps=1200 images/s, loss=0.2049, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:00:01.284468, arrival_time=2021-04-14 23:13:51.168710, cost_time=0:00:40.674886 2021-04-14 23:13:51,036 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.36ms, fps=1180 images/s, loss=0.2048, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:51.036908, cost_time=0:00:41.827554 2021-04-14 23:13:52,058 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.22ms, fps=2510 images/s, loss=0.3343, top1-acc=88.95%, top5-acc=99.65%, remaining_time=0:00:03.059580, arrival_time=2021-04-14 23:13:55.118293, cost_time=0:00:01.019862 2021-04-14 23:13:52,912 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.49ms, fps=2999 images/s, loss=0.3483, top1-acc=88.26%, top5-acc=99.63%, remaining_time=0:00:01.873800, arrival_time=2021-04-14 23:13:54.786458, cost_time=0:00:01.873798 2021-04-14 23:13:53,778 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.34ms, fps=2957 images/s, loss=0.3535, top1-acc=88.33%, top5-acc=99.58%, remaining_time=0:00:00.913310, arrival_time=2021-04-14 23:13:54.692095, cost_time=0:00:02.739923 2021-04-14 23:13:54,569 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.10ms, fps=2934 images/s, loss=0.3533, top1-acc=88.34%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:54.569852, cost_time=0:00:03.530966 2021-04-14 23:13:55,317 INFO : Epoch=0096 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:19:14.506744, arrival_time=2021-04-15 00:33:09.823731, cost_time=1:13:08.775429 2021-04-14 23:13:55,318 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 23:13:57,637 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.61ms, fps=1104 images/s, loss=0.1591, top1-acc=94.30%, top5-acc=99.88%, remaining_time=0:00:43.114428, arrival_time=2021-04-14 23:14:40.751422, cost_time=0:00:02.317975 2021-04-14 23:13:59,763 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.1760, top1-acc=94.02%, top5-acc=99.90%, remaining_time=0:00:39.114768, arrival_time=2021-04-14 23:14:38.878588, cost_time=0:00:04.444851 2021-04-14 23:14:01,893 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.99ms, fps=1203 images/s, loss=0.1781, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:36.376742, arrival_time=2021-04-14 23:14:38.269794, cost_time=0:00:06.574109 2021-04-14 23:14:04,016 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.1801, top1-acc=93.86%, top5-acc=99.91%, remaining_time=0:00:33.920016, arrival_time=2021-04-14 23:14:37.936345, cost_time=0:00:08.697422 2021-04-14 23:14:06,140 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.1799, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:31.599656, arrival_time=2021-04-14 23:14:37.740333, cost_time=0:00:10.821799 2021-04-14 23:14:08,271 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.1854, top1-acc=93.70%, top5-acc=99.91%, remaining_time=0:00:29.358592, arrival_time=2021-04-14 23:14:37.629814, cost_time=0:00:12.952350 2021-04-14 23:14:10,398 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.1884, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:27.142416, arrival_time=2021-04-14 23:14:37.540460, cost_time=0:00:15.079093 2021-04-14 23:14:12,530 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.1933, top1-acc=93.41%, top5-acc=99.89%, remaining_time=0:00:24.956356, arrival_time=2021-04-14 23:14:37.486611, cost_time=0:00:17.211314 2021-04-14 23:14:14,662 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.40ms, fps=1201 images/s, loss=0.1921, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:22.781838, arrival_time=2021-04-14 23:14:37.443846, cost_time=0:00:19.343085 2021-04-14 23:14:16,799 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.1914, top1-acc=93.45%, top5-acc=99.90%, remaining_time=0:00:20.621376, arrival_time=2021-04-14 23:14:37.420879, cost_time=0:00:21.480628 2021-04-14 23:14:18,920 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.1930, top1-acc=93.39%, top5-acc=99.90%, remaining_time=0:00:18.452332, arrival_time=2021-04-14 23:14:37.373010, cost_time=0:00:23.601811 2021-04-14 23:14:21,045 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.30ms, fps=1205 images/s, loss=0.1927, top1-acc=93.43%, top5-acc=99.90%, remaining_time=0:00:16.293412, arrival_time=2021-04-14 23:14:37.338729, cost_time=0:00:25.726445 2021-04-14 23:14:23,165 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.1952, top1-acc=93.32%, top5-acc=99.90%, remaining_time=0:00:14.137530, arrival_time=2021-04-14 23:14:37.303168, cost_time=0:00:27.846692 2021-04-14 23:14:25,287 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.1968, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:11.987248, arrival_time=2021-04-14 23:14:37.274221, cost_time=0:00:29.968077 2021-04-14 23:14:27,414 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.1980, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:09.842758, arrival_time=2021-04-14 23:14:37.257651, cost_time=0:00:32.096011 2021-04-14 23:14:29,543 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.94ms, fps=1203 images/s, loss=0.1983, top1-acc=93.21%, top5-acc=99.90%, remaining_time=0:00:07.700508, arrival_time=2021-04-14 23:14:37.243919, cost_time=0:00:34.224538 2021-04-14 23:14:31,673 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.88ms, fps=1202 images/s, loss=0.1991, top1-acc=93.17%, top5-acc=99.89%, remaining_time=0:00:05.560048, arrival_time=2021-04-14 23:14:37.233070, cost_time=0:00:36.354145 2021-04-14 23:14:33,801 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.85ms, fps=1203 images/s, loss=0.1999, top1-acc=93.17%, top5-acc=99.90%, remaining_time=0:00:03.420704, arrival_time=2021-04-14 23:14:37.222500, cost_time=0:00:38.482926 2021-04-14 23:14:35,922 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.2000, top1-acc=93.14%, top5-acc=99.90%, remaining_time=0:00:01.282230, arrival_time=2021-04-14 23:14:37.205083, cost_time=0:00:40.603980 2021-04-14 23:14:37,074 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.40ms, fps=1182 images/s, loss=0.2007, top1-acc=93.16%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:37.074006, cost_time=0:00:41.755134 2021-04-14 23:14:38,086 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.24ms, fps=2532 images/s, loss=0.4191, top1-acc=86.21%, top5-acc=99.45%, remaining_time=0:00:03.032730, arrival_time=2021-04-14 23:14:41.119586, cost_time=0:00:01.010907 2021-04-14 23:14:38,942 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.89ms, fps=2992 images/s, loss=0.4083, top1-acc=86.45%, top5-acc=99.53%, remaining_time=0:00:01.866920, arrival_time=2021-04-14 23:14:40.809729, cost_time=0:00:01.866915 2021-04-14 23:14:39,797 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.45ms, fps=2997 images/s, loss=0.4044, top1-acc=86.67%, top5-acc=99.60%, remaining_time=0:00:00.907120, arrival_time=2021-04-14 23:14:40.704424, cost_time=0:00:02.721370 2021-04-14 23:14:40,580 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.12ms, fps=2964 images/s, loss=0.4023, top1-acc=86.57%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:40.580395, cost_time=0:00:03.504516 2021-04-14 23:14:41,044 INFO : Epoch=0097 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:18:28.802281, arrival_time=2021-04-15 00:33:09.846946, cost_time=1:13:54.503106 2021-04-14 23:14:41,046 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 23:14:43,329 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.46ms, fps=1121 images/s, loss=0.1841, top1-acc=93.63%, top5-acc=99.96%, remaining_time=0:00:42.467520, arrival_time=2021-04-14 23:15:25.797201, cost_time=0:00:02.283200 2021-04-14 23:14:45,464 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.1861, top1-acc=93.55%, top5-acc=99.98%, remaining_time=0:00:38.875232, arrival_time=2021-04-14 23:15:24.339358, cost_time=0:00:04.417638 2021-04-14 23:14:47,589 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.1770, top1-acc=93.98%, top5-acc=99.96%, remaining_time=0:00:36.205098, arrival_time=2021-04-14 23:15:23.794659, cost_time=0:00:06.543077 2021-04-14 23:14:49,717 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.1829, top1-acc=93.91%, top5-acc=99.93%, remaining_time=0:00:33.815652, arrival_time=2021-04-14 23:15:23.532821, cost_time=0:00:08.670675 2021-04-14 23:14:51,846 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.1849, top1-acc=93.85%, top5-acc=99.92%, remaining_time=0:00:31.536438, arrival_time=2021-04-14 23:15:23.383062, cost_time=0:00:10.800141 2021-04-14 23:14:53,972 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.1887, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:29.299160, arrival_time=2021-04-14 23:15:23.271822, cost_time=0:00:12.926111 2021-04-14 23:14:56,095 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.1871, top1-acc=93.59%, top5-acc=99.93%, remaining_time=0:00:27.088488, arrival_time=2021-04-14 23:15:23.184130, cost_time=0:00:15.049166 2021-04-14 23:14:58,216 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.46ms, fps=1207 images/s, loss=0.1879, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:24.896964, arrival_time=2021-04-14 23:15:23.113803, cost_time=0:00:17.170353 2021-04-14 23:15:00,340 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.1875, top1-acc=93.55%, top5-acc=99.93%, remaining_time=0:00:22.724280, arrival_time=2021-04-14 23:15:23.064946, cost_time=0:00:19.294189 2021-04-14 23:15:02,468 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.65ms, fps=1203 images/s, loss=0.1859, top1-acc=93.60%, top5-acc=99.93%, remaining_time=0:00:20.565216, arrival_time=2021-04-14 23:15:23.033828, cost_time=0:00:21.422130 2021-04-14 23:15:04,593 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.1851, top1-acc=93.59%, top5-acc=99.93%, remaining_time=0:00:18.409074, arrival_time=2021-04-14 23:15:23.002085, cost_time=0:00:23.546527 2021-04-14 23:15:06,713 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.1878, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:16.255868, arrival_time=2021-04-14 23:15:22.969594, cost_time=0:00:25.667192 2021-04-14 23:15:08,849 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.1897, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:00:14.115222, arrival_time=2021-04-14 23:15:22.964429, cost_time=0:00:27.802681 2021-04-14 23:15:10,976 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.1894, top1-acc=93.40%, top5-acc=99.91%, remaining_time=0:00:11.971904, arrival_time=2021-04-14 23:15:22.948091, cost_time=0:00:29.929704 2021-04-14 23:15:13,113 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=2.05ms, fps=1198 images/s, loss=0.1908, top1-acc=93.29%, top5-acc=99.91%, remaining_time=0:00:09.833834, arrival_time=2021-04-14 23:15:22.947202, cost_time=0:00:32.066781 2021-04-14 23:15:15,249 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.1906, top1-acc=93.30%, top5-acc=99.92%, remaining_time=0:00:07.695756, arrival_time=2021-04-14 23:15:22.945630, cost_time=0:00:34.203307 2021-04-14 23:15:17,403 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.43ms, fps=1189 images/s, loss=0.1915, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:00:05.560464, arrival_time=2021-04-14 23:15:22.963803, cost_time=0:00:36.356850 2021-04-14 23:15:19,524 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.01ms, fps=1207 images/s, loss=0.1923, top1-acc=93.26%, top5-acc=99.91%, remaining_time=0:00:03.420240, arrival_time=2021-04-14 23:15:22.944498, cost_time=0:00:38.477658 2021-04-14 23:15:21,654 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.24ms, fps=1202 images/s, loss=0.1927, top1-acc=93.25%, top5-acc=99.91%, remaining_time=0:00:01.282344, arrival_time=2021-04-14 23:15:22.936432, cost_time=0:00:40.607608 2021-04-14 23:15:22,802 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.40ms, fps=1185 images/s, loss=0.1939, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:22.802465, cost_time=0:00:41.755988 2021-04-14 23:15:23,833 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.30ms, fps=2487 images/s, loss=0.3309, top1-acc=88.87%, top5-acc=99.69%, remaining_time=0:00:03.088050, arrival_time=2021-04-14 23:15:26.921700, cost_time=0:00:01.029347 2021-04-14 23:15:24,685 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.67ms, fps=3008 images/s, loss=0.3525, top1-acc=88.20%, top5-acc=99.63%, remaining_time=0:00:01.880840, arrival_time=2021-04-14 23:15:26.565982, cost_time=0:00:01.880840 2021-04-14 23:15:25,539 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.49ms, fps=2999 images/s, loss=0.3574, top1-acc=88.26%, top5-acc=99.47%, remaining_time=0:00:00.911640, arrival_time=2021-04-14 23:15:26.450942, cost_time=0:00:02.734935 2021-04-14 23:15:26,319 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.3502, top1-acc=88.20%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:26.319775, cost_time=0:00:03.515484 2021-04-14 23:15:26,677 INFO : Epoch=0098 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:17:42.999156, arrival_time=2021-04-15 00:33:09.677089, cost_time=1:14:40.136399 2021-04-14 23:15:26,679 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 23:15:28,993 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.48ms, fps=1106 images/s, loss=0.1830, top1-acc=93.87%, top5-acc=99.88%, remaining_time=0:00:43.048584, arrival_time=2021-04-14 23:16:12.042454, cost_time=0:00:02.314444 2021-04-14 23:15:31,122 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.1757, top1-acc=93.85%, top5-acc=99.94%, remaining_time=0:00:39.102096, arrival_time=2021-04-14 23:16:10.224944, cost_time=0:00:04.443420 2021-04-14 23:15:33,247 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.1854, top1-acc=93.53%, top5-acc=99.92%, remaining_time=0:00:36.344704, arrival_time=2021-04-14 23:16:09.592512, cost_time=0:00:06.568326 2021-04-14 23:15:35,374 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1847, top1-acc=93.52%, top5-acc=99.91%, remaining_time=0:00:33.912372, arrival_time=2021-04-14 23:16:09.287219, cost_time=0:00:08.695485 2021-04-14 23:15:37,506 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.1897, top1-acc=93.47%, top5-acc=99.87%, remaining_time=0:00:31.615862, arrival_time=2021-04-14 23:16:09.122560, cost_time=0:00:10.827357 2021-04-14 23:15:39,631 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.56ms, fps=1205 images/s, loss=0.1908, top1-acc=93.35%, top5-acc=99.90%, remaining_time=0:00:29.358320, arrival_time=2021-04-14 23:16:08.989883, cost_time=0:00:12.952221 2021-04-14 23:15:41,763 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.1898, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:27.151362, arrival_time=2021-04-14 23:16:08.914845, cost_time=0:00:15.084067 2021-04-14 23:15:43,885 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.1896, top1-acc=93.39%, top5-acc=99.90%, remaining_time=0:00:24.948468, arrival_time=2021-04-14 23:16:08.833647, cost_time=0:00:17.205827 2021-04-14 23:15:46,028 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.94ms, fps=1195 images/s, loss=0.1897, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:22.788940, arrival_time=2021-04-14 23:16:08.817391, cost_time=0:00:19.349120 2021-04-14 23:15:48,152 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.1914, top1-acc=93.34%, top5-acc=99.90%, remaining_time=0:00:20.614368, arrival_time=2021-04-14 23:16:08.766994, cost_time=0:00:21.473280 2021-04-14 23:15:50,298 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.90ms, fps=1197 images/s, loss=0.1941, top1-acc=93.21%, top5-acc=99.90%, remaining_time=0:00:18.466006, arrival_time=2021-04-14 23:16:08.764751, cost_time=0:00:23.619360 2021-04-14 23:15:52,433 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.1942, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:16.310740, arrival_time=2021-04-14 23:16:08.743853, cost_time=0:00:25.753777 2021-04-14 23:15:54,558 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.97ms, fps=1205 images/s, loss=0.1948, top1-acc=93.19%, top5-acc=99.91%, remaining_time=0:00:14.153964, arrival_time=2021-04-14 23:16:08.712447, cost_time=0:00:27.879082 2021-04-14 23:15:56,681 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.1938, top1-acc=93.24%, top5-acc=99.92%, remaining_time=0:00:12.000632, arrival_time=2021-04-14 23:16:08.681635, cost_time=0:00:30.001637 2021-04-14 23:15:58,805 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.1936, top1-acc=93.29%, top5-acc=99.92%, remaining_time=0:00:09.851958, arrival_time=2021-04-14 23:16:08.657257, cost_time=0:00:32.125925 2021-04-14 23:16:00,933 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.1934, top1-acc=93.32%, top5-acc=99.91%, remaining_time=0:00:07.707096, arrival_time=2021-04-14 23:16:08.640266, cost_time=0:00:34.253828 2021-04-14 23:16:03,056 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.59ms, fps=1206 images/s, loss=0.1932, top1-acc=93.32%, top5-acc=99.91%, remaining_time=0:00:05.563584, arrival_time=2021-04-14 23:16:08.620147, cost_time=0:00:36.377211 2021-04-14 23:16:05,186 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.1942, top1-acc=93.27%, top5-acc=99.91%, remaining_time=0:00:03.422816, arrival_time=2021-04-14 23:16:08.608881, cost_time=0:00:38.506731 2021-04-14 23:16:07,313 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.22ms, fps=1204 images/s, loss=0.1954, top1-acc=93.24%, top5-acc=99.91%, remaining_time=0:00:01.283172, arrival_time=2021-04-14 23:16:08.596381, cost_time=0:00:40.633872 2021-04-14 23:16:08,465 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.39ms, fps=1181 images/s, loss=0.1963, top1-acc=93.20%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:08.465051, cost_time=0:00:41.785718 2021-04-14 23:16:09,494 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.21ms, fps=2492 images/s, loss=0.3986, top1-acc=86.68%, top5-acc=99.49%, remaining_time=0:00:03.081480, arrival_time=2021-04-14 23:16:12.575608, cost_time=0:00:01.027158 2021-04-14 23:16:10,344 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.38ms, fps=3010 images/s, loss=0.4025, top1-acc=87.01%, top5-acc=99.45%, remaining_time=0:00:01.877900, arrival_time=2021-04-14 23:16:12.222768, cost_time=0:00:01.877891 2021-04-14 23:16:11,199 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.46ms, fps=2998 images/s, loss=0.4106, top1-acc=86.48%, top5-acc=99.49%, remaining_time=0:00:00.910710, arrival_time=2021-04-14 23:16:12.109814, cost_time=0:00:02.732130 2021-04-14 23:16:11,983 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=2960 images/s, loss=0.4171, top1-acc=86.41%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:11.983216, cost_time=0:00:03.516251 2021-04-14 23:16:12,317 INFO : Epoch=0099 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:16:57.205809, arrival_time=2021-04-15 00:33:09.523307, cost_time=1:15:25.775971 2021-04-14 23:16:12,318 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 23:16:14,670 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.38ms, fps=1089 images/s, loss=0.1880, top1-acc=93.20%, top5-acc=99.96%, remaining_time=0:00:43.736040, arrival_time=2021-04-14 23:16:58.406224, cost_time=0:00:02.351395 2021-04-14 23:16:16,790 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.2017, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:39.351664, arrival_time=2021-04-14 23:16:56.142225, cost_time=0:00:04.471773 2021-04-14 23:16:18,913 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.1918, top1-acc=93.12%, top5-acc=99.90%, remaining_time=0:00:36.489456, arrival_time=2021-04-14 23:16:55.402728, cost_time=0:00:06.594485 2021-04-14 23:16:21,037 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.90ms, fps=1205 images/s, loss=0.1953, top1-acc=92.97%, top5-acc=99.92%, remaining_time=0:00:34.003320, arrival_time=2021-04-14 23:16:55.040965, cost_time=0:00:08.718817 2021-04-14 23:16:23,155 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.40ms, fps=1209 images/s, loss=0.1929, top1-acc=93.16%, top5-acc=99.91%, remaining_time=0:00:31.641996, arrival_time=2021-04-14 23:16:54.797090, cost_time=0:00:10.836303 2021-04-14 23:16:25,280 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.56ms, fps=1205 images/s, loss=0.1909, top1-acc=93.22%, top5-acc=99.90%, remaining_time=0:00:29.378856, arrival_time=2021-04-14 23:16:54.658991, cost_time=0:00:12.961271 2021-04-14 23:16:27,405 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.29ms, fps=1205 images/s, loss=0.1912, top1-acc=93.28%, top5-acc=99.91%, remaining_time=0:00:27.156780, arrival_time=2021-04-14 23:16:54.562665, cost_time=0:00:15.087101 2021-04-14 23:16:29,530 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.1900, top1-acc=93.23%, top5-acc=99.92%, remaining_time=0:00:24.956704, arrival_time=2021-04-14 23:16:54.487049, cost_time=0:00:17.211550 2021-04-14 23:16:31,658 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.1905, top1-acc=93.20%, top5-acc=99.92%, remaining_time=0:00:22.777492, arrival_time=2021-04-14 23:16:54.435679, cost_time=0:00:19.339403 2021-04-14 23:16:33,803 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.77ms, fps=1194 images/s, loss=0.1892, top1-acc=93.26%, top5-acc=99.91%, remaining_time=0:00:20.625312, arrival_time=2021-04-14 23:16:54.428823, cost_time=0:00:21.484683 2021-04-14 23:16:35,926 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.1898, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:18.457148, arrival_time=2021-04-14 23:16:54.383978, cost_time=0:00:23.608034 2021-04-14 23:16:38,050 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.1900, top1-acc=93.22%, top5-acc=99.91%, remaining_time=0:00:16.296604, arrival_time=2021-04-14 23:16:54.346850, cost_time=0:00:25.731462 2021-04-14 23:16:40,180 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.1902, top1-acc=93.25%, top5-acc=99.92%, remaining_time=0:00:14.145054, arrival_time=2021-04-14 23:16:54.325320, cost_time=0:00:27.861479 2021-04-14 23:16:42,301 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.55ms, fps=1207 images/s, loss=0.1904, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:00:11.993128, arrival_time=2021-04-14 23:16:54.294843, cost_time=0:00:29.982877 2021-04-14 23:16:44,427 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.1901, top1-acc=93.30%, top5-acc=99.92%, remaining_time=0:00:09.846760, arrival_time=2021-04-14 23:16:54.274477, cost_time=0:00:32.108936 2021-04-14 23:16:46,553 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.1905, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:07.702740, arrival_time=2021-04-14 23:16:54.255968, cost_time=0:00:34.234449 2021-04-14 23:16:48,677 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.1907, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:05.560776, arrival_time=2021-04-14 23:16:54.238514, cost_time=0:00:36.358952 2021-04-14 23:16:50,805 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.1898, top1-acc=93.32%, top5-acc=99.91%, remaining_time=0:00:03.421008, arrival_time=2021-04-14 23:16:54.226202, cost_time=0:00:38.486326 2021-04-14 23:16:52,940 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.87ms, fps=1199 images/s, loss=0.1907, top1-acc=93.26%, top5-acc=99.91%, remaining_time=0:00:01.282794, arrival_time=2021-04-14 23:16:54.223504, cost_time=0:00:40.621895 2021-04-14 23:16:54,095 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.39ms, fps=1178 images/s, loss=0.1903, top1-acc=93.28%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:54.095542, cost_time=0:00:41.776754 2021-04-14 23:16:55,092 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.29ms, fps=2572 images/s, loss=0.4243, top1-acc=85.47%, top5-acc=99.37%, remaining_time=0:00:02.986320, arrival_time=2021-04-14 23:16:58.079262, cost_time=0:00:00.995444 2021-04-14 23:16:55,944 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.36ms, fps=3007 images/s, loss=0.4174, top1-acc=86.09%, top5-acc=99.45%, remaining_time=0:00:01.847240, arrival_time=2021-04-14 23:16:57.791973, cost_time=0:00:01.847245 2021-04-14 23:16:56,797 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.47ms, fps=3004 images/s, loss=0.4199, top1-acc=86.09%, top5-acc=99.47%, remaining_time=0:00:00.899940, arrival_time=2021-04-14 23:16:57.697297, cost_time=0:00:02.699826 2021-04-14 23:16:57,578 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.4217, top1-acc=86.21%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:57.578323, cost_time=0:00:03.480851 2021-04-14 23:16:57,981 INFO : Epoch=0100 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:16:11.439600, arrival_time=2021-04-15 00:33:09.420736, cost_time=1:16:11.439571 2021-04-14 23:16:57,983 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 23:17:00,316 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.53ms, fps=1097 images/s, loss=0.1960, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:43.395288, arrival_time=2021-04-14 23:17:43.711738, cost_time=0:00:02.333078 2021-04-14 23:17:02,446 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.1883, top1-acc=93.69%, top5-acc=99.90%, remaining_time=0:00:39.271936, arrival_time=2021-04-14 23:17:41.718023, cost_time=0:00:04.462720 2021-04-14 23:17:04,575 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.64ms, fps=1203 images/s, loss=0.1789, top1-acc=93.96%, top5-acc=99.90%, remaining_time=0:00:36.476840, arrival_time=2021-04-14 23:17:41.052233, cost_time=0:00:06.592186 2021-04-14 23:17:06,703 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.1774, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:34.006596, arrival_time=2021-04-14 23:17:40.709515, cost_time=0:00:08.719625 2021-04-14 23:17:08,834 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.1799, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:31.685650, arrival_time=2021-04-14 23:17:40.520100, cost_time=0:00:10.851237 2021-04-14 23:17:10,954 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.1792, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:29.402384, arrival_time=2021-04-14 23:17:40.357200, cost_time=0:00:12.971611 2021-04-14 23:17:13,079 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.59ms, fps=1205 images/s, loss=0.1792, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:27.172404, arrival_time=2021-04-14 23:17:40.251488, cost_time=0:00:15.095789 2021-04-14 23:17:15,208 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.1796, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:24.976540, arrival_time=2021-04-14 23:17:40.185026, cost_time=0:00:17.225210 2021-04-14 23:17:17,342 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.62ms, fps=1200 images/s, loss=0.1798, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:22.801342, arrival_time=2021-04-14 23:17:40.144174, cost_time=0:00:19.359614 2021-04-14 23:17:19,470 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.1803, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:20.627520, arrival_time=2021-04-14 23:17:40.097684, cost_time=0:00:21.486961 2021-04-14 23:17:21,597 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.1806, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:18.461792, arrival_time=2021-04-14 23:17:40.058964, cost_time=0:00:23.613957 2021-04-14 23:17:23,725 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.1803, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:16.303216, arrival_time=2021-04-14 23:17:40.028303, cost_time=0:00:25.741875 2021-04-14 23:17:25,847 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.1795, top1-acc=93.86%, top5-acc=99.91%, remaining_time=0:00:14.146374, arrival_time=2021-04-14 23:17:39.993670, cost_time=0:00:27.864025 2021-04-14 23:17:27,976 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.1817, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:11.997440, arrival_time=2021-04-14 23:17:39.974329, cost_time=0:00:29.993655 2021-04-14 23:17:30,101 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.1839, top1-acc=93.74%, top5-acc=99.89%, remaining_time=0:00:09.849658, arrival_time=2021-04-14 23:17:39.951263, cost_time=0:00:32.118402 2021-04-14 23:17:32,220 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.1863, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:07.703460, arrival_time=2021-04-14 23:17:39.924289, cost_time=0:00:34.237613 2021-04-14 23:17:34,342 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.97ms, fps=1207 images/s, loss=0.1881, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:05.560750, arrival_time=2021-04-14 23:17:39.902720, cost_time=0:00:36.358712 2021-04-14 23:17:36,476 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.74ms, fps=1199 images/s, loss=0.1882, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:03.421648, arrival_time=2021-04-14 23:17:39.898475, cost_time=0:00:38.493619 2021-04-14 23:17:38,602 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.20ms, fps=1205 images/s, loss=0.1897, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:01.282704, arrival_time=2021-04-14 23:17:39.884935, cost_time=0:00:40.618988 2021-04-14 23:17:39,753 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.36ms, fps=1182 images/s, loss=0.1902, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:39.753033, cost_time=0:00:41.769832 2021-04-14 23:17:40,722 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=2.21ms, fps=2646 images/s, loss=0.3528, top1-acc=88.24%, top5-acc=99.73%, remaining_time=0:00:02.902710, arrival_time=2021-04-14 23:17:43.625058, cost_time=0:00:00.967574 2021-04-14 23:17:41,569 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.32ms, fps=3022 images/s, loss=0.3673, top1-acc=88.18%, top5-acc=99.61%, remaining_time=0:00:01.815020, arrival_time=2021-04-14 23:17:43.384814, cost_time=0:00:01.815021 2021-04-14 23:17:42,418 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.30ms, fps=3017 images/s, loss=0.3805, top1-acc=87.80%, top5-acc=99.64%, remaining_time=0:00:00.887990, arrival_time=2021-04-14 23:17:43.306725, cost_time=0:00:02.663958 2021-04-14 23:17:43,198 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.3771, top1-acc=87.88%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:43.198002, cost_time=0:00:03.443248 2021-04-14 23:17:43,534 INFO : Epoch=0101 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:15:25.566903, arrival_time=2021-04-15 00:33:09.100946, cost_time=1:16:56.992497 2021-04-14 23:17:43,535 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:17:45,858 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=2.25ms, fps=1102 images/s, loss=0.1751, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:43.191432, arrival_time=2021-04-14 23:18:29.049515, cost_time=0:00:02.322116 2021-04-14 23:17:47,982 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.1768, top1-acc=94.04%, top5-acc=99.94%, remaining_time=0:00:39.124448, arrival_time=2021-04-14 23:18:27.106375, cost_time=0:00:04.445955 2021-04-14 23:17:50,112 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.1861, top1-acc=93.58%, top5-acc=99.95%, remaining_time=0:00:36.390686, arrival_time=2021-04-14 23:18:26.503211, cost_time=0:00:06.576633 2021-04-14 23:17:52,236 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.1881, top1-acc=93.53%, top5-acc=99.96%, remaining_time=0:00:33.931404, arrival_time=2021-04-14 23:18:26.167572, cost_time=0:00:08.700346 2021-04-14 23:17:54,362 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.10ms, fps=1204 images/s, loss=0.1862, top1-acc=93.59%, top5-acc=99.95%, remaining_time=0:00:31.614256, arrival_time=2021-04-14 23:18:25.976868, cost_time=0:00:10.826797 2021-04-14 23:17:56,492 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.85ms, fps=1202 images/s, loss=0.1855, top1-acc=93.61%, top5-acc=99.95%, remaining_time=0:00:29.369200, arrival_time=2021-04-14 23:18:25.862097, cost_time=0:00:12.957022 2021-04-14 23:17:58,626 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.59ms, fps=1200 images/s, loss=0.1829, top1-acc=93.73%, top5-acc=99.94%, remaining_time=0:00:27.162450, arrival_time=2021-04-14 23:18:25.788554, cost_time=0:00:15.090265 2021-04-14 23:18:00,760 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.1815, top1-acc=93.79%, top5-acc=99.95%, remaining_time=0:00:24.975960, arrival_time=2021-04-14 23:18:25.736613, cost_time=0:00:17.224791 2021-04-14 23:18:02,882 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.1826, top1-acc=93.74%, top5-acc=99.95%, remaining_time=0:00:22.785654, arrival_time=2021-04-14 23:18:25.667799, cost_time=0:00:19.346340 2021-04-14 23:18:05,020 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=2.03ms, fps=1197 images/s, loss=0.1819, top1-acc=93.77%, top5-acc=99.94%, remaining_time=0:00:20.625696, arrival_time=2021-04-14 23:18:25.646606, cost_time=0:00:21.485101 2021-04-14 23:18:07,158 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.1816, top1-acc=93.76%, top5-acc=99.93%, remaining_time=0:00:18.468758, arrival_time=2021-04-14 23:18:25.627376, cost_time=0:00:23.622814 2021-04-14 23:18:09,282 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.1828, top1-acc=93.70%, top5-acc=99.93%, remaining_time=0:00:16.306332, arrival_time=2021-04-14 23:18:25.588928, cost_time=0:00:25.746792 2021-04-14 23:18:11,405 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.1849, top1-acc=93.60%, top5-acc=99.93%, remaining_time=0:00:14.149278, arrival_time=2021-04-14 23:18:25.555040, cost_time=0:00:27.869853 2021-04-14 23:18:13,525 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.1861, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:11.996040, arrival_time=2021-04-14 23:18:25.521987, cost_time=0:00:29.990148 2021-04-14 23:18:15,653 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.80ms, fps=1204 images/s, loss=0.1862, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:09.849290, arrival_time=2021-04-14 23:18:25.502414, cost_time=0:00:32.117306 2021-04-14 23:18:17,776 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.1864, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:00:07.704072, arrival_time=2021-04-14 23:18:25.480130, cost_time=0:00:34.240254 2021-04-14 23:18:19,907 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.1867, top1-acc=93.53%, top5-acc=99.92%, remaining_time=0:00:05.562778, arrival_time=2021-04-14 23:18:25.470576, cost_time=0:00:36.371993 2021-04-14 23:18:22,028 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.1867, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:03.421552, arrival_time=2021-04-14 23:18:25.449855, cost_time=0:00:38.492497 2021-04-14 23:18:24,154 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.1870, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:01.282674, arrival_time=2021-04-14 23:18:25.436699, cost_time=0:00:40.618056 2021-04-14 23:18:25,310 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.72ms, fps=1177 images/s, loss=0.1878, top1-acc=93.47%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:25.310240, cost_time=0:00:41.774401 2021-04-14 23:18:26,284 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.44ms, fps=2634 images/s, loss=0.3742, top1-acc=87.58%, top5-acc=99.69%, remaining_time=0:00:02.916000, arrival_time=2021-04-14 23:18:29.200269, cost_time=0:00:00.971995 2021-04-14 23:18:27,136 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.60ms, fps=3004 images/s, loss=0.3925, top1-acc=87.29%, top5-acc=99.59%, remaining_time=0:00:01.824380, arrival_time=2021-04-14 23:18:28.961043, cost_time=0:00:01.824384 2021-04-14 23:18:27,992 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.34ms, fps=2994 images/s, loss=0.3851, top1-acc=87.50%, top5-acc=99.58%, remaining_time=0:00:00.893210, arrival_time=2021-04-14 23:18:28.885216, cost_time=0:00:02.679628 2021-04-14 23:18:28,774 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=2966 images/s, loss=0.3966, top1-acc=87.42%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:28.774805, cost_time=0:00:03.462531 2021-04-14 23:18:29,077 INFO : Epoch=0102 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:14:39.691426, arrival_time=2021-04-15 00:33:08.768932, cost_time=1:17:42.535969 2021-04-14 23:18:29,078 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:18:31,372 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.47ms, fps=1116 images/s, loss=0.1808, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:00:42.653334, arrival_time=2021-04-14 23:19:14.025543, cost_time=0:00:02.293190 2021-04-14 23:18:33,507 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.1857, top1-acc=93.96%, top5-acc=99.88%, remaining_time=0:00:38.965520, arrival_time=2021-04-14 23:19:12.472443, cost_time=0:00:04.427905 2021-04-14 23:18:35,633 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.70ms, fps=1204 images/s, loss=0.1819, top1-acc=93.84%, top5-acc=99.92%, remaining_time=0:00:36.266020, arrival_time=2021-04-14 23:19:11.899143, cost_time=0:00:06.554110 2021-04-14 23:18:37,765 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.99ms, fps=1201 images/s, loss=0.1822, top1-acc=93.69%, top5-acc=99.94%, remaining_time=0:00:33.878052, arrival_time=2021-04-14 23:19:11.643693, cost_time=0:00:08.686668 2021-04-14 23:18:39,890 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.1822, top1-acc=93.59%, top5-acc=99.94%, remaining_time=0:00:31.569434, arrival_time=2021-04-14 23:19:11.459809, cost_time=0:00:10.811440 2021-04-14 23:18:42,020 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.95ms, fps=1202 images/s, loss=0.1833, top1-acc=93.66%, top5-acc=99.93%, remaining_time=0:00:29.333840, arrival_time=2021-04-14 23:19:11.354166, cost_time=0:00:12.941387 2021-04-14 23:18:44,145 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.1839, top1-acc=93.65%, top5-acc=99.93%, remaining_time=0:00:27.119106, arrival_time=2021-04-14 23:19:11.264347, cost_time=0:00:15.066150 2021-04-14 23:18:46,273 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.1803, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:00:24.931532, arrival_time=2021-04-14 23:19:11.204675, cost_time=0:00:17.194182 2021-04-14 23:18:48,397 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.84ms, fps=1205 images/s, loss=0.1788, top1-acc=93.82%, top5-acc=99.92%, remaining_time=0:00:22.753324, arrival_time=2021-04-14 23:19:11.151115, cost_time=0:00:19.318852 2021-04-14 23:18:50,532 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.1777, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:20.595744, arrival_time=2021-04-14 23:19:11.128647, cost_time=0:00:21.453911 2021-04-14 23:18:52,661 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.1778, top1-acc=93.79%, top5-acc=99.93%, remaining_time=0:00:18.437454, arrival_time=2021-04-14 23:19:11.099233, cost_time=0:00:23.582806 2021-04-14 23:18:54,785 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.1781, top1-acc=93.76%, top5-acc=99.93%, remaining_time=0:00:16.280872, arrival_time=2021-04-14 23:19:11.066418, cost_time=0:00:25.706602 2021-04-14 23:18:56,917 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.85ms, fps=1201 images/s, loss=0.1777, top1-acc=93.74%, top5-acc=99.93%, remaining_time=0:00:14.133504, arrival_time=2021-04-14 23:19:11.051184, cost_time=0:00:27.838660 2021-04-14 23:18:59,044 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1786, top1-acc=93.76%, top5-acc=99.93%, remaining_time=0:00:11.986352, arrival_time=2021-04-14 23:19:11.031144, cost_time=0:00:29.965825 2021-04-14 23:19:01,165 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.76ms, fps=1208 images/s, loss=0.1786, top1-acc=93.76%, top5-acc=99.93%, remaining_time=0:00:09.839814, arrival_time=2021-04-14 23:19:11.005057, cost_time=0:00:32.086304 2021-04-14 23:19:03,290 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.1791, top1-acc=93.75%, top5-acc=99.93%, remaining_time=0:00:07.697592, arrival_time=2021-04-14 23:19:10.988024, cost_time=0:00:34.211483 2021-04-14 23:19:05,425 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.1809, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:05.558956, arrival_time=2021-04-14 23:19:10.984827, cost_time=0:00:36.346935 2021-04-14 23:19:07,564 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.09ms, fps=1197 images/s, loss=0.1810, top1-acc=93.67%, top5-acc=99.93%, remaining_time=0:00:03.420928, arrival_time=2021-04-14 23:19:10.985276, cost_time=0:00:38.485410 2021-04-14 23:19:09,688 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.1820, top1-acc=93.62%, top5-acc=99.92%, remaining_time=0:00:01.282416, arrival_time=2021-04-14 23:19:10.971111, cost_time=0:00:40.609754 2021-04-14 23:19:10,846 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.30ms, fps=1175 images/s, loss=0.1835, top1-acc=93.60%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:10.846127, cost_time=0:00:41.767184 2021-04-14 23:19:11,832 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.21ms, fps=2602 images/s, loss=0.3883, top1-acc=87.54%, top5-acc=99.26%, remaining_time=0:00:02.952000, arrival_time=2021-04-14 23:19:14.784128, cost_time=0:00:00.984005 2021-04-14 23:19:12,683 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.92ms, fps=3009 images/s, loss=0.4032, top1-acc=86.78%, top5-acc=99.34%, remaining_time=0:00:01.835060, arrival_time=2021-04-14 23:19:14.518315, cost_time=0:00:01.835055 2021-04-14 23:19:13,534 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.27ms, fps=3008 images/s, loss=0.4040, top1-acc=86.72%, top5-acc=99.39%, remaining_time=0:00:00.895560, arrival_time=2021-04-14 23:19:14.430387, cost_time=0:00:02.686670 2021-04-14 23:19:14,316 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.09ms, fps=2971 images/s, loss=0.4159, top1-acc=86.80%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:14.316212, cost_time=0:00:03.468032 2021-04-14 23:19:14,678 INFO : Epoch=0103 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:13:53.876693, arrival_time=2021-04-15 00:33:08.555367, cost_time=1:18:28.137143 2021-04-14 23:19:14,679 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:19:16,982 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=2.03ms, fps=1112 images/s, loss=0.2055, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:42.830220, arrival_time=2021-04-14 23:19:59.813071, cost_time=0:00:02.302701 2021-04-14 23:19:19,119 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.55ms, fps=1199 images/s, loss=0.2003, top1-acc=93.38%, top5-acc=99.88%, remaining_time=0:00:39.063904, arrival_time=2021-04-14 23:19:58.183147, cost_time=0:00:04.439078 2021-04-14 23:19:21,255 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.58ms, fps=1198 images/s, loss=0.2011, top1-acc=93.20%, top5-acc=99.92%, remaining_time=0:00:36.385706, arrival_time=2021-04-14 23:19:57.641639, cost_time=0:00:06.575719 2021-04-14 23:19:23,382 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.1958, top1-acc=93.38%, top5-acc=99.92%, remaining_time=0:00:33.938112, arrival_time=2021-04-14 23:19:57.320279, cost_time=0:00:08.702069 2021-04-14 23:19:25,514 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.1934, top1-acc=93.43%, top5-acc=99.92%, remaining_time=0:00:31.637616, arrival_time=2021-04-14 23:19:57.152462, cost_time=0:00:10.834780 2021-04-14 23:19:27,642 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.1856, top1-acc=93.71%, top5-acc=99.93%, remaining_time=0:00:29.382528, arrival_time=2021-04-14 23:19:57.025480, cost_time=0:00:12.962886 2021-04-14 23:19:29,765 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.1854, top1-acc=93.67%, top5-acc=99.94%, remaining_time=0:00:27.153630, arrival_time=2021-04-14 23:19:56.919145, cost_time=0:00:15.085367 2021-04-14 23:19:31,888 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.1843, top1-acc=93.68%, top5-acc=99.93%, remaining_time=0:00:24.952760, arrival_time=2021-04-14 23:19:56.841652, cost_time=0:00:17.208818 2021-04-14 23:19:34,010 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.1868, top1-acc=93.60%, top5-acc=99.93%, remaining_time=0:00:22.766680, arrival_time=2021-04-14 23:19:56.776926, cost_time=0:00:19.330183 2021-04-14 23:19:36,128 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.49ms, fps=1209 images/s, loss=0.1888, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:20.590272, arrival_time=2021-04-14 23:19:56.718575, cost_time=0:00:21.448231 2021-04-14 23:19:38,266 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.76ms, fps=1198 images/s, loss=0.1882, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:18.440206, arrival_time=2021-04-14 23:19:56.706572, cost_time=0:00:23.586299 2021-04-14 23:19:40,397 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.1877, top1-acc=93.57%, top5-acc=99.92%, remaining_time=0:00:16.287408, arrival_time=2021-04-14 23:19:56.684437, cost_time=0:00:25.716969 2021-04-14 23:19:42,519 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1869, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:14.133966, arrival_time=2021-04-14 23:19:56.653684, cost_time=0:00:27.839586 2021-04-14 23:19:44,639 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.1877, top1-acc=93.56%, top5-acc=99.91%, remaining_time=0:00:11.983664, arrival_time=2021-04-14 23:19:56.622845, cost_time=0:00:29.959090 2021-04-14 23:19:46,770 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.1870, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:09.841148, arrival_time=2021-04-14 23:19:56.611911, cost_time=0:00:32.090702 2021-04-14 23:19:48,898 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.1855, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:07.699176, arrival_time=2021-04-14 23:19:56.597745, cost_time=0:00:34.218488 2021-04-14 23:19:51,019 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.1869, top1-acc=93.61%, top5-acc=99.91%, remaining_time=0:00:05.557786, arrival_time=2021-04-14 23:19:56.577271, cost_time=0:00:36.339423 2021-04-14 23:19:53,138 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.31ms, fps=1208 images/s, loss=0.1865, top1-acc=93.61%, top5-acc=99.92%, remaining_time=0:00:03.418512, arrival_time=2021-04-14 23:19:56.556842, cost_time=0:00:38.458269 2021-04-14 23:19:55,267 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.1869, top1-acc=93.59%, top5-acc=99.91%, remaining_time=0:00:01.281696, arrival_time=2021-04-14 23:19:56.548808, cost_time=0:00:40.587057 2021-04-14 23:19:56,414 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.42ms, fps=1186 images/s, loss=0.1871, top1-acc=93.59%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:56.414035, cost_time=0:00:41.733979 2021-04-14 23:19:57,447 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.49ms, fps=2481 images/s, loss=0.4509, top1-acc=85.98%, top5-acc=99.34%, remaining_time=0:00:03.096060, arrival_time=2021-04-14 23:20:00.544003, cost_time=0:00:01.032018 2021-04-14 23:19:58,297 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.42ms, fps=3014 images/s, loss=0.4789, top1-acc=85.27%, top5-acc=99.39%, remaining_time=0:00:01.881720, arrival_time=2021-04-14 23:20:00.179363, cost_time=0:00:01.881722 2021-04-14 23:19:59,148 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.52ms, fps=3009 images/s, loss=0.4740, top1-acc=85.08%, top5-acc=99.35%, remaining_time=0:00:00.910910, arrival_time=2021-04-14 23:20:00.059560, cost_time=0:00:02.732725 2021-04-14 23:19:59,929 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.4619, top1-acc=85.30%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:59.929366, cost_time=0:00:03.513458 2021-04-14 23:20:00,239 INFO : Epoch=0104 complete, best val top1-acc=88.34%, top5-acc=99.64% (epoch=96), remaining_time=1:13:08.029056, arrival_time=2021-04-15 00:33:08.268687, cost_time=1:19:13.698104 2021-04-14 23:20:00,240 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 23:20:02,579 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.49ms, fps=1095 images/s, loss=0.1820, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:43.494426, arrival_time=2021-04-14 23:20:46.073948, cost_time=0:00:02.338413 2021-04-14 23:20:04,713 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1919, top1-acc=93.50%, top5-acc=99.82%, remaining_time=0:00:39.360816, arrival_time=2021-04-14 23:20:44.074662, cost_time=0:00:04.472818 2021-04-14 23:20:06,837 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.1796, top1-acc=93.92%, top5-acc=99.86%, remaining_time=0:00:36.500412, arrival_time=2021-04-14 23:20:43.337874, cost_time=0:00:06.596447 2021-04-14 23:20:08,966 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=2.10ms, fps=1203 images/s, loss=0.1744, top1-acc=94.02%, top5-acc=99.89%, remaining_time=0:00:34.030152, arrival_time=2021-04-14 23:20:42.996795, cost_time=0:00:08.725693 2021-04-14 23:20:11,094 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.1716, top1-acc=94.01%, top5-acc=99.90%, remaining_time=0:00:31.691490, arrival_time=2021-04-14 23:20:42.785690, cost_time=0:00:10.853261 2021-04-14 23:20:13,224 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.1696, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:29.428224, arrival_time=2021-04-14 23:20:42.652250, cost_time=0:00:12.983023 2021-04-14 23:20:15,351 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.65ms, fps=1204 images/s, loss=0.1691, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:27.199116, arrival_time=2021-04-14 23:20:42.550675, cost_time=0:00:15.110602 2021-04-14 23:20:17,485 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.1710, top1-acc=94.05%, top5-acc=99.92%, remaining_time=0:00:25.004960, arrival_time=2021-04-14 23:20:42.490703, cost_time=0:00:17.244791 2021-04-14 23:20:19,605 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.52ms, fps=1208 images/s, loss=0.1707, top1-acc=94.05%, top5-acc=99.93%, remaining_time=0:00:22.806642, arrival_time=2021-04-14 23:20:42.411725, cost_time=0:00:19.364111 2021-04-14 23:20:21,736 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.1733, top1-acc=93.98%, top5-acc=99.93%, remaining_time=0:00:20.635968, arrival_time=2021-04-14 23:20:42.372665, cost_time=0:00:21.495760 2021-04-14 23:20:23,868 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.1738, top1-acc=93.98%, top5-acc=99.93%, remaining_time=0:00:18.472542, arrival_time=2021-04-14 23:20:42.341259, cost_time=0:00:23.627711 2021-04-14 23:20:26,001 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.31ms, fps=1200 images/s, loss=0.1752, top1-acc=93.93%, top5-acc=99.92%, remaining_time=0:00:16.315224, arrival_time=2021-04-14 23:20:42.317095, cost_time=0:00:25.760847 2021-04-14 23:20:28,128 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.52ms, fps=1205 images/s, loss=0.1765, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:14.157858, arrival_time=2021-04-14 23:20:42.285734, cost_time=0:00:27.886728 2021-04-14 23:20:30,259 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.81ms, fps=1202 images/s, loss=0.1749, top1-acc=93.93%, top5-acc=99.92%, remaining_time=0:00:12.007184, arrival_time=2021-04-14 23:20:42.266206, cost_time=0:00:30.018001 2021-04-14 23:20:32,397 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.62ms, fps=1198 images/s, loss=0.1760, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:09.861296, arrival_time=2021-04-14 23:20:42.258592, cost_time=0:00:32.156344 2021-04-14 23:20:34,528 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.1772, top1-acc=93.82%, top5-acc=99.92%, remaining_time=0:00:07.714584, arrival_time=2021-04-14 23:20:42.242642, cost_time=0:00:34.287118 2021-04-14 23:20:36,657 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=2.27ms, fps=1203 images/s, loss=0.1773, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:05.569512, arrival_time=2021-04-14 23:20:42.226596, cost_time=0:00:36.416079 2021-04-14 23:20:38,790 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.81ms, fps=1200 images/s, loss=0.1778, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:00:03.426608, arrival_time=2021-04-14 23:20:42.216873, cost_time=0:00:38.549293 2021-04-14 23:20:40,923 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.22ms, fps=1200 images/s, loss=0.1780, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:01.284708, arrival_time=2021-04-14 23:20:42.208078, cost_time=0:00:40.682363 2021-04-14 23:20:42,094 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.1779, top1-acc=93.78%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:42.094583, cost_time=0:00:41.853652 2021-04-14 23:20:43,108 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.21ms, fps=2528 images/s, loss=0.3208, top1-acc=89.14%, top5-acc=99.53%, remaining_time=0:00:03.037440, arrival_time=2021-04-14 23:20:46.146312, cost_time=0:00:01.012476 2021-04-14 23:20:43,959 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.37ms, fps=3009 images/s, loss=0.3306, top1-acc=89.06%, top5-acc=99.57%, remaining_time=0:00:01.863560, arrival_time=2021-04-14 23:20:45.823510, cost_time=0:00:01.863556 2021-04-14 23:20:44,812 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.30ms, fps=3003 images/s, loss=0.3371, top1-acc=88.88%, top5-acc=99.54%, remaining_time=0:00:00.905450, arrival_time=2021-04-14 23:20:45.718186, cost_time=0:00:02.716339 2021-04-14 23:20:45,591 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.19ms, fps=2981 images/s, loss=0.3380, top1-acc=88.91%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:45.591276, cost_time=0:00:03.494910 2021-04-14 23:20:46,194 INFO : Epoch=0105 complete, best val top1-acc=88.91%, top5-acc=99.59% (epoch=105), remaining_time=1:12:22.543385, arrival_time=2021-04-15 00:33:08.738106, cost_time=1:19:59.653184 2021-04-14 23:20:46,196 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 23:20:48,527 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.41ms, fps=1098 images/s, loss=0.1602, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:43.364412, arrival_time=2021-04-14 23:21:31.892275, cost_time=0:00:02.331418 2021-04-14 23:20:50,650 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.1590, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:39.194848, arrival_time=2021-04-14 23:21:29.845279, cost_time=0:00:04.453964 2021-04-14 23:20:52,772 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.1616, top1-acc=94.35%, top5-acc=99.93%, remaining_time=0:00:36.384710, arrival_time=2021-04-14 23:21:29.156784, cost_time=0:00:06.575550 2021-04-14 23:20:54,905 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.1624, top1-acc=94.37%, top5-acc=99.94%, remaining_time=0:00:33.964164, arrival_time=2021-04-14 23:21:28.869286, cost_time=0:00:08.708744 2021-04-14 23:20:57,039 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.1645, top1-acc=94.19%, top5-acc=99.93%, remaining_time=0:00:31.661122, arrival_time=2021-04-14 23:21:28.700366, cost_time=0:00:10.842871 2021-04-14 23:20:59,168 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.95ms, fps=1202 images/s, loss=0.1661, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:29.403744, arrival_time=2021-04-14 23:21:28.572446, cost_time=0:00:12.972265 2021-04-14 23:21:01,304 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.64ms, fps=1199 images/s, loss=0.1670, top1-acc=94.12%, top5-acc=99.92%, remaining_time=0:00:27.193572, arrival_time=2021-04-14 23:21:28.497514, cost_time=0:00:15.107506 2021-04-14 23:21:03,437 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.60ms, fps=1200 images/s, loss=0.1681, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:24.999276, arrival_time=2021-04-14 23:21:28.436566, cost_time=0:00:17.240906 2021-04-14 23:21:05,569 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.1673, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:22.816606, arrival_time=2021-04-14 23:21:28.385577, cost_time=0:00:19.372597 2021-04-14 23:21:07,692 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.1689, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:20.636448, arrival_time=2021-04-14 23:21:28.329088, cost_time=0:00:21.496276 2021-04-14 23:21:09,820 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.1683, top1-acc=94.07%, top5-acc=99.92%, remaining_time=0:00:18.469532, arrival_time=2021-04-14 23:21:28.289764, cost_time=0:00:23.623858 2021-04-14 23:21:11,951 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.90ms, fps=1201 images/s, loss=0.1676, top1-acc=94.08%, top5-acc=99.92%, remaining_time=0:00:16.311728, arrival_time=2021-04-14 23:21:28.263519, cost_time=0:00:25.755376 2021-04-14 23:21:14,096 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.77ms, fps=1194 images/s, loss=0.1686, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:14.164458, arrival_time=2021-04-14 23:21:28.260851, cost_time=0:00:27.899748 2021-04-14 23:21:16,250 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.81ms, fps=1189 images/s, loss=0.1707, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:12.021520, arrival_time=2021-04-14 23:21:28.271762, cost_time=0:00:30.053761 2021-04-14 23:21:18,393 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.47ms, fps=1195 images/s, loss=0.1713, top1-acc=93.93%, top5-acc=99.90%, remaining_time=0:00:09.873808, arrival_time=2021-04-14 23:21:28.267432, cost_time=0:00:32.197133 2021-04-14 23:21:20,520 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.1722, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:07.722900, arrival_time=2021-04-14 23:21:28.243236, cost_time=0:00:34.323936 2021-04-14 23:21:22,642 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.1731, top1-acc=93.91%, top5-acc=99.89%, remaining_time=0:00:05.574114, arrival_time=2021-04-14 23:21:28.216565, cost_time=0:00:36.446063 2021-04-14 23:21:24,774 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=2.04ms, fps=1201 images/s, loss=0.1740, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:03.429104, arrival_time=2021-04-14 23:21:28.203760, cost_time=0:00:38.577509 2021-04-14 23:21:26,917 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=2.46ms, fps=1196 images/s, loss=0.1748, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:01.285914, arrival_time=2021-04-14 23:21:28.202864, cost_time=0:00:40.720516 2021-04-14 23:21:28,078 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.91ms, fps=1171 images/s, loss=0.1756, top1-acc=93.80%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:28.078849, cost_time=0:00:41.882298 2021-04-14 23:21:29,108 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.30ms, fps=2495 images/s, loss=0.3856, top1-acc=87.03%, top5-acc=99.41%, remaining_time=0:00:03.078150, arrival_time=2021-04-14 23:21:32.186373, cost_time=0:00:01.026046 2021-04-14 23:21:29,965 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.43ms, fps=2990 images/s, loss=0.3699, top1-acc=87.32%, top5-acc=99.39%, remaining_time=0:00:01.882740, arrival_time=2021-04-14 23:21:31.847732, cost_time=0:00:01.882738 2021-04-14 23:21:30,820 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.67ms, fps=2996 images/s, loss=0.3700, top1-acc=87.62%, top5-acc=99.52%, remaining_time=0:00:00.912580, arrival_time=2021-04-14 23:21:31.732643, cost_time=0:00:02.737734 2021-04-14 23:21:31,601 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=2971 images/s, loss=0.3561, top1-acc=87.92%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:31.601619, cost_time=0:00:03.519475 2021-04-14 23:21:31,913 INFO : Epoch=0106 complete, best val top1-acc=88.91%, top5-acc=99.59% (epoch=105), remaining_time=1:11:36.839358, arrival_time=2021-04-15 00:33:08.752994, cost_time=1:20:45.372070 2021-04-14 23:21:31,915 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 23:21:34,269 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.93ms, fps=1088 images/s, loss=0.1655, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:43.772496, arrival_time=2021-04-14 23:22:18.041958, cost_time=0:00:02.353365 2021-04-14 23:21:36,400 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.73ms, fps=1202 images/s, loss=0.1680, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:39.462368, arrival_time=2021-04-14 23:22:15.862855, cost_time=0:00:04.484368 2021-04-14 23:21:38,528 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.1662, top1-acc=94.48%, top5-acc=99.95%, remaining_time=0:00:36.586400, arrival_time=2021-04-14 23:22:15.114398, cost_time=0:00:06.611992 2021-04-14 23:21:40,646 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.67ms, fps=1209 images/s, loss=0.1627, top1-acc=94.57%, top5-acc=99.95%, remaining_time=0:00:34.048716, arrival_time=2021-04-14 23:22:14.695127, cost_time=0:00:08.730435 2021-04-14 23:21:42,782 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.92ms, fps=1199 images/s, loss=0.1620, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:31.731056, arrival_time=2021-04-14 23:22:14.513832, cost_time=0:00:10.866803 2021-04-14 23:21:44,927 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.96ms, fps=1194 images/s, loss=0.1635, top1-acc=94.37%, top5-acc=99.95%, remaining_time=0:00:29.491600, arrival_time=2021-04-14 23:22:14.418683, cost_time=0:00:13.011017 2021-04-14 23:21:47,052 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.1671, top1-acc=94.21%, top5-acc=99.94%, remaining_time=0:00:27.244980, arrival_time=2021-04-14 23:22:14.297086, cost_time=0:00:15.136078 2021-04-14 23:21:49,182 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.1712, top1-acc=94.11%, top5-acc=99.94%, remaining_time=0:00:25.036048, arrival_time=2021-04-14 23:22:14.218285, cost_time=0:00:17.266253 2021-04-14 23:21:51,313 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.1735, top1-acc=94.06%, top5-acc=99.93%, remaining_time=0:00:22.846286, arrival_time=2021-04-14 23:22:14.160063, cost_time=0:00:19.397798 2021-04-14 23:21:53,446 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.1743, top1-acc=94.00%, top5-acc=99.93%, remaining_time=0:00:20.669280, arrival_time=2021-04-14 23:22:14.115790, cost_time=0:00:21.530521 2021-04-14 23:21:55,571 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.1747, top1-acc=94.01%, top5-acc=99.93%, remaining_time=0:00:18.494042, arrival_time=2021-04-14 23:22:14.065213, cost_time=0:00:23.655195 2021-04-14 23:21:57,704 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.1741, top1-acc=93.96%, top5-acc=99.93%, remaining_time=0:00:16.332400, arrival_time=2021-04-14 23:22:14.036441, cost_time=0:00:25.787995 2021-04-14 23:21:59,835 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.1746, top1-acc=93.94%, top5-acc=99.94%, remaining_time=0:00:14.174358, arrival_time=2021-04-14 23:22:14.009590, cost_time=0:00:27.919232 2021-04-14 23:22:01,958 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.1742, top1-acc=93.98%, top5-acc=99.94%, remaining_time=0:00:12.017152, arrival_time=2021-04-14 23:22:13.976041, cost_time=0:00:30.042891 2021-04-14 23:22:04,100 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=2.20ms, fps=1196 images/s, loss=0.1765, top1-acc=93.93%, top5-acc=99.94%, remaining_time=0:00:09.869760, arrival_time=2021-04-14 23:22:13.969826, cost_time=0:00:32.184047 2021-04-14 23:22:06,228 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.1760, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:07.720344, arrival_time=2021-04-14 23:22:13.948894, cost_time=0:00:34.312560 2021-04-14 23:22:08,351 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.1765, top1-acc=93.93%, top5-acc=99.94%, remaining_time=0:00:05.572476, arrival_time=2021-04-14 23:22:13.923959, cost_time=0:00:36.435501 2021-04-14 23:22:10,470 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.1779, top1-acc=93.87%, top5-acc=99.93%, remaining_time=0:00:03.427072, arrival_time=2021-04-14 23:22:13.897604, cost_time=0:00:38.554489 2021-04-14 23:22:12,608 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.74ms, fps=1198 images/s, loss=0.1789, top1-acc=93.81%, top5-acc=99.93%, remaining_time=0:00:01.285026, arrival_time=2021-04-14 23:22:13.893523, cost_time=0:00:40.692507 2021-04-14 23:22:13,763 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.40ms, fps=1178 images/s, loss=0.1781, top1-acc=93.82%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:13.763134, cost_time=0:00:41.847149 2021-04-14 23:22:14,742 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.86ms, fps=2620 images/s, loss=0.4222, top1-acc=85.59%, top5-acc=99.73%, remaining_time=0:00:02.931330, arrival_time=2021-04-14 23:22:17.673770, cost_time=0:00:00.977111 2021-04-14 23:22:15,597 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.63ms, fps=2996 images/s, loss=0.4227, top1-acc=86.37%, top5-acc=99.59%, remaining_time=0:00:01.832140, arrival_time=2021-04-14 23:22:17.429572, cost_time=0:00:01.832135 2021-04-14 23:22:16,449 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.28ms, fps=3007 images/s, loss=0.4243, top1-acc=86.32%, top5-acc=99.58%, remaining_time=0:00:00.894590, arrival_time=2021-04-14 23:22:17.343644, cost_time=0:00:02.683769 2021-04-14 23:22:17,225 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=2991 images/s, loss=0.4194, top1-acc=86.61%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:17.224983, cost_time=0:00:03.459721 2021-04-14 23:22:17,492 INFO : Epoch=0107 complete, best val top1-acc=88.91%, top5-acc=99.59% (epoch=105), remaining_time=1:10:51.013632, arrival_time=2021-04-15 00:33:08.506400, cost_time=1:21:30.951204 2021-04-14 23:22:17,494 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 23:22:19,855 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=2.15ms, fps=1084 images/s, loss=0.1684, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:43.910508, arrival_time=2021-04-14 23:23:03.766371, cost_time=0:00:02.360775 2021-04-14 23:22:21,991 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.59ms, fps=1199 images/s, loss=0.1648, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:39.565856, arrival_time=2021-04-14 23:23:01.556900, cost_time=0:00:04.496114 2021-04-14 23:22:24,121 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.99ms, fps=1202 images/s, loss=0.1611, top1-acc=94.17%, top5-acc=99.93%, remaining_time=0:00:36.668902, arrival_time=2021-04-14 23:23:00.790805, cost_time=0:00:06.626914 2021-04-14 23:22:26,254 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.1593, top1-acc=94.26%, top5-acc=99.94%, remaining_time=0:00:34.161192, arrival_time=2021-04-14 23:23:00.415388, cost_time=0:00:08.759279 2021-04-14 23:22:28,375 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.1563, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:31.772374, arrival_time=2021-04-14 23:23:00.148225, cost_time=0:00:10.880949 2021-04-14 23:22:30,504 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.46ms, fps=1203 images/s, loss=0.1564, top1-acc=94.47%, top5-acc=99.93%, remaining_time=0:00:29.488200, arrival_time=2021-04-14 23:22:59.992655, cost_time=0:00:13.009484 2021-04-14 23:22:32,635 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.78ms, fps=1201 images/s, loss=0.1567, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:27.253422, arrival_time=2021-04-14 23:22:59.889135, cost_time=0:00:15.140788 2021-04-14 23:22:34,768 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.1541, top1-acc=94.61%, top5-acc=99.94%, remaining_time=0:00:25.046372, arrival_time=2021-04-14 23:22:59.814659, cost_time=0:00:17.273365 2021-04-14 23:22:36,898 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.1549, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:22.852858, arrival_time=2021-04-14 23:22:59.751178, cost_time=0:00:19.403407 2021-04-14 23:22:39,022 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.68ms, fps=1206 images/s, loss=0.1581, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:20.666304, arrival_time=2021-04-14 23:22:59.688575, cost_time=0:00:21.527355 2021-04-14 23:22:41,146 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.1589, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:18.491376, arrival_time=2021-04-14 23:22:59.638025, cost_time=0:00:23.651744 2021-04-14 23:22:43,275 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.1595, top1-acc=94.44%, top5-acc=99.95%, remaining_time=0:00:16.327536, arrival_time=2021-04-14 23:22:59.602769, cost_time=0:00:25.780329 2021-04-14 23:22:45,408 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.1606, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:14.171454, arrival_time=2021-04-14 23:22:59.580009, cost_time=0:00:27.913526 2021-04-14 23:22:47,532 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.63ms, fps=1206 images/s, loss=0.1618, top1-acc=94.39%, top5-acc=99.94%, remaining_time=0:00:12.015136, arrival_time=2021-04-14 23:22:59.548024, cost_time=0:00:30.037825 2021-04-14 23:22:49,657 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.90ms, fps=1205 images/s, loss=0.1625, top1-acc=94.36%, top5-acc=99.94%, remaining_time=0:00:09.863090, arrival_time=2021-04-14 23:22:59.520452, cost_time=0:00:32.162272 2021-04-14 23:22:51,782 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.1648, top1-acc=94.27%, top5-acc=99.94%, remaining_time=0:00:07.714728, arrival_time=2021-04-14 23:22:59.497380, cost_time=0:00:34.287743 2021-04-14 23:22:53,901 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.58ms, fps=1209 images/s, loss=0.1677, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:05.568030, arrival_time=2021-04-14 23:22:59.469452, cost_time=0:00:36.406434 2021-04-14 23:22:56,022 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.31ms, fps=1207 images/s, loss=0.1685, top1-acc=94.14%, top5-acc=99.94%, remaining_time=0:00:03.424672, arrival_time=2021-04-14 23:22:59.447096, cost_time=0:00:38.527514 2021-04-14 23:22:58,144 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.26ms, fps=1207 images/s, loss=0.1686, top1-acc=94.17%, top5-acc=99.93%, remaining_time=0:00:01.283664, arrival_time=2021-04-14 23:22:59.427852, cost_time=0:00:40.649279 2021-04-14 23:22:59,295 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.26ms, fps=1182 images/s, loss=0.1703, top1-acc=94.12%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:59.295010, cost_time=0:00:41.800108 2021-04-14 23:23:00,268 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.23ms, fps=2635 images/s, loss=0.3086, top1-acc=90.08%, top5-acc=99.53%, remaining_time=0:00:02.914710, arrival_time=2021-04-14 23:23:03.183246, cost_time=0:00:00.971573 2021-04-14 23:23:01,122 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.45ms, fps=3000 images/s, loss=0.3230, top1-acc=89.63%, top5-acc=99.65%, remaining_time=0:00:01.825420, arrival_time=2021-04-14 23:23:02.947767, cost_time=0:00:01.825423 2021-04-14 23:23:01,976 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.36ms, fps=2999 images/s, loss=0.3293, top1-acc=89.28%, top5-acc=99.65%, remaining_time=0:00:00.893210, arrival_time=2021-04-14 23:23:02.869758, cost_time=0:00:02.679638 2021-04-14 23:23:02,758 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.11ms, fps=2968 images/s, loss=0.3267, top1-acc=89.09%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:02.758578, cost_time=0:00:03.461685 2021-04-14 23:23:03,407 INFO : Epoch=0108 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:10:05.478608, arrival_time=2021-04-15 00:33:08.886326, cost_time=1:22:16.866148 2021-04-14 23:23:03,410 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 23:23:05,703 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.50ms, fps=1117 images/s, loss=0.1719, top1-acc=94.02%, top5-acc=100.00%, remaining_time=0:00:42.646266, arrival_time=2021-04-14 23:23:48.349333, cost_time=0:00:02.292814 2021-04-14 23:23:07,827 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.1637, top1-acc=94.26%, top5-acc=99.98%, remaining_time=0:00:38.872592, arrival_time=2021-04-14 23:23:46.700182, cost_time=0:00:04.417333 2021-04-14 23:23:09,949 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.55ms, fps=1207 images/s, loss=0.1568, top1-acc=94.56%, top5-acc=99.96%, remaining_time=0:00:36.185344, arrival_time=2021-04-14 23:23:46.135162, cost_time=0:00:06.539519 2021-04-14 23:23:12,081 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.1541, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:33.819396, arrival_time=2021-04-14 23:23:45.901230, cost_time=0:00:08.671633 2021-04-14 23:23:14,209 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.1536, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:31.533518, arrival_time=2021-04-14 23:23:45.742815, cost_time=0:00:10.799134 2021-04-14 23:23:16,336 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.1579, top1-acc=94.58%, top5-acc=99.95%, remaining_time=0:00:29.299160, arrival_time=2021-04-14 23:23:45.635450, cost_time=0:00:12.926116 2021-04-14 23:23:18,462 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.1582, top1-acc=94.55%, top5-acc=99.96%, remaining_time=0:00:27.094410, arrival_time=2021-04-14 23:23:45.557199, cost_time=0:00:15.052448 2021-04-14 23:23:20,587 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.71ms, fps=1205 images/s, loss=0.1569, top1-acc=94.57%, top5-acc=99.96%, remaining_time=0:00:24.907520, arrival_time=2021-04-14 23:23:45.495324, cost_time=0:00:17.177585 2021-04-14 23:23:22,707 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.57ms, fps=1208 images/s, loss=0.1564, top1-acc=94.57%, top5-acc=99.96%, remaining_time=0:00:22.727460, arrival_time=2021-04-14 23:23:45.434546, cost_time=0:00:19.296886 2021-04-14 23:23:24,830 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.86ms, fps=1206 images/s, loss=0.1582, top1-acc=94.53%, top5-acc=99.95%, remaining_time=0:00:20.563680, arrival_time=2021-04-14 23:23:45.394422, cost_time=0:00:21.420537 2021-04-14 23:23:26,961 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.1590, top1-acc=94.51%, top5-acc=99.95%, remaining_time=0:00:18.412858, arrival_time=2021-04-14 23:23:45.374421, cost_time=0:00:23.551378 2021-04-14 23:23:29,095 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.83ms, fps=1200 images/s, loss=0.1595, top1-acc=94.49%, top5-acc=99.95%, remaining_time=0:00:16.267496, arrival_time=2021-04-14 23:23:45.363225, cost_time=0:00:25.685559 2021-04-14 23:23:31,224 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.00ms, fps=1203 images/s, loss=0.1606, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:14.121228, arrival_time=2021-04-14 23:23:45.345994, cost_time=0:00:27.814530 2021-04-14 23:23:33,348 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.1629, top1-acc=94.36%, top5-acc=99.95%, remaining_time=0:00:11.975208, arrival_time=2021-04-14 23:23:45.323359, cost_time=0:00:29.937959 2021-04-14 23:23:35,479 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.1630, top1-acc=94.38%, top5-acc=99.95%, remaining_time=0:00:09.834662, arrival_time=2021-04-14 23:23:45.314487, cost_time=0:00:32.069614 2021-04-14 23:23:37,622 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.14ms, fps=1195 images/s, loss=0.1644, top1-acc=94.34%, top5-acc=99.94%, remaining_time=0:00:07.697844, arrival_time=2021-04-14 23:23:45.320627, cost_time=0:00:34.212617 2021-04-14 23:23:39,765 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.38ms, fps=1195 images/s, loss=0.1651, top1-acc=94.31%, top5-acc=99.94%, remaining_time=0:00:05.560178, arrival_time=2021-04-14 23:23:45.325290, cost_time=0:00:36.354946 2021-04-14 23:23:41,885 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.1650, top1-acc=94.29%, top5-acc=99.94%, remaining_time=0:00:03.420032, arrival_time=2021-04-14 23:23:45.305541, cost_time=0:00:38.475334 2021-04-14 23:23:44,004 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.49ms, fps=1208 images/s, loss=0.1655, top1-acc=94.29%, top5-acc=99.94%, remaining_time=0:00:01.281918, arrival_time=2021-04-14 23:23:45.286140, cost_time=0:00:40.594060 2021-04-14 23:23:45,154 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.33ms, fps=1183 images/s, loss=0.1663, top1-acc=94.26%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:45.154232, cost_time=0:00:41.744069 2021-04-14 23:23:46,184 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.50ms, fps=2488 images/s, loss=0.3211, top1-acc=89.02%, top5-acc=99.77%, remaining_time=0:00:03.086370, arrival_time=2021-04-14 23:23:49.271233, cost_time=0:00:01.028792 2021-04-14 23:23:47,037 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.35ms, fps=3004 images/s, loss=0.3592, top1-acc=88.40%, top5-acc=99.67%, remaining_time=0:00:01.881420, arrival_time=2021-04-14 23:23:48.918902, cost_time=0:00:01.881423 2021-04-14 23:23:47,893 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=5.19ms, fps=2993 images/s, loss=0.3632, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:00.912340, arrival_time=2021-04-14 23:23:48.805452, cost_time=0:00:02.737020 2021-04-14 23:23:48,682 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.11ms, fps=2940 images/s, loss=0.3603, top1-acc=88.47%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:48.682667, cost_time=0:00:03.526581 2021-04-14 23:23:49,024 INFO : Epoch=0109 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:09:19.687532, arrival_time=2021-04-15 00:33:08.711954, cost_time=1:23:02.482867 2021-04-14 23:23:49,026 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 23:23:51,361 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.35ms, fps=1096 images/s, loss=0.1485, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:43.430628, arrival_time=2021-04-14 23:24:34.792446, cost_time=0:00:02.334978 2021-04-14 23:23:53,485 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1513, top1-acc=94.90%, top5-acc=99.92%, remaining_time=0:00:39.241312, arrival_time=2021-04-14 23:24:32.727178, cost_time=0:00:04.459237 2021-04-14 23:23:55,628 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=11.57ms, fps=1195 images/s, loss=0.1510, top1-acc=94.80%, top5-acc=99.91%, remaining_time=0:00:36.527304, arrival_time=2021-04-14 23:24:32.155399, cost_time=0:00:06.601335 2021-04-14 23:23:57,765 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.1476, top1-acc=94.91%, top5-acc=99.92%, remaining_time=0:00:34.082724, arrival_time=2021-04-14 23:24:31.848586, cost_time=0:00:08.739172 2021-04-14 23:23:59,885 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.1498, top1-acc=94.85%, top5-acc=99.93%, remaining_time=0:00:31.707112, arrival_time=2021-04-14 23:24:31.592407, cost_time=0:00:10.858595 2021-04-14 23:24:02,016 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.1507, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:29.443592, arrival_time=2021-04-14 23:24:31.460163, cost_time=0:00:12.989794 2021-04-14 23:24:04,138 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.30ms, fps=1207 images/s, loss=0.1510, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:27.200754, arrival_time=2021-04-14 23:24:31.338891, cost_time=0:00:15.111502 2021-04-14 23:24:06,269 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.1530, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:25.002408, arrival_time=2021-04-14 23:24:31.272008, cost_time=0:00:17.243002 2021-04-14 23:24:08,402 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.1529, top1-acc=94.74%, top5-acc=99.93%, remaining_time=0:00:22.820634, arrival_time=2021-04-14 23:24:31.223280, cost_time=0:00:19.376036 2021-04-14 23:24:10,531 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.1559, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:20.644896, arrival_time=2021-04-14 23:24:31.176702, cost_time=0:00:21.505121 2021-04-14 23:24:12,658 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.1578, top1-acc=94.55%, top5-acc=99.92%, remaining_time=0:00:18.475380, arrival_time=2021-04-14 23:24:31.133354, cost_time=0:00:23.631352 2021-04-14 23:24:14,797 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.49ms, fps=1197 images/s, loss=0.1603, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:16.321228, arrival_time=2021-04-14 23:24:31.118211, cost_time=0:00:25.770384 2021-04-14 23:24:16,925 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.29ms, fps=1203 images/s, loss=0.1619, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:14.164062, arrival_time=2021-04-14 23:24:31.089584, cost_time=0:00:27.898918 2021-04-14 23:24:19,047 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.1625, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:12.008360, arrival_time=2021-04-14 23:24:31.055835, cost_time=0:00:30.020872 2021-04-14 23:24:21,175 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.1623, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:09.858950, arrival_time=2021-04-14 23:24:31.034401, cost_time=0:00:32.148819 2021-04-14 23:24:23,296 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.1630, top1-acc=94.36%, top5-acc=99.92%, remaining_time=0:00:07.710732, arrival_time=2021-04-14 23:24:31.007295, cost_time=0:00:34.269887 2021-04-14 23:24:25,422 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.1633, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:05.566496, arrival_time=2021-04-14 23:24:30.989375, cost_time=0:00:36.396258 2021-04-14 23:24:27,545 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.1638, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:03.423856, arrival_time=2021-04-14 23:24:30.968826, cost_time=0:00:38.518375 2021-04-14 23:24:29,668 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.20ms, fps=1206 images/s, loss=0.1646, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:01.283436, arrival_time=2021-04-14 23:24:30.952196, cost_time=0:00:40.642153 2021-04-14 23:24:30,817 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.21ms, fps=1184 images/s, loss=0.1654, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:30.817431, cost_time=0:00:41.790831 2021-04-14 23:24:31,805 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.20ms, fps=2596 images/s, loss=0.3594, top1-acc=88.32%, top5-acc=99.73%, remaining_time=0:00:02.958150, arrival_time=2021-04-14 23:24:34.763523, cost_time=0:00:00.986046 2021-04-14 23:24:32,658 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.53ms, fps=3004 images/s, loss=0.3603, top1-acc=88.11%, top5-acc=99.61%, remaining_time=0:00:01.838700, arrival_time=2021-04-14 23:24:34.496727, cost_time=0:00:01.838700 2021-04-14 23:24:33,508 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.32ms, fps=3010 images/s, loss=0.3568, top1-acc=88.22%, top5-acc=99.58%, remaining_time=0:00:00.896540, arrival_time=2021-04-14 23:24:34.405477, cost_time=0:00:02.689618 2021-04-14 23:24:34,286 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=2984 images/s, loss=0.3479, top1-acc=88.39%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:34.286680, cost_time=0:00:03.467384 2021-04-14 23:24:34,849 INFO : Epoch=0110 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:08:34.069740, arrival_time=2021-04-15 00:33:08.918748, cost_time=1:23:48.307480 2021-04-14 23:24:34,850 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 23:24:37,119 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.47ms, fps=1128 images/s, loss=0.1611, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:42.196146, arrival_time=2021-04-14 23:25:19.315134, cost_time=0:00:02.268613 2021-04-14 23:24:39,247 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.1617, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:38.695008, arrival_time=2021-04-14 23:25:17.942556, cost_time=0:00:04.397168 2021-04-14 23:24:41,380 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.1563, top1-acc=94.66%, top5-acc=99.96%, remaining_time=0:00:36.130896, arrival_time=2021-04-14 23:25:17.510947, cost_time=0:00:06.529675 2021-04-14 23:24:43,516 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.1561, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:33.797244, arrival_time=2021-04-14 23:25:17.313529, cost_time=0:00:08.665969 2021-04-14 23:24:45,643 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.61ms, fps=1204 images/s, loss=0.1576, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:31.515122, arrival_time=2021-04-14 23:25:17.158258, cost_time=0:00:10.792836 2021-04-14 23:24:47,770 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.1595, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:29.284880, arrival_time=2021-04-14 23:25:17.055065, cost_time=0:00:12.919829 2021-04-14 23:24:49,896 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.1570, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:27.083574, arrival_time=2021-04-14 23:25:16.980418, cost_time=0:00:15.046428 2021-04-14 23:24:52,025 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=2.10ms, fps=1203 images/s, loss=0.1570, top1-acc=94.50%, top5-acc=99.95%, remaining_time=0:00:24.904040, arrival_time=2021-04-14 23:25:16.929552, cost_time=0:00:17.175215 2021-04-14 23:24:54,155 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.1564, top1-acc=94.57%, top5-acc=99.95%, remaining_time=0:00:22.737106, arrival_time=2021-04-14 23:25:16.892505, cost_time=0:00:19.305102 2021-04-14 23:24:56,282 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.1575, top1-acc=94.52%, top5-acc=99.94%, remaining_time=0:00:20.575200, arrival_time=2021-04-14 23:25:16.857997, cost_time=0:00:21.432502 2021-04-14 23:24:58,411 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.1591, top1-acc=94.47%, top5-acc=99.95%, remaining_time=0:00:18.420770, arrival_time=2021-04-14 23:25:16.832485, cost_time=0:00:23.561417 2021-04-14 23:25:00,545 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.96ms, fps=1200 images/s, loss=0.1588, top1-acc=94.49%, top5-acc=99.95%, remaining_time=0:00:16.273728, arrival_time=2021-04-14 23:25:16.819384, cost_time=0:00:25.695352 2021-04-14 23:25:02,674 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.82ms, fps=1203 images/s, loss=0.1606, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:14.126112, arrival_time=2021-04-14 23:25:16.800617, cost_time=0:00:27.824120 2021-04-14 23:25:04,792 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.1616, top1-acc=94.41%, top5-acc=99.95%, remaining_time=0:00:11.976720, arrival_time=2021-04-14 23:25:16.768779, cost_time=0:00:29.941767 2021-04-14 23:25:06,922 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.1630, top1-acc=94.36%, top5-acc=99.95%, remaining_time=0:00:09.835536, arrival_time=2021-04-14 23:25:16.758308, cost_time=0:00:32.072427 2021-04-14 23:25:09,044 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.1633, top1-acc=94.33%, top5-acc=99.95%, remaining_time=0:00:07.693704, arrival_time=2021-04-14 23:25:16.738200, cost_time=0:00:34.194193 2021-04-14 23:25:11,167 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.1639, top1-acc=94.31%, top5-acc=99.96%, remaining_time=0:00:05.554406, arrival_time=2021-04-14 23:25:16.722030, cost_time=0:00:36.317335 2021-04-14 23:25:13,287 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.16ms, fps=1208 images/s, loss=0.1649, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:03.416608, arrival_time=2021-04-14 23:25:16.703717, cost_time=0:00:38.436811 2021-04-14 23:25:15,411 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.32ms, fps=1206 images/s, loss=0.1658, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:01.280862, arrival_time=2021-04-14 23:25:16.691899, cost_time=0:00:40.560708 2021-04-14 23:25:16,565 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.31ms, fps=1178 images/s, loss=0.1669, top1-acc=94.17%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:16.565634, cost_time=0:00:41.715342 2021-04-14 23:25:17,548 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.22ms, fps=2611 images/s, loss=0.4032, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:02.941380, arrival_time=2021-04-14 23:25:20.489564, cost_time=0:00:00.980457 2021-04-14 23:25:18,399 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.50ms, fps=3009 images/s, loss=0.4053, top1-acc=86.89%, top5-acc=99.57%, remaining_time=0:00:01.831460, arrival_time=2021-04-14 23:25:20.230655, cost_time=0:00:01.831465 2021-04-14 23:25:19,250 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.43ms, fps=3009 images/s, loss=0.4044, top1-acc=86.91%, top5-acc=99.49%, remaining_time=0:00:00.894200, arrival_time=2021-04-14 23:25:20.144545, cost_time=0:00:02.682615 2021-04-14 23:25:20,030 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.3998, top1-acc=86.97%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:20.030269, cost_time=0:00:03.462568 2021-04-14 23:25:20,371 INFO : Epoch=0111 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:07:48.205664, arrival_time=2021-04-15 00:33:08.576716, cost_time=1:24:33.829524 2021-04-14 23:25:20,372 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 23:25:22,702 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.96ms, fps=1099 images/s, loss=0.1574, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:43.338186, arrival_time=2021-04-14 23:26:06.040746, cost_time=0:00:02.330010 2021-04-14 23:25:24,822 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.34ms, fps=1208 images/s, loss=0.1544, top1-acc=94.59%, top5-acc=99.96%, remaining_time=0:00:39.162640, arrival_time=2021-04-14 23:26:03.985367, cost_time=0:00:04.450294 2021-04-14 23:25:26,949 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1556, top1-acc=94.52%, top5-acc=99.97%, remaining_time=0:00:36.394338, arrival_time=2021-04-14 23:26:03.344147, cost_time=0:00:06.577298 2021-04-14 23:25:29,079 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.1553, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:33.957144, arrival_time=2021-04-14 23:26:03.036573, cost_time=0:00:08.706966 2021-04-14 23:25:31,202 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.1535, top1-acc=94.65%, top5-acc=99.95%, remaining_time=0:00:31.623746, arrival_time=2021-04-14 23:26:02.826194, cost_time=0:00:10.830027 2021-04-14 23:25:33,338 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.1514, top1-acc=94.62%, top5-acc=99.95%, remaining_time=0:00:29.389600, arrival_time=2021-04-14 23:26:02.728093, cost_time=0:00:12.965994 2021-04-14 23:25:35,471 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.1526, top1-acc=94.63%, top5-acc=99.94%, remaining_time=0:00:27.177948, arrival_time=2021-04-14 23:26:02.649283, cost_time=0:00:15.098885 2021-04-14 23:25:37,591 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.1545, top1-acc=94.54%, top5-acc=99.94%, remaining_time=0:00:24.967724, arrival_time=2021-04-14 23:26:02.559266, cost_time=0:00:17.219115 2021-04-14 23:25:39,717 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.1559, top1-acc=94.49%, top5-acc=99.95%, remaining_time=0:00:22.783746, arrival_time=2021-04-14 23:26:02.500860, cost_time=0:00:19.344693 2021-04-14 23:25:41,846 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.1561, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:20.614848, arrival_time=2021-04-14 23:26:02.461061, cost_time=0:00:21.473793 2021-04-14 23:25:43,983 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.59ms, fps=1198 images/s, loss=0.1568, top1-acc=94.45%, top5-acc=99.94%, remaining_time=0:00:18.459728, arrival_time=2021-04-14 23:26:02.443487, cost_time=0:00:23.611299 2021-04-14 23:25:46,106 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=2.00ms, fps=1206 images/s, loss=0.1566, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:16.298200, arrival_time=2021-04-14 23:26:02.404711, cost_time=0:00:25.734016 2021-04-14 23:25:48,249 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.1569, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:14.153106, arrival_time=2021-04-14 23:26:02.402948, cost_time=0:00:27.877394 2021-04-14 23:25:50,379 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.1574, top1-acc=94.49%, top5-acc=99.94%, remaining_time=0:00:12.002872, arrival_time=2021-04-14 23:26:02.382520, cost_time=0:00:30.007222 2021-04-14 23:25:52,521 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.1583, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:09.858904, arrival_time=2021-04-14 23:26:02.379864, cost_time=0:00:32.148526 2021-04-14 23:25:54,643 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.1604, top1-acc=94.38%, top5-acc=99.94%, remaining_time=0:00:07.711056, arrival_time=2021-04-14 23:26:02.354836, cost_time=0:00:34.271324 2021-04-14 23:25:56,771 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.1627, top1-acc=94.31%, top5-acc=99.94%, remaining_time=0:00:05.566860, arrival_time=2021-04-14 23:26:02.338065, cost_time=0:00:36.398778 2021-04-14 23:25:58,893 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.1632, top1-acc=94.32%, top5-acc=99.94%, remaining_time=0:00:03.424048, arrival_time=2021-04-14 23:26:02.317093, cost_time=0:00:38.520617 2021-04-14 23:26:01,014 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.23ms, fps=1207 images/s, loss=0.1637, top1-acc=94.32%, top5-acc=99.93%, remaining_time=0:00:01.283430, arrival_time=2021-04-14 23:26:02.297771, cost_time=0:00:40.641914 2021-04-14 23:26:02,166 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.44ms, fps=1181 images/s, loss=0.1651, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:02.166386, cost_time=0:00:41.793928 2021-04-14 23:26:03,184 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.47ms, fps=2520 images/s, loss=0.3628, top1-acc=88.59%, top5-acc=99.61%, remaining_time=0:00:03.048180, arrival_time=2021-04-14 23:26:06.232710, cost_time=0:00:01.016058 2021-04-14 23:26:04,035 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.52ms, fps=3009 images/s, loss=0.3621, top1-acc=88.36%, top5-acc=99.71%, remaining_time=0:00:01.867220, arrival_time=2021-04-14 23:26:05.902890, cost_time=0:00:01.867225 2021-04-14 23:26:04,887 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.50ms, fps=3005 images/s, loss=0.3654, top1-acc=88.15%, top5-acc=99.67%, remaining_time=0:00:00.906500, arrival_time=2021-04-14 23:26:05.794446, cost_time=0:00:02.719498 2021-04-14 23:26:05,669 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=0.3753, top1-acc=88.20%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:05.669035, cost_time=0:00:03.500616 2021-04-14 23:26:06,020 INFO : Epoch=0112 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:07:02.447616, arrival_time=2021-04-15 00:33:08.467934, cost_time=1:25:19.478788 2021-04-14 23:26:06,021 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 23:26:08,295 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.42ms, fps=1126 images/s, loss=0.1616, top1-acc=94.77%, top5-acc=99.88%, remaining_time=0:00:42.297702, arrival_time=2021-04-14 23:26:50.593529, cost_time=0:00:02.274072 2021-04-14 23:26:10,417 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.1656, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:38.683920, arrival_time=2021-04-14 23:26:49.101456, cost_time=0:00:04.395894 2021-04-14 23:26:12,552 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.80ms, fps=1199 images/s, loss=0.1608, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:00:36.136540, arrival_time=2021-04-14 23:26:48.688927, cost_time=0:00:06.530689 2021-04-14 23:26:14,695 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=2.77ms, fps=1195 images/s, loss=0.1637, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:00:33.827196, arrival_time=2021-04-14 23:26:48.522480, cost_time=0:00:08.673654 2021-04-14 23:26:16,834 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.51ms, fps=1197 images/s, loss=0.1606, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:31.572792, arrival_time=2021-04-14 23:26:48.407006, cost_time=0:00:10.812601 2021-04-14 23:26:18,960 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.1579, top1-acc=94.61%, top5-acc=99.94%, remaining_time=0:00:29.326768, arrival_time=2021-04-14 23:26:48.286747, cost_time=0:00:12.938297 2021-04-14 23:26:21,083 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.1572, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:27.110790, arrival_time=2021-04-14 23:26:48.193939, cost_time=0:00:15.061522 2021-04-14 23:26:23,201 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.54ms, fps=1209 images/s, loss=0.1543, top1-acc=94.70%, top5-acc=99.94%, remaining_time=0:00:24.910768, arrival_time=2021-04-14 23:26:48.112265, cost_time=0:00:17.179863 2021-04-14 23:26:25,318 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.33ms, fps=1210 images/s, loss=0.1545, top1-acc=94.64%, top5-acc=99.95%, remaining_time=0:00:22.727036, arrival_time=2021-04-14 23:26:48.045211, cost_time=0:00:19.296562 2021-04-14 23:26:27,454 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.70ms, fps=1198 images/s, loss=0.1542, top1-acc=94.63%, top5-acc=99.95%, remaining_time=0:00:20.575776, arrival_time=2021-04-14 23:26:48.030522, cost_time=0:00:21.433137 2021-04-14 23:26:29,579 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.1557, top1-acc=94.59%, top5-acc=99.95%, remaining_time=0:00:18.418276, arrival_time=2021-04-14 23:26:47.998191, cost_time=0:00:23.558291 2021-04-14 23:26:31,703 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.1551, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:16.265292, arrival_time=2021-04-14 23:26:47.968898, cost_time=0:00:25.681991 2021-04-14 23:26:33,829 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.67ms, fps=1204 images/s, loss=0.1571, top1-acc=94.59%, top5-acc=99.94%, remaining_time=0:00:14.117862, arrival_time=2021-04-14 23:26:47.947614, cost_time=0:00:27.807972 2021-04-14 23:26:35,971 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.33ms, fps=1196 images/s, loss=0.1574, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:11.979744, arrival_time=2021-04-14 23:26:47.950749, cost_time=0:00:29.949392 2021-04-14 23:26:38,098 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.95ms, fps=1204 images/s, loss=0.1572, top1-acc=94.59%, top5-acc=99.95%, remaining_time=0:00:09.836870, arrival_time=2021-04-14 23:26:47.935271, cost_time=0:00:32.076678 2021-04-14 23:26:40,232 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.54ms, fps=1200 images/s, loss=0.1578, top1-acc=94.54%, top5-acc=99.95%, remaining_time=0:00:07.697304, arrival_time=2021-04-14 23:26:47.929295, cost_time=0:00:34.210294 2021-04-14 23:26:42,357 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.1580, top1-acc=94.51%, top5-acc=99.95%, remaining_time=0:00:05.557266, arrival_time=2021-04-14 23:26:47.914891, cost_time=0:00:36.336004 2021-04-14 23:26:44,479 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.1589, top1-acc=94.47%, top5-acc=99.95%, remaining_time=0:00:03.418432, arrival_time=2021-04-14 23:26:47.897514, cost_time=0:00:38.457344 2021-04-14 23:26:46,613 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.1588, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:00:01.281840, arrival_time=2021-04-14 23:26:47.895017, cost_time=0:00:40.591558 2021-04-14 23:26:47,768 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.47ms, fps=1177 images/s, loss=0.1597, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:47.768776, cost_time=0:00:41.747158 2021-04-14 23:26:48,740 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.16ms, fps=2639 images/s, loss=0.3511, top1-acc=88.32%, top5-acc=99.49%, remaining_time=0:00:02.909730, arrival_time=2021-04-14 23:26:51.650271, cost_time=0:00:00.969906 2021-04-14 23:26:49,590 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.62ms, fps=3013 images/s, loss=0.3567, top1-acc=88.30%, top5-acc=99.39%, remaining_time=0:00:01.819940, arrival_time=2021-04-14 23:26:51.410510, cost_time=0:00:01.819936 2021-04-14 23:26:50,442 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.43ms, fps=3008 images/s, loss=0.3457, top1-acc=88.44%, top5-acc=99.51%, remaining_time=0:00:00.890470, arrival_time=2021-04-14 23:26:51.332583, cost_time=0:00:02.671410 2021-04-14 23:26:51,226 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.08ms, fps=2961 images/s, loss=0.3378, top1-acc=88.47%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:51.226015, cost_time=0:00:03.455340 2021-04-14 23:26:51,615 INFO : Epoch=0113 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:06:16.649592, arrival_time=2021-04-15 00:33:08.264781, cost_time=1:26:05.073634 2021-04-14 23:26:51,617 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 23:26:53,908 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.56ms, fps=1118 images/s, loss=0.1450, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:42.607392, arrival_time=2021-04-14 23:27:36.515529, cost_time=0:00:02.290720 2021-04-14 23:26:56,034 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.66ms, fps=1204 images/s, loss=0.1418, top1-acc=95.06%, top5-acc=99.96%, remaining_time=0:00:38.869952, arrival_time=2021-04-14 23:27:34.904424, cost_time=0:00:04.417043 2021-04-14 23:26:58,164 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.95ms, fps=1202 images/s, loss=0.1343, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:36.224686, arrival_time=2021-04-14 23:27:34.388653, cost_time=0:00:06.546617 2021-04-14 23:27:00,300 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.39ms, fps=1198 images/s, loss=0.1425, top1-acc=95.18%, top5-acc=99.97%, remaining_time=0:00:33.864480, arrival_time=2021-04-14 23:27:34.165132, cost_time=0:00:08.683200 2021-04-14 23:27:02,427 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.65ms, fps=1204 images/s, loss=0.1450, top1-acc=95.10%, top5-acc=99.98%, remaining_time=0:00:31.566076, arrival_time=2021-04-14 23:27:33.993845, cost_time=0:00:10.810292 2021-04-14 23:27:04,556 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.1463, top1-acc=95.03%, top5-acc=99.97%, remaining_time=0:00:29.327584, arrival_time=2021-04-14 23:27:33.883663, cost_time=0:00:12.938642 2021-04-14 23:27:06,674 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.1498, top1-acc=94.88%, top5-acc=99.97%, remaining_time=0:00:27.103356, arrival_time=2021-04-14 23:27:33.778116, cost_time=0:00:15.057427 2021-04-14 23:27:08,815 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.51ms, fps=1196 images/s, loss=0.1492, top1-acc=94.92%, top5-acc=99.97%, remaining_time=0:00:24.936404, arrival_time=2021-04-14 23:27:33.751379, cost_time=0:00:17.197559 2021-04-14 23:27:10,937 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.1483, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:22.754702, arrival_time=2021-04-14 23:27:33.692045, cost_time=0:00:19.320014 2021-04-14 23:27:13,056 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.1482, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:20.581632, arrival_time=2021-04-14 23:27:33.638188, cost_time=0:00:21.439216 2021-04-14 23:27:15,181 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.1488, top1-acc=94.95%, top5-acc=99.96%, remaining_time=0:00:18.422490, arrival_time=2021-04-14 23:27:33.603625, cost_time=0:00:23.563649 2021-04-14 23:27:17,311 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.1474, top1-acc=94.98%, top5-acc=99.96%, remaining_time=0:00:16.272892, arrival_time=2021-04-14 23:27:33.584315, cost_time=0:00:25.694087 2021-04-14 23:27:19,431 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.1472, top1-acc=94.97%, top5-acc=99.97%, remaining_time=0:00:14.121096, arrival_time=2021-04-14 23:27:33.552752, cost_time=0:00:27.814290 2021-04-14 23:27:21,569 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=2.06ms, fps=1198 images/s, loss=0.1467, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:11.980864, arrival_time=2021-04-14 23:27:33.550319, cost_time=0:00:29.952129 2021-04-14 23:27:23,703 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.1478, top1-acc=94.91%, top5-acc=99.96%, remaining_time=0:00:09.839676, arrival_time=2021-04-14 23:27:33.543066, cost_time=0:00:32.085907 2021-04-14 23:27:25,825 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.74ms, fps=1207 images/s, loss=0.1501, top1-acc=94.85%, top5-acc=99.96%, remaining_time=0:00:07.696872, arrival_time=2021-04-14 23:27:33.522609, cost_time=0:00:34.208296 2021-04-14 23:27:27,947 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.1513, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:05.556304, arrival_time=2021-04-14 23:27:33.503330, cost_time=0:00:36.329689 2021-04-14 23:27:30,071 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.1517, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:03.418160, arrival_time=2021-04-14 23:27:33.489789, cost_time=0:00:38.454218 2021-04-14 23:27:32,198 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1526, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:01.281510, arrival_time=2021-04-14 23:27:33.479994, cost_time=0:00:40.581137 2021-04-14 23:27:33,356 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.1537, top1-acc=94.73%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:33.356133, cost_time=0:00:41.738810 2021-04-14 23:27:34,326 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.42ms, fps=2643 images/s, loss=0.4250, top1-acc=86.80%, top5-acc=99.49%, remaining_time=0:00:02.905320, arrival_time=2021-04-14 23:27:37.231722, cost_time=0:00:00.968440 2021-04-14 23:27:35,185 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.64ms, fps=2981 images/s, loss=0.4098, top1-acc=86.78%, top5-acc=99.57%, remaining_time=0:00:01.827520, arrival_time=2021-04-14 23:27:37.013046, cost_time=0:00:01.827511 2021-04-14 23:27:36,047 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.97ms, fps=2973 images/s, loss=0.4232, top1-acc=86.33%, top5-acc=99.52%, remaining_time=0:00:00.896400, arrival_time=2021-04-14 23:27:36.943652, cost_time=0:00:02.689204 2021-04-14 23:27:36,840 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.13ms, fps=2928 images/s, loss=0.4134, top1-acc=86.61%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:36.840042, cost_time=0:00:03.482036 2021-04-14 23:27:37,144 INFO : Epoch=0114 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:05:30.805440, arrival_time=2021-04-15 00:33:07.949595, cost_time=1:26:50.602590 2021-04-14 23:27:37,145 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 23:27:39,465 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.56ms, fps=1104 images/s, loss=0.1350, top1-acc=95.27%, top5-acc=99.92%, remaining_time=0:00:43.142328, arrival_time=2021-04-14 23:28:22.607429, cost_time=0:00:02.319481 2021-04-14 23:27:41,589 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.60ms, fps=1205 images/s, loss=0.1391, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:39.105088, arrival_time=2021-04-14 23:28:20.694464, cost_time=0:00:04.443760 2021-04-14 23:27:43,709 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.34ms, fps=1208 images/s, loss=0.1384, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:36.320136, arrival_time=2021-04-14 23:28:20.029672, cost_time=0:00:06.563879 2021-04-14 23:27:45,840 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.1375, top1-acc=95.19%, top5-acc=99.96%, remaining_time=0:00:33.910344, arrival_time=2021-04-14 23:28:19.750906, cost_time=0:00:08.694952 2021-04-14 23:27:47,980 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.68ms, fps=1196 images/s, loss=0.1367, top1-acc=95.22%, top5-acc=99.97%, remaining_time=0:00:31.638638, arrival_time=2021-04-14 23:28:19.619427, cost_time=0:00:10.835174 2021-04-14 23:27:50,114 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.1384, top1-acc=95.15%, top5-acc=99.96%, remaining_time=0:00:29.396264, arrival_time=2021-04-14 23:28:19.510833, cost_time=0:00:12.968941 2021-04-14 23:27:52,245 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.1368, top1-acc=95.16%, top5-acc=99.97%, remaining_time=0:00:27.180216, arrival_time=2021-04-14 23:28:19.426029, cost_time=0:00:15.100121 2021-04-14 23:27:54,375 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.1364, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:24.983732, arrival_time=2021-04-14 23:28:19.359532, cost_time=0:00:17.230178 2021-04-14 23:27:56,511 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1375, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:22.809080, arrival_time=2021-04-14 23:28:19.320860, cost_time=0:00:19.366158 2021-04-14 23:27:58,640 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.1386, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:20.635104, arrival_time=2021-04-14 23:28:19.275604, cost_time=0:00:21.494878 2021-04-14 23:28:00,762 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.1403, top1-acc=95.14%, top5-acc=99.97%, remaining_time=0:00:18.464200, arrival_time=2021-04-14 23:28:19.226824, cost_time=0:00:23.616995 2021-04-14 23:28:02,886 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.1420, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:16.302228, arrival_time=2021-04-14 23:28:19.188232, cost_time=0:00:25.740332 2021-04-14 23:28:05,031 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.42ms, fps=1193 images/s, loss=0.1443, top1-acc=94.97%, top5-acc=99.96%, remaining_time=0:00:14.157462, arrival_time=2021-04-14 23:28:19.189049, cost_time=0:00:27.885974 2021-04-14 23:28:07,163 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.1454, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:12.007016, arrival_time=2021-04-14 23:28:19.170149, cost_time=0:00:30.017519 2021-04-14 23:28:09,295 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.1460, top1-acc=94.91%, top5-acc=99.97%, remaining_time=0:00:09.859226, arrival_time=2021-04-14 23:28:19.154538, cost_time=0:00:32.149692 2021-04-14 23:28:11,415 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.1478, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:07.710624, arrival_time=2021-04-14 23:28:19.125693, cost_time=0:00:34.269456 2021-04-14 23:28:13,543 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.1488, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:05.566808, arrival_time=2021-04-14 23:28:19.110740, cost_time=0:00:36.398316 2021-04-14 23:28:15,671 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.1501, top1-acc=94.74%, top5-acc=99.96%, remaining_time=0:00:03.424544, arrival_time=2021-04-14 23:28:19.096395, cost_time=0:00:38.526189 2021-04-14 23:28:17,808 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.1510, top1-acc=94.70%, top5-acc=99.96%, remaining_time=0:00:01.284072, arrival_time=2021-04-14 23:28:19.092080, cost_time=0:00:40.662332 2021-04-14 23:28:18,958 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.40ms, fps=1182 images/s, loss=0.1519, top1-acc=94.67%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:18.958819, cost_time=0:00:41.813211 2021-04-14 23:28:19,948 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=2.21ms, fps=2592 images/s, loss=0.3237, top1-acc=89.18%, top5-acc=99.77%, remaining_time=0:00:02.962980, arrival_time=2021-04-14 23:28:22.911367, cost_time=0:00:00.987659 2021-04-14 23:28:20,797 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.41ms, fps=3016 images/s, loss=0.3244, top1-acc=89.49%, top5-acc=99.79%, remaining_time=0:00:01.836820, arrival_time=2021-04-14 23:28:22.634345, cost_time=0:00:01.836811 2021-04-14 23:28:21,647 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.42ms, fps=3015 images/s, loss=0.3508, top1-acc=88.71%, top5-acc=99.75%, remaining_time=0:00:00.895420, arrival_time=2021-04-14 23:28:22.542403, cost_time=0:00:02.686275 2021-04-14 23:28:22,430 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=2963 images/s, loss=0.3542, top1-acc=88.76%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:22.430345, cost_time=0:00:03.469662 2021-04-14 23:28:22,722 INFO : Epoch=0115 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:04:45.003455, arrival_time=2021-04-15 00:33:07.726236, cost_time=1:27:36.181201 2021-04-14 23:28:22,725 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 23:28:25,037 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.33ms, fps=1107 images/s, loss=0.1514, top1-acc=94.92%, top5-acc=100.00%, remaining_time=0:00:43.004130, arrival_time=2021-04-14 23:29:08.041452, cost_time=0:00:02.312046 2021-04-14 23:28:27,160 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.1501, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:39.024832, arrival_time=2021-04-14 23:29:06.184758, cost_time=0:00:04.434647 2021-04-14 23:28:29,294 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=2.28ms, fps=1200 images/s, loss=0.1507, top1-acc=94.67%, top5-acc=99.97%, remaining_time=0:00:36.347692, arrival_time=2021-04-14 23:29:05.641801, cost_time=0:00:06.568855 2021-04-14 23:28:31,430 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=2.01ms, fps=1198 images/s, loss=0.1516, top1-acc=94.60%, top5-acc=99.97%, remaining_time=0:00:33.951060, arrival_time=2021-04-14 23:29:05.381669, cost_time=0:00:08.705392 2021-04-14 23:28:33,559 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.1517, top1-acc=94.62%, top5-acc=99.96%, remaining_time=0:00:31.636156, arrival_time=2021-04-14 23:29:05.195661, cost_time=0:00:10.834312 2021-04-14 23:28:35,696 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.40ms, fps=1198 images/s, loss=0.1507, top1-acc=94.68%, top5-acc=99.97%, remaining_time=0:00:29.400752, arrival_time=2021-04-14 23:29:05.096882, cost_time=0:00:12.970946 2021-04-14 23:28:37,817 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.1496, top1-acc=94.78%, top5-acc=99.97%, remaining_time=0:00:27.165348, arrival_time=2021-04-14 23:29:04.982495, cost_time=0:00:15.091874 2021-04-14 23:28:39,945 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.1484, top1-acc=94.81%, top5-acc=99.97%, remaining_time=0:00:24.969812, arrival_time=2021-04-14 23:29:04.915600, cost_time=0:00:17.220581 2021-04-14 23:28:42,072 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1497, top1-acc=94.81%, top5-acc=99.97%, remaining_time=0:00:22.787350, arrival_time=2021-04-14 23:29:04.860259, cost_time=0:00:19.347722 2021-04-14 23:28:44,193 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.1483, top1-acc=94.83%, top5-acc=99.97%, remaining_time=0:00:20.609856, arrival_time=2021-04-14 23:29:04.803686, cost_time=0:00:21.468643 2021-04-14 23:28:46,323 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.1478, top1-acc=94.85%, top5-acc=99.96%, remaining_time=0:00:18.449580, arrival_time=2021-04-14 23:29:04.773106, cost_time=0:00:23.598333 2021-04-14 23:28:48,444 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.1478, top1-acc=94.82%, top5-acc=99.96%, remaining_time=0:00:16.289004, arrival_time=2021-04-14 23:29:04.733688, cost_time=0:00:25.719492 2021-04-14 23:28:50,573 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.59ms, fps=1203 images/s, loss=0.1473, top1-acc=94.83%, top5-acc=99.96%, remaining_time=0:00:14.138190, arrival_time=2021-04-14 23:29:04.711370, cost_time=0:00:27.847905 2021-04-14 23:28:52,706 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.47ms, fps=1200 images/s, loss=0.1477, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:11.992512, arrival_time=2021-04-14 23:29:04.699012, cost_time=0:00:29.981310 2021-04-14 23:28:54,835 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.30ms, fps=1202 images/s, loss=0.1477, top1-acc=94.82%, top5-acc=99.94%, remaining_time=0:00:09.847266, arrival_time=2021-04-14 23:29:04.683179, cost_time=0:00:32.110687 2021-04-14 23:28:56,954 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.54ms, fps=1209 images/s, loss=0.1483, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:07.701588, arrival_time=2021-04-14 23:29:04.656257, cost_time=0:00:34.229319 2021-04-14 23:28:59,080 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.88ms, fps=1205 images/s, loss=0.1478, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:05.560152, arrival_time=2021-04-14 23:29:04.640387, cost_time=0:00:36.354867 2021-04-14 23:29:01,220 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.43ms, fps=1196 images/s, loss=0.1470, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:03.421824, arrival_time=2021-04-14 23:29:04.642565, cost_time=0:00:38.495540 2021-04-14 23:29:03,355 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.26ms, fps=1200 images/s, loss=0.1479, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:01.283058, arrival_time=2021-04-14 23:29:04.638406, cost_time=0:00:40.630081 2021-04-14 23:29:04,506 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.24ms, fps=1182 images/s, loss=0.1478, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:04.506441, cost_time=0:00:41.781253 2021-04-14 23:29:05,492 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.45ms, fps=2601 images/s, loss=0.4019, top1-acc=87.50%, top5-acc=99.77%, remaining_time=0:00:02.953200, arrival_time=2021-04-14 23:29:08.445722, cost_time=0:00:00.984398 2021-04-14 23:29:06,343 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.39ms, fps=3011 images/s, loss=0.3788, top1-acc=87.97%, top5-acc=99.73%, remaining_time=0:00:01.835020, arrival_time=2021-04-14 23:29:08.178197, cost_time=0:00:01.835017 2021-04-14 23:29:07,199 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.37ms, fps=2992 images/s, loss=0.3770, top1-acc=88.24%, top5-acc=99.78%, remaining_time=0:00:00.897030, arrival_time=2021-04-14 23:29:08.096277, cost_time=0:00:02.691103 2021-04-14 23:29:07,980 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.3623, top1-acc=88.51%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:07.980009, cost_time=0:00:03.471923 2021-04-14 23:29:08,274 INFO : Epoch=0116 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:03:59.185896, arrival_time=2021-04-15 00:33:07.460376, cost_time=1:28:21.732946 2021-04-14 23:29:08,275 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 23:29:10,622 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.43ms, fps=1091 images/s, loss=0.1216, top1-acc=96.05%, top5-acc=99.92%, remaining_time=0:00:43.649178, arrival_time=2021-04-14 23:29:54.271826, cost_time=0:00:02.346728 2021-04-14 23:29:12,744 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.1408, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:39.327200, arrival_time=2021-04-14 23:29:52.072081, cost_time=0:00:04.468995 2021-04-14 23:29:14,877 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.1369, top1-acc=95.36%, top5-acc=99.95%, remaining_time=0:00:36.531620, arrival_time=2021-04-14 23:29:51.409549, cost_time=0:00:06.602100 2021-04-14 23:29:16,997 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.1358, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:34.013616, arrival_time=2021-04-14 23:29:51.010897, cost_time=0:00:08.721444 2021-04-14 23:29:19,120 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.1353, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:31.665502, arrival_time=2021-04-14 23:29:50.785724, cost_time=0:00:10.844368 2021-04-14 23:29:21,272 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.54ms, fps=1190 images/s, loss=0.1414, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:29.459232, arrival_time=2021-04-14 23:29:50.731959, cost_time=0:00:12.996704 2021-04-14 23:29:23,401 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.1426, top1-acc=95.08%, top5-acc=99.97%, remaining_time=0:00:27.226080, arrival_time=2021-04-14 23:29:50.627559, cost_time=0:00:15.125623 2021-04-14 23:29:25,532 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.85ms, fps=1202 images/s, loss=0.1450, top1-acc=95.00%, top5-acc=99.97%, remaining_time=0:00:25.021664, arrival_time=2021-04-14 23:29:50.553886, cost_time=0:00:17.256308 2021-04-14 23:29:27,658 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.1456, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:22.827736, arrival_time=2021-04-14 23:29:50.485679, cost_time=0:00:19.382066 2021-04-14 23:29:29,791 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.1463, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:20.655360, arrival_time=2021-04-14 23:29:50.447238, cost_time=0:00:21.516050 2021-04-14 23:29:31,916 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.1457, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:18.482604, arrival_time=2021-04-14 23:29:50.398996, cost_time=0:00:23.640485 2021-04-14 23:29:34,044 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.1445, top1-acc=95.04%, top5-acc=99.95%, remaining_time=0:00:16.320392, arrival_time=2021-04-14 23:29:50.365237, cost_time=0:00:25.768998 2021-04-14 23:29:36,180 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.1449, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:14.166768, arrival_time=2021-04-14 23:29:50.346883, cost_time=0:00:27.904276 2021-04-14 23:29:38,300 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.1459, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:12.009872, arrival_time=2021-04-14 23:29:50.310324, cost_time=0:00:30.024619 2021-04-14 23:29:40,444 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.73ms, fps=1194 images/s, loss=0.1471, top1-acc=94.90%, top5-acc=99.95%, remaining_time=0:00:09.864976, arrival_time=2021-04-14 23:29:50.309187, cost_time=0:00:32.168375 2021-04-14 23:29:42,570 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.1488, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:07.716348, arrival_time=2021-04-14 23:29:50.287015, cost_time=0:00:34.294834 2021-04-14 23:29:44,691 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.1492, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:05.569434, arrival_time=2021-04-14 23:29:50.260884, cost_time=0:00:36.415558 2021-04-14 23:29:46,821 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.1505, top1-acc=94.76%, top5-acc=99.94%, remaining_time=0:00:03.426288, arrival_time=2021-04-14 23:29:50.247828, cost_time=0:00:38.545671 2021-04-14 23:29:48,955 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.1502, top1-acc=94.78%, top5-acc=99.95%, remaining_time=0:00:01.284624, arrival_time=2021-04-14 23:29:50.240133, cost_time=0:00:40.679678 2021-04-14 23:29:50,104 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.24ms, fps=1184 images/s, loss=0.1503, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:50.104832, cost_time=0:00:41.828997 2021-04-14 23:29:51,074 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.61ms, fps=2646 images/s, loss=0.3102, top1-acc=89.53%, top5-acc=99.61%, remaining_time=0:00:02.902410, arrival_time=2021-04-14 23:29:53.976607, cost_time=0:00:00.967469 2021-04-14 23:29:51,925 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.41ms, fps=3007 images/s, loss=0.3190, top1-acc=89.65%, top5-acc=99.67%, remaining_time=0:00:01.819020, arrival_time=2021-04-14 23:29:53.744773, cost_time=0:00:01.819019 2021-04-14 23:29:52,778 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.97ms, fps=3004 images/s, loss=0.3303, top1-acc=89.23%, top5-acc=99.66%, remaining_time=0:00:00.890530, arrival_time=2021-04-14 23:29:53.668843, cost_time=0:00:02.671579 2021-04-14 23:29:53,557 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=2979 images/s, loss=0.3339, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:53.557497, cost_time=0:00:03.450791 2021-04-14 23:29:53,903 INFO : Epoch=0117 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:03:13.427850, arrival_time=2021-04-15 00:33:07.331500, cost_time=1:29:07.362119 2021-04-14 23:29:53,904 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 23:29:56,210 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.34ms, fps=1111 images/s, loss=0.1236, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:42.873372, arrival_time=2021-04-14 23:30:39.083449, cost_time=0:00:02.305024 2021-04-14 23:29:58,336 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.61ms, fps=1204 images/s, loss=0.1278, top1-acc=95.70%, top5-acc=99.98%, remaining_time=0:00:38.997200, arrival_time=2021-04-14 23:30:37.333780, cost_time=0:00:04.431507 2021-04-14 23:30:00,464 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.1288, top1-acc=95.56%, top5-acc=99.97%, remaining_time=0:00:36.296398, arrival_time=2021-04-14 23:30:36.761044, cost_time=0:00:06.559587 2021-04-14 23:30:02,600 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.67ms, fps=1199 images/s, loss=0.1279, top1-acc=95.58%, top5-acc=99.98%, remaining_time=0:00:33.913152, arrival_time=2021-04-14 23:30:36.513843, cost_time=0:00:08.695673 2021-04-14 23:30:04,722 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.1335, top1-acc=95.26%, top5-acc=99.97%, remaining_time=0:00:31.587538, arrival_time=2021-04-14 23:30:36.310183, cost_time=0:00:10.817674 2021-04-14 23:30:06,850 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.76ms, fps=1203 images/s, loss=0.1329, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:29.343904, arrival_time=2021-04-14 23:30:36.194792, cost_time=0:00:12.945852 2021-04-14 23:30:08,969 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.41ms, fps=1209 images/s, loss=0.1315, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:27.116460, arrival_time=2021-04-14 23:30:36.086135, cost_time=0:00:15.064685 2021-04-14 23:30:11,088 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.1315, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:24.916104, arrival_time=2021-04-14 23:30:36.004655, cost_time=0:00:17.183560 2021-04-14 23:30:13,207 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.63ms, fps=1208 images/s, loss=0.1322, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:22.733820, arrival_time=2021-04-14 23:30:35.941079, cost_time=0:00:19.302291 2021-04-14 23:30:15,343 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.83ms, fps=1199 images/s, loss=0.1335, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:20.580768, arrival_time=2021-04-14 23:30:35.924041, cost_time=0:00:21.438308 2021-04-14 23:30:17,476 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.1362, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:18.428682, arrival_time=2021-04-14 23:30:35.905178, cost_time=0:00:23.571517 2021-04-14 23:30:19,600 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.1364, top1-acc=95.25%, top5-acc=99.95%, remaining_time=0:00:16.273424, arrival_time=2021-04-14 23:30:35.873393, cost_time=0:00:25.694932 2021-04-14 23:30:21,728 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.1391, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:14.125716, arrival_time=2021-04-14 23:30:35.854156, cost_time=0:00:27.823373 2021-04-14 23:30:23,858 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.1402, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:11.981200, arrival_time=2021-04-14 23:30:35.839174, cost_time=0:00:29.953001 2021-04-14 23:30:25,987 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.1400, top1-acc=95.13%, top5-acc=99.95%, remaining_time=0:00:09.838572, arrival_time=2021-04-14 23:30:35.825977, cost_time=0:00:32.082356 2021-04-14 23:30:28,132 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.1407, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:07.701192, arrival_time=2021-04-14 23:30:35.833825, cost_time=0:00:34.227468 2021-04-14 23:30:30,273 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.61ms, fps=1196 images/s, loss=0.1410, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:05.562154, arrival_time=2021-04-14 23:30:35.835129, cost_time=0:00:36.367914 2021-04-14 23:30:32,396 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.1414, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:03.421488, arrival_time=2021-04-14 23:30:35.818206, cost_time=0:00:38.491736 2021-04-14 23:30:34,522 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.1421, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:00:01.282638, arrival_time=2021-04-14 23:30:35.804593, cost_time=0:00:40.616871 2021-04-14 23:30:35,679 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.46ms, fps=1176 images/s, loss=0.1425, top1-acc=95.03%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:35.679144, cost_time=0:00:41.774180 2021-04-14 23:30:36,647 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.36ms, fps=2649 images/s, loss=0.3692, top1-acc=88.28%, top5-acc=99.65%, remaining_time=0:00:02.898840, arrival_time=2021-04-14 23:30:39.546112, cost_time=0:00:00.966284 2021-04-14 23:30:37,502 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.38ms, fps=2994 images/s, loss=0.3552, top1-acc=88.57%, top5-acc=99.69%, remaining_time=0:00:01.821780, arrival_time=2021-04-14 23:30:39.324542, cost_time=0:00:01.821773 2021-04-14 23:30:38,355 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.41ms, fps=3002 images/s, loss=0.3653, top1-acc=88.35%, top5-acc=99.66%, remaining_time=0:00:00.891580, arrival_time=2021-04-14 23:30:39.247319, cost_time=0:00:02.674747 2021-04-14 23:30:39,135 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.3615, top1-acc=88.33%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:39.135434, cost_time=0:00:03.454471 2021-04-14 23:30:39,532 INFO : Epoch=0118 complete, best val top1-acc=89.09%, top5-acc=99.68% (epoch=108), remaining_time=1:02:27.671420, arrival_time=2021-04-15 00:33:07.203584, cost_time=1:29:52.990602 2021-04-14 23:30:39,534 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 23:30:41,836 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.36ms, fps=1112 images/s, loss=0.1515, top1-acc=94.96%, top5-acc=100.00%, remaining_time=0:00:42.826314, arrival_time=2021-04-14 23:31:24.663210, cost_time=0:00:02.302491 2021-04-14 23:30:43,966 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=4.84ms, fps=1202 images/s, loss=0.1401, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:00:39.005472, arrival_time=2021-04-14 23:31:22.972261, cost_time=0:00:04.432450 2021-04-14 23:30:46,089 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.1330, top1-acc=95.55%, top5-acc=99.99%, remaining_time=0:00:36.270004, arrival_time=2021-04-14 23:31:22.359143, cost_time=0:00:06.554810 2021-04-14 23:30:48,213 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.1352, top1-acc=95.44%, top5-acc=99.98%, remaining_time=0:00:33.848724, arrival_time=2021-04-14 23:31:22.062201, cost_time=0:00:08.679152 2021-04-14 23:30:50,338 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.1381, top1-acc=95.20%, top5-acc=99.98%, remaining_time=0:00:31.549140, arrival_time=2021-04-14 23:31:21.887955, cost_time=0:00:10.804481 2021-04-14 23:30:52,477 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.67ms, fps=1197 images/s, loss=0.1403, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:00:29.336968, arrival_time=2021-04-14 23:31:21.814056, cost_time=0:00:12.942758 2021-04-14 23:30:54,619 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.86ms, fps=1195 images/s, loss=0.1399, top1-acc=95.19%, top5-acc=99.98%, remaining_time=0:00:27.153126, arrival_time=2021-04-14 23:31:21.772627, cost_time=0:00:15.085101 2021-04-14 23:30:56,752 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1393, top1-acc=95.28%, top5-acc=99.97%, remaining_time=0:00:24.966448, arrival_time=2021-04-14 23:31:21.719102, cost_time=0:00:17.218225 2021-04-14 23:30:58,885 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.1381, top1-acc=95.30%, top5-acc=99.97%, remaining_time=0:00:22.790742, arrival_time=2021-04-14 23:31:21.675822, cost_time=0:00:19.350669 2021-04-14 23:31:01,012 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.65ms, fps=1204 images/s, loss=0.1370, top1-acc=95.33%, top5-acc=99.97%, remaining_time=0:00:20.618400, arrival_time=2021-04-14 23:31:21.630341, cost_time=0:00:21.477511 2021-04-14 23:31:03,137 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.1387, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:18.453020, arrival_time=2021-04-14 23:31:21.590087, cost_time=0:00:23.602680 2021-04-14 23:31:05,271 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.55ms, fps=1200 images/s, loss=0.1399, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:16.300176, arrival_time=2021-04-14 23:31:21.571627, cost_time=0:00:25.737121 2021-04-14 23:31:07,399 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.1405, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:14.146704, arrival_time=2021-04-14 23:31:21.545868, cost_time=0:00:27.864688 2021-04-14 23:31:09,529 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.1404, top1-acc=95.15%, top5-acc=99.96%, remaining_time=0:00:11.998000, arrival_time=2021-04-14 23:31:21.527322, cost_time=0:00:29.994980 2021-04-14 23:31:11,646 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.54ms, fps=1210 images/s, loss=0.1407, top1-acc=95.15%, top5-acc=99.96%, remaining_time=0:00:09.847588, arrival_time=2021-04-14 23:31:21.493691, cost_time=0:00:32.111767 2021-04-14 23:31:13,763 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.36ms, fps=1209 images/s, loss=0.1393, top1-acc=95.20%, top5-acc=99.97%, remaining_time=0:00:07.701516, arrival_time=2021-04-14 23:31:21.464798, cost_time=0:00:34.228915 2021-04-14 23:31:15,913 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.46ms, fps=1191 images/s, loss=0.1389, top1-acc=95.20%, top5-acc=99.97%, remaining_time=0:00:05.563844, arrival_time=2021-04-14 23:31:21.477371, cost_time=0:00:36.379024 2021-04-14 23:31:18,040 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.1390, top1-acc=95.20%, top5-acc=99.97%, remaining_time=0:00:03.422736, arrival_time=2021-04-14 23:31:21.462904, cost_time=0:00:38.505718 2021-04-14 23:31:20,157 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.21ms, fps=1210 images/s, loss=0.1388, top1-acc=95.20%, top5-acc=99.97%, remaining_time=0:00:01.282824, arrival_time=2021-04-14 23:31:21.439991, cost_time=0:00:40.622843 2021-04-14 23:31:21,307 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.70ms, fps=1182 images/s, loss=0.1388, top1-acc=95.22%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:21.307754, cost_time=0:00:41.773332 2021-04-14 23:31:22,284 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.58ms, fps=2627 images/s, loss=0.3613, top1-acc=88.79%, top5-acc=99.77%, remaining_time=0:00:02.923440, arrival_time=2021-04-14 23:31:25.208337, cost_time=0:00:00.974484 2021-04-14 23:31:23,138 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.00ms, fps=3000 images/s, loss=0.3636, top1-acc=88.95%, top5-acc=99.73%, remaining_time=0:00:01.828240, arrival_time=2021-04-14 23:31:24.966880, cost_time=0:00:01.828240 2021-04-14 23:31:23,997 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=2.57ms, fps=2982 images/s, loss=0.3631, top1-acc=88.96%, top5-acc=99.75%, remaining_time=0:00:00.895640, arrival_time=2021-04-14 23:31:24.892963, cost_time=0:00:02.686915 2021-04-14 23:31:24,781 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.10ms, fps=2959 images/s, loss=0.3576, top1-acc=89.14%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:24.781838, cost_time=0:00:03.471430 2021-04-14 23:31:25,481 INFO : Epoch=0119 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=1:01:42.135618, arrival_time=2021-04-15 00:33:07.617149, cost_time=1:30:38.939988 2021-04-14 23:31:25,482 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 23:31:27,803 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.53ms, fps=1103 images/s, loss=0.1243, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:43.167996, arrival_time=2021-04-14 23:32:10.971708, cost_time=0:00:02.320860 2021-04-14 23:31:29,938 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.90ms, fps=1199 images/s, loss=0.1238, top1-acc=96.04%, top5-acc=99.96%, remaining_time=0:00:39.209984, arrival_time=2021-04-14 23:32:09.148610, cost_time=0:00:04.455674 2021-04-14 23:31:32,068 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.1249, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:36.439822, arrival_time=2021-04-14 23:32:08.508190, cost_time=0:00:06.585505 2021-04-14 23:31:34,204 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.1261, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:34.015332, arrival_time=2021-04-14 23:32:08.220048, cost_time=0:00:08.721873 2021-04-14 23:31:36,327 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.1263, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:31.667254, arrival_time=2021-04-14 23:32:07.995053, cost_time=0:00:10.844951 2021-04-14 23:31:38,455 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=2.20ms, fps=1203 images/s, loss=0.1258, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:29.405512, arrival_time=2021-04-14 23:32:07.861372, cost_time=0:00:12.973014 2021-04-14 23:31:40,582 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.1280, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:27.178326, arrival_time=2021-04-14 23:32:07.760341, cost_time=0:00:15.099069 2021-04-14 23:31:42,702 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.1314, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:24.968536, arrival_time=2021-04-14 23:32:07.671156, cost_time=0:00:17.219688 2021-04-14 23:31:44,832 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=2.13ms, fps=1202 images/s, loss=0.1327, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:22.789152, arrival_time=2021-04-14 23:32:07.621387, cost_time=0:00:19.349300 2021-04-14 23:31:46,969 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.56ms, fps=1198 images/s, loss=0.1344, top1-acc=95.31%, top5-acc=99.95%, remaining_time=0:00:20.626848, arrival_time=2021-04-14 23:32:07.596060, cost_time=0:00:21.486311 2021-04-14 23:31:49,099 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.1368, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:18.463598, arrival_time=2021-04-14 23:32:07.562711, cost_time=0:00:23.616270 2021-04-14 23:31:51,224 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.66ms, fps=1205 images/s, loss=0.1371, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:16.303064, arrival_time=2021-04-14 23:32:07.527692, cost_time=0:00:25.741647 2021-04-14 23:31:53,354 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.84ms, fps=1202 images/s, loss=0.1380, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:14.150202, arrival_time=2021-04-14 23:32:07.504713, cost_time=0:00:27.871635 2021-04-14 23:31:55,488 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.1384, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:12.002312, arrival_time=2021-04-14 23:32:07.490958, cost_time=0:00:30.005787 2021-04-14 23:31:57,619 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.1388, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:09.855316, arrival_time=2021-04-14 23:32:07.475129, cost_time=0:00:32.136967 2021-04-14 23:31:59,745 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.81ms, fps=1205 images/s, loss=0.1393, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:07.709040, arrival_time=2021-04-14 23:32:07.454224, cost_time=0:00:34.262337 2021-04-14 23:32:01,888 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.40ms, fps=1195 images/s, loss=0.1391, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:05.567874, arrival_time=2021-04-14 23:32:07.456171, cost_time=0:00:36.405363 2021-04-14 23:32:04,017 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.1394, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:03.425248, arrival_time=2021-04-14 23:32:07.442285, cost_time=0:00:38.534099 2021-04-14 23:32:06,142 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=2.02ms, fps=1205 images/s, loss=0.1404, top1-acc=95.15%, top5-acc=99.94%, remaining_time=0:00:01.283994, arrival_time=2021-04-14 23:32:07.426805, cost_time=0:00:40.659889 2021-04-14 23:32:07,293 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.23ms, fps=1182 images/s, loss=0.1410, top1-acc=95.13%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:07.293455, cost_time=0:00:41.810495 2021-04-14 23:32:08,312 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.23ms, fps=2521 images/s, loss=0.3712, top1-acc=87.73%, top5-acc=99.37%, remaining_time=0:00:03.046380, arrival_time=2021-04-14 23:32:11.358564, cost_time=0:00:01.015456 2021-04-14 23:32:09,163 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.51ms, fps=3009 images/s, loss=0.3715, top1-acc=88.14%, top5-acc=99.45%, remaining_time=0:00:01.866700, arrival_time=2021-04-14 23:32:11.030124, cost_time=0:00:01.866700 2021-04-14 23:32:10,015 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.35ms, fps=3007 images/s, loss=0.3703, top1-acc=88.14%, top5-acc=99.51%, remaining_time=0:00:00.906160, arrival_time=2021-04-14 23:32:10.921363, cost_time=0:00:02.718475 2021-04-14 23:32:10,796 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.3742, top1-acc=88.18%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:10.796148, cost_time=0:00:03.499448 2021-04-14 23:32:11,127 INFO : Epoch=0120 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=1:00:56.390640, arrival_time=2021-04-15 00:33:07.518131, cost_time=1:31:24.585972 2021-04-14 23:32:11,128 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 23:32:13,445 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.37ms, fps=1105 images/s, loss=0.1325, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:43.087830, arrival_time=2021-04-14 23:32:56.533243, cost_time=0:00:02.316554 2021-04-14 23:32:15,572 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.1234, top1-acc=95.72%, top5-acc=100.00%, remaining_time=0:00:39.101216, arrival_time=2021-04-14 23:32:54.673378, cost_time=0:00:04.443315 2021-04-14 23:32:17,696 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.1287, top1-acc=95.40%, top5-acc=100.00%, remaining_time=0:00:36.341550, arrival_time=2021-04-14 23:32:54.038164, cost_time=0:00:06.567757 2021-04-14 23:32:19,825 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.1282, top1-acc=95.50%, top5-acc=99.98%, remaining_time=0:00:33.915024, arrival_time=2021-04-14 23:32:53.739996, cost_time=0:00:08.696177 2021-04-14 23:32:21,948 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.1288, top1-acc=95.50%, top5-acc=99.98%, remaining_time=0:00:31.593232, arrival_time=2021-04-14 23:32:53.541595, cost_time=0:00:10.819606 2021-04-14 23:32:24,069 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.47ms, fps=1208 images/s, loss=0.1294, top1-acc=95.46%, top5-acc=99.99%, remaining_time=0:00:29.330576, arrival_time=2021-04-14 23:32:53.399532, cost_time=0:00:12.939948 2021-04-14 23:32:26,203 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.1275, top1-acc=95.52%, top5-acc=99.98%, remaining_time=0:00:27.134352, arrival_time=2021-04-14 23:32:53.337794, cost_time=0:00:15.074650 2021-04-14 23:32:28,334 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.1268, top1-acc=95.55%, top5-acc=99.99%, remaining_time=0:00:24.948468, arrival_time=2021-04-14 23:32:53.283061, cost_time=0:00:17.205811 2021-04-14 23:32:30,465 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.60ms, fps=1202 images/s, loss=0.1260, top1-acc=95.60%, top5-acc=99.98%, remaining_time=0:00:22.774312, arrival_time=2021-04-14 23:32:53.239770, cost_time=0:00:19.336676 2021-04-14 23:32:32,600 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.1266, top1-acc=95.60%, top5-acc=99.97%, remaining_time=0:00:20.612736, arrival_time=2021-04-14 23:32:53.213091, cost_time=0:00:21.471590 2021-04-14 23:32:34,733 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.1263, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:18.454224, arrival_time=2021-04-14 23:32:53.187276, cost_time=0:00:23.604287 2021-04-14 23:32:36,864 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.1272, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:16.299112, arrival_time=2021-04-14 23:32:53.163285, cost_time=0:00:25.735406 2021-04-14 23:32:38,987 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.1299, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:14.143866, arrival_time=2021-04-14 23:32:53.131776, cost_time=0:00:27.859077 2021-04-14 23:32:41,112 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.1310, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:11.993520, arrival_time=2021-04-14 23:32:53.106112, cost_time=0:00:29.983751 2021-04-14 23:32:43,236 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.1315, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:09.846346, arrival_time=2021-04-14 23:32:53.082767, cost_time=0:00:32.107649 2021-04-14 23:32:45,364 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.1312, top1-acc=95.40%, top5-acc=99.96%, remaining_time=0:00:07.702992, arrival_time=2021-04-14 23:32:53.067259, cost_time=0:00:34.235451 2021-04-14 23:32:47,503 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.58ms, fps=1197 images/s, loss=0.1330, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:05.563220, arrival_time=2021-04-14 23:32:53.066960, cost_time=0:00:36.374975 2021-04-14 23:32:49,635 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.1334, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:03.422848, arrival_time=2021-04-14 23:32:53.058686, cost_time=0:00:38.507064 2021-04-14 23:32:51,767 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.47ms, fps=1201 images/s, loss=0.1337, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:01.283340, arrival_time=2021-04-14 23:32:53.051252, cost_time=0:00:40.639143 2021-04-14 23:32:52,917 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.24ms, fps=1184 images/s, loss=0.1347, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:52.917224, cost_time=0:00:41.788454 2021-04-14 23:32:53,910 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.48ms, fps=2583 images/s, loss=0.3656, top1-acc=89.02%, top5-acc=99.65%, remaining_time=0:00:02.973330, arrival_time=2021-04-14 23:32:56.883529, cost_time=0:00:00.991110 2021-04-14 23:32:54,764 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.45ms, fps=2998 images/s, loss=0.3665, top1-acc=88.79%, top5-acc=99.67%, remaining_time=0:00:01.845360, arrival_time=2021-04-14 23:32:56.609807, cost_time=0:00:01.845365 2021-04-14 23:32:55,617 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.53ms, fps=3003 images/s, loss=0.3573, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:00.899420, arrival_time=2021-04-14 23:32:56.516808, cost_time=0:00:02.698255 2021-04-14 23:32:56,396 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=2980 images/s, loss=0.3651, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:56.396198, cost_time=0:00:03.477140 2021-04-14 23:32:56,733 INFO : Epoch=0121 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=1:00:10.620898, arrival_time=2021-04-15 00:33:07.353958, cost_time=1:32:10.191528 2021-04-14 23:32:56,734 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 23:32:59,063 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.33ms, fps=1099 images/s, loss=0.1310, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:43.319772, arrival_time=2021-04-14 23:33:42.383288, cost_time=0:00:02.329025 2021-04-14 23:33:01,189 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1353, top1-acc=95.37%, top5-acc=99.92%, remaining_time=0:00:39.207872, arrival_time=2021-04-14 23:33:40.397730, cost_time=0:00:04.455434 2021-04-14 23:33:03,314 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.77ms, fps=1205 images/s, loss=0.1256, top1-acc=95.69%, top5-acc=99.93%, remaining_time=0:00:36.410938, arrival_time=2021-04-14 23:33:39.725647, cost_time=0:00:06.580295 2021-04-14 23:33:05,440 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.68ms, fps=1205 images/s, loss=0.1262, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:33.952152, arrival_time=2021-04-14 23:33:39.392202, cost_time=0:00:08.705698 2021-04-14 23:33:07,561 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.1280, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:31.615716, arrival_time=2021-04-14 23:33:39.177425, cost_time=0:00:10.827323 2021-04-14 23:33:09,686 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.00ms, fps=1205 images/s, loss=0.1273, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:29.356960, arrival_time=2021-04-14 23:33:39.042942, cost_time=0:00:12.951573 2021-04-14 23:33:11,815 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.1264, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:27.146700, arrival_time=2021-04-14 23:33:38.962593, cost_time=0:00:15.081477 2021-04-14 23:33:13,939 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.1256, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:24.947888, arrival_time=2021-04-14 23:33:38.887662, cost_time=0:00:17.205424 2021-04-14 23:33:16,060 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=0.1245, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:22.762228, arrival_time=2021-04-14 23:33:38.822988, cost_time=0:00:19.326416 2021-04-14 23:33:18,190 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.1243, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:20.597856, arrival_time=2021-04-14 23:33:38.788250, cost_time=0:00:21.456055 2021-04-14 23:33:20,314 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.1250, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:18.435046, arrival_time=2021-04-14 23:33:38.749099, cost_time=0:00:23.579715 2021-04-14 23:33:22,437 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.1248, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:16.278668, arrival_time=2021-04-14 23:33:38.716158, cost_time=0:00:25.703158 2021-04-14 23:33:24,562 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.1257, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:14.127960, arrival_time=2021-04-14 23:33:38.690117, cost_time=0:00:27.827756 2021-04-14 23:33:26,683 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.1261, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:11.979464, arrival_time=2021-04-14 23:33:38.662519, cost_time=0:00:29.948696 2021-04-14 23:33:28,803 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.1275, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:09.834478, arrival_time=2021-04-14 23:33:38.637738, cost_time=0:00:32.068923 2021-04-14 23:33:30,925 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.1273, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:07.693020, arrival_time=2021-04-14 23:33:38.618594, cost_time=0:00:34.191241 2021-04-14 23:33:33,062 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.34ms, fps=1198 images/s, loss=0.1267, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:05.556096, arrival_time=2021-04-14 23:33:38.618859, cost_time=0:00:36.328354 2021-04-14 23:33:35,195 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.39ms, fps=1201 images/s, loss=0.1259, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:03.418752, arrival_time=2021-04-14 23:33:38.614102, cost_time=0:00:38.460927 2021-04-14 23:33:37,316 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.84ms, fps=1207 images/s, loss=0.1263, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:00:01.281528, arrival_time=2021-04-14 23:33:38.597700, cost_time=0:00:40.581761 2021-04-14 23:33:38,472 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.1263, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:38.472781, cost_time=0:00:41.738449 2021-04-14 23:33:39,498 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.36ms, fps=2502 images/s, loss=0.3688, top1-acc=88.79%, top5-acc=99.53%, remaining_time=0:00:03.069840, arrival_time=2021-04-14 23:33:42.567923, cost_time=0:00:01.023282 2021-04-14 23:33:40,352 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.35ms, fps=2996 images/s, loss=0.3716, top1-acc=88.52%, top5-acc=99.65%, remaining_time=0:00:01.878240, arrival_time=2021-04-14 23:33:42.231175, cost_time=0:00:01.878230 2021-04-14 23:33:41,206 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.28ms, fps=3001 images/s, loss=0.3661, top1-acc=88.74%, top5-acc=99.64%, remaining_time=0:00:00.910520, arrival_time=2021-04-14 23:33:42.116793, cost_time=0:00:02.731554 2021-04-14 23:33:41,986 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.3567, top1-acc=88.88%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:41.986354, cost_time=0:00:03.511679 2021-04-14 23:33:42,273 INFO : Epoch=0122 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=0:59:24.812160, arrival_time=2021-04-15 00:33:07.085528, cost_time=1:32:55.731831 2021-04-14 23:33:42,274 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 23:33:44,576 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.33ms, fps=1112 images/s, loss=0.1167, top1-acc=96.05%, top5-acc=100.00%, remaining_time=0:00:42.806970, arrival_time=2021-04-14 23:34:27.383267, cost_time=0:00:02.301448 2021-04-14 23:33:46,709 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.1118, top1-acc=96.23%, top5-acc=100.00%, remaining_time=0:00:39.021488, arrival_time=2021-04-14 23:34:25.730600, cost_time=0:00:04.434263 2021-04-14 23:33:48,832 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1079, top1-acc=96.46%, top5-acc=100.00%, remaining_time=0:00:36.283450, arrival_time=2021-04-14 23:34:25.115610, cost_time=0:00:06.557242 2021-04-14 23:33:50,964 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.1092, top1-acc=96.36%, top5-acc=100.00%, remaining_time=0:00:33.888036, arrival_time=2021-04-14 23:34:24.852110, cost_time=0:00:08.689242 2021-04-14 23:33:53,084 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.1084, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:31.565054, arrival_time=2021-04-14 23:34:24.649760, cost_time=0:00:10.809951 2021-04-14 23:33:55,210 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=2.05ms, fps=1205 images/s, loss=0.1090, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:29.320376, arrival_time=2021-04-14 23:34:24.530609, cost_time=0:00:12.935476 2021-04-14 23:33:57,344 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.1095, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:27.124650, arrival_time=2021-04-14 23:34:24.468777, cost_time=0:00:15.069270 2021-04-14 23:33:59,465 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.85ms, fps=1207 images/s, loss=0.1081, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:24.926428, arrival_time=2021-04-14 23:34:24.391880, cost_time=0:00:17.190602 2021-04-14 23:34:01,606 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.34ms, fps=1196 images/s, loss=0.1094, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:22.768588, arrival_time=2021-04-14 23:34:24.375295, cost_time=0:00:19.331833 2021-04-14 23:34:03,726 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.1100, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:20.593632, arrival_time=2021-04-14 23:34:24.320129, cost_time=0:00:21.451731 2021-04-14 23:34:05,860 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1100, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:18.439346, arrival_time=2021-04-14 23:34:24.299474, cost_time=0:00:23.585244 2021-04-14 23:34:07,983 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.1122, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:16.282164, arrival_time=2021-04-14 23:34:24.265633, cost_time=0:00:25.708705 2021-04-14 23:34:10,117 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.1142, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:14.135484, arrival_time=2021-04-14 23:34:24.252820, cost_time=0:00:27.842567 2021-04-14 23:34:12,255 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.52ms, fps=1198 images/s, loss=0.1160, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:00:11.992064, arrival_time=2021-04-14 23:34:24.247062, cost_time=0:00:29.980138 2021-04-14 23:34:14,381 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.1169, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:00:09.845978, arrival_time=2021-04-14 23:34:24.227129, cost_time=0:00:32.106382 2021-04-14 23:34:16,512 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.46ms, fps=1201 images/s, loss=0.1179, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:07.703532, arrival_time=2021-04-14 23:34:24.216213, cost_time=0:00:34.237871 2021-04-14 23:34:18,634 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.93ms, fps=1207 images/s, loss=0.1193, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:05.560880, arrival_time=2021-04-14 23:34:24.195264, cost_time=0:00:36.359626 2021-04-14 23:34:20,761 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.1202, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:03.420992, arrival_time=2021-04-14 23:34:24.181973, cost_time=0:00:38.486220 2021-04-14 23:34:22,886 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.22ms, fps=1205 images/s, loss=0.1211, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:01.282458, arrival_time=2021-04-14 23:34:24.168555, cost_time=0:00:40.611255 2021-04-14 23:34:24,039 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.24ms, fps=1180 images/s, loss=0.1220, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:24.039531, cost_time=0:00:41.764684 2021-04-14 23:34:25,020 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.34ms, fps=2615 images/s, loss=0.3599, top1-acc=88.28%, top5-acc=99.69%, remaining_time=0:00:02.937360, arrival_time=2021-04-14 23:34:27.958259, cost_time=0:00:00.979123 2021-04-14 23:34:25,875 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.38ms, fps=2997 images/s, loss=0.3517, top1-acc=88.71%, top5-acc=99.67%, remaining_time=0:00:01.833720, arrival_time=2021-04-14 23:34:27.709224, cost_time=0:00:01.833730 2021-04-14 23:34:26,729 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.47ms, fps=2998 images/s, loss=0.3523, top1-acc=88.66%, top5-acc=99.66%, remaining_time=0:00:00.895970, arrival_time=2021-04-14 23:34:27.625733, cost_time=0:00:02.687902 2021-04-14 23:34:27,508 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.11ms, fps=2980 images/s, loss=0.3438, top1-acc=88.76%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:27.508708, cost_time=0:00:03.466952 2021-04-14 23:34:27,803 INFO : Epoch=0123 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=0:58:39.001409, arrival_time=2021-04-15 00:33:06.804947, cost_time=1:33:41.262009 2021-04-14 23:34:27,804 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 23:34:30,102 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.55ms, fps=1114 images/s, loss=0.1233, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:42.733500, arrival_time=2021-04-14 23:35:12.836048, cost_time=0:00:02.297495 2021-04-14 23:34:32,237 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.1286, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:39.005824, arrival_time=2021-04-14 23:35:11.243378, cost_time=0:00:04.432489 2021-04-14 23:34:34,362 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.1272, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:36.286106, arrival_time=2021-04-14 23:35:10.648921, cost_time=0:00:06.557740 2021-04-14 23:34:36,494 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.63ms, fps=1201 images/s, loss=0.1194, top1-acc=95.85%, top5-acc=99.98%, remaining_time=0:00:33.890376, arrival_time=2021-04-14 23:35:10.385180, cost_time=0:00:08.689828 2021-04-14 23:34:38,614 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.1196, top1-acc=95.83%, top5-acc=99.98%, remaining_time=0:00:31.562572, arrival_time=2021-04-14 23:35:10.176613, cost_time=0:00:10.809080 2021-04-14 23:34:40,738 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=2.04ms, fps=1205 images/s, loss=0.1184, top1-acc=95.87%, top5-acc=99.99%, remaining_time=0:00:29.315888, arrival_time=2021-04-14 23:35:10.054414, cost_time=0:00:12.933478 2021-04-14 23:34:42,866 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.1181, top1-acc=95.89%, top5-acc=99.99%, remaining_time=0:00:27.111168, arrival_time=2021-04-14 23:35:09.977961, cost_time=0:00:15.061779 2021-04-14 23:34:44,997 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.1180, top1-acc=95.90%, top5-acc=99.99%, remaining_time=0:00:24.928632, arrival_time=2021-04-14 23:35:09.925772, cost_time=0:00:17.192178 2021-04-14 23:34:47,129 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.1184, top1-acc=95.89%, top5-acc=99.99%, remaining_time=0:00:22.759472, arrival_time=2021-04-14 23:35:09.888477, cost_time=0:00:19.324042 2021-04-14 23:34:49,250 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.1205, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:20.587680, arrival_time=2021-04-14 23:35:09.838129, cost_time=0:00:21.445487 2021-04-14 23:34:51,374 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.94ms, fps=1205 images/s, loss=0.1217, top1-acc=95.83%, top5-acc=99.98%, remaining_time=0:00:18.427392, arrival_time=2021-04-14 23:35:09.802332, cost_time=0:00:23.569943 2021-04-14 23:34:53,504 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.1212, top1-acc=95.83%, top5-acc=99.98%, remaining_time=0:00:16.276008, arrival_time=2021-04-14 23:35:09.779997, cost_time=0:00:25.698952 2021-04-14 23:34:55,634 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.1214, top1-acc=95.82%, top5-acc=99.98%, remaining_time=0:00:14.128818, arrival_time=2021-04-14 23:35:09.763238, cost_time=0:00:27.829431 2021-04-14 23:34:57,760 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.1216, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:11.982040, arrival_time=2021-04-14 23:35:09.742068, cost_time=0:00:29.955066 2021-04-14 23:34:59,880 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.1228, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:09.836364, arrival_time=2021-04-14 23:35:09.716504, cost_time=0:00:32.075168 2021-04-14 23:35:02,000 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.1223, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:07.694028, arrival_time=2021-04-14 23:35:09.694674, cost_time=0:00:34.195682 2021-04-14 23:35:04,124 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.49ms, fps=1206 images/s, loss=0.1222, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:05.554744, arrival_time=2021-04-14 23:35:09.679133, cost_time=0:00:36.319428 2021-04-14 23:35:06,256 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.81ms, fps=1201 images/s, loss=0.1214, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:03.417920, arrival_time=2021-04-14 23:35:09.674479, cost_time=0:00:38.451588 2021-04-14 23:35:08,382 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.28ms, fps=1205 images/s, loss=0.1216, top1-acc=95.76%, top5-acc=99.97%, remaining_time=0:00:01.281390, arrival_time=2021-04-14 23:35:09.663716, cost_time=0:00:40.577310 2021-04-14 23:35:09,537 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.39ms, fps=1178 images/s, loss=0.1235, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:09.537239, cost_time=0:00:41.732211 2021-04-14 23:35:10,505 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=2.57ms, fps=2652 images/s, loss=0.3684, top1-acc=88.32%, top5-acc=99.65%, remaining_time=0:00:02.896140, arrival_time=2021-04-14 23:35:13.402083, cost_time=0:00:00.965379 2021-04-14 23:35:11,355 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.33ms, fps=3014 images/s, loss=0.3648, top1-acc=88.34%, top5-acc=99.69%, remaining_time=0:00:01.814960, arrival_time=2021-04-14 23:35:13.170476, cost_time=0:00:01.814951 2021-04-14 23:35:12,211 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.90ms, fps=2993 images/s, loss=0.3613, top1-acc=88.54%, top5-acc=99.61%, remaining_time=0:00:00.890230, arrival_time=2021-04-14 23:35:13.101507, cost_time=0:00:02.670676 2021-04-14 23:35:12,998 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=2950 images/s, loss=0.3628, top1-acc=88.73%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:12.998171, cost_time=0:00:03.457632 2021-04-14 23:35:13,304 INFO : Epoch=0124 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=0:57:53.176972, arrival_time=2021-04-15 00:33:06.480955, cost_time=1:34:26.762452 2021-04-14 23:35:13,305 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 23:35:15,634 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.57ms, fps=1099 images/s, loss=0.1267, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:43.316238, arrival_time=2021-04-14 23:35:58.950339, cost_time=0:00:02.328827 2021-04-14 23:35:17,770 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.29ms, fps=1199 images/s, loss=0.1269, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:39.291824, arrival_time=2021-04-14 23:35:57.062076, cost_time=0:00:04.464977 2021-04-14 23:35:19,897 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.1266, top1-acc=95.39%, top5-acc=99.97%, remaining_time=0:00:36.474018, arrival_time=2021-04-14 23:35:56.371032, cost_time=0:00:06.591693 2021-04-14 23:35:22,020 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.1269, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:33.987252, arrival_time=2021-04-14 23:35:56.007217, cost_time=0:00:08.714693 2021-04-14 23:35:24,139 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.1242, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:31.636886, arrival_time=2021-04-14 23:35:55.776777, cost_time=0:00:10.834543 2021-04-14 23:35:26,260 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.1253, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:29.364032, arrival_time=2021-04-14 23:35:55.624068, cost_time=0:00:12.954750 2021-04-14 23:35:28,395 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.1253, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:27.162828, arrival_time=2021-04-14 23:35:55.558527, cost_time=0:00:15.090428 2021-04-14 23:35:30,526 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=2.11ms, fps=1202 images/s, loss=0.1236, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:24.971088, arrival_time=2021-04-14 23:35:55.497815, cost_time=0:00:17.221437 2021-04-14 23:35:32,652 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.1238, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:22.786502, arrival_time=2021-04-14 23:35:55.438796, cost_time=0:00:19.347023 2021-04-14 23:35:34,784 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.31ms, fps=1201 images/s, loss=0.1235, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:20.620512, arrival_time=2021-04-14 23:35:55.405463, cost_time=0:00:21.479685 2021-04-14 23:35:36,921 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.34ms, fps=1199 images/s, loss=0.1232, top1-acc=95.70%, top5-acc=99.96%, remaining_time=0:00:18.463254, arrival_time=2021-04-14 23:35:55.384306, cost_time=0:00:23.615782 2021-04-14 23:35:39,045 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.31ms, fps=1205 images/s, loss=0.1222, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:16.302228, arrival_time=2021-04-14 23:35:55.347842, cost_time=0:00:25.740338 2021-04-14 23:35:41,176 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.1218, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:14.150136, arrival_time=2021-04-14 23:35:55.326841, cost_time=0:00:27.871430 2021-04-14 23:35:43,302 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.30ms, fps=1205 images/s, loss=0.1214, top1-acc=95.76%, top5-acc=99.95%, remaining_time=0:00:11.998672, arrival_time=2021-04-14 23:35:55.300643, cost_time=0:00:29.996705 2021-04-14 23:35:45,423 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.89ms, fps=1207 images/s, loss=0.1215, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:09.849704, arrival_time=2021-04-14 23:35:55.273583, cost_time=0:00:32.118552 2021-04-14 23:35:47,560 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.1227, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:07.707348, arrival_time=2021-04-14 23:35:55.267539, cost_time=0:00:34.254927 2021-04-14 23:35:49,684 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.65ms, fps=1206 images/s, loss=0.1227, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:05.563792, arrival_time=2021-04-14 23:35:55.247816, cost_time=0:00:36.378716 2021-04-14 23:35:51,815 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.87ms, fps=1201 images/s, loss=0.1236, top1-acc=95.70%, top5-acc=99.96%, remaining_time=0:00:03.423152, arrival_time=2021-04-14 23:35:55.238824, cost_time=0:00:38.510372 2021-04-14 23:35:53,938 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.1250, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:00:01.283136, arrival_time=2021-04-14 23:35:55.221109, cost_time=0:00:40.632706 2021-04-14 23:35:55,087 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.48ms, fps=1183 images/s, loss=0.1258, top1-acc=95.65%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:55.087553, cost_time=0:00:41.782276 2021-04-14 23:35:56,106 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.21ms, fps=2518 images/s, loss=0.3686, top1-acc=88.87%, top5-acc=99.49%, remaining_time=0:00:03.049860, arrival_time=2021-04-14 23:35:59.156014, cost_time=0:00:01.016619 2021-04-14 23:35:56,961 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.80ms, fps=2994 images/s, loss=0.3635, top1-acc=88.91%, top5-acc=99.55%, remaining_time=0:00:01.871840, arrival_time=2021-04-14 23:35:58.833263, cost_time=0:00:01.871848 2021-04-14 23:35:57,812 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.46ms, fps=3011 images/s, loss=0.3603, top1-acc=88.80%, top5-acc=99.58%, remaining_time=0:00:00.907510, arrival_time=2021-04-14 23:35:58.719568, cost_time=0:00:02.722520 2021-04-14 23:35:58,592 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.3652, top1-acc=88.61%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:58.592674, cost_time=0:00:03.503122 2021-04-14 23:35:58,896 INFO : Epoch=0125 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=0:57:07.413075, arrival_time=2021-04-15 00:33:06.309702, cost_time=1:35:12.355066 2021-04-14 23:35:58,898 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 23:36:01,192 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.50ms, fps=1116 images/s, loss=0.1247, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:42.665796, arrival_time=2021-04-14 23:36:43.858606, cost_time=0:00:02.293864 2021-04-14 23:36:03,313 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.1254, top1-acc=95.82%, top5-acc=100.00%, remaining_time=0:00:38.852352, arrival_time=2021-04-14 23:36:42.166209, cost_time=0:00:04.415040 2021-04-14 23:36:05,443 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.00ms, fps=1202 images/s, loss=0.1244, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:36.214560, arrival_time=2021-04-14 23:36:41.658214, cost_time=0:00:06.544785 2021-04-14 23:36:07,573 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.1212, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:33.832656, arrival_time=2021-04-14 23:36:41.406481, cost_time=0:00:08.675036 2021-04-14 23:36:09,700 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.1209, top1-acc=96.05%, top5-acc=99.98%, remaining_time=0:00:31.540672, arrival_time=2021-04-14 23:36:41.241035, cost_time=0:00:10.801579 2021-04-14 23:36:11,838 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.43ms, fps=1198 images/s, loss=0.1209, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:29.328944, arrival_time=2021-04-14 23:36:41.167052, cost_time=0:00:12.939250 2021-04-14 23:36:13,978 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.48ms, fps=1196 images/s, loss=0.1201, top1-acc=95.95%, top5-acc=99.98%, remaining_time=0:00:27.143046, arrival_time=2021-04-14 23:36:41.121411, cost_time=0:00:15.079479 2021-04-14 23:36:16,129 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.44ms, fps=1190 images/s, loss=0.1206, top1-acc=95.92%, top5-acc=99.98%, remaining_time=0:00:24.984660, arrival_time=2021-04-14 23:36:41.114362, cost_time=0:00:17.230805 2021-04-14 23:36:18,266 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.97ms, fps=1198 images/s, loss=0.1195, top1-acc=95.96%, top5-acc=99.98%, remaining_time=0:00:22.810882, arrival_time=2021-04-14 23:36:41.077477, cost_time=0:00:19.367715 2021-04-14 23:36:20,401 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.1183, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:20.642400, arrival_time=2021-04-14 23:36:41.043731, cost_time=0:00:21.502520 2021-04-14 23:36:22,533 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.1183, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:00:18.477616, arrival_time=2021-04-14 23:36:41.010678, cost_time=0:00:23.634194 2021-04-14 23:36:24,652 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.55ms, fps=1208 images/s, loss=0.1181, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:16.310892, arrival_time=2021-04-14 23:36:40.963784, cost_time=0:00:25.754095 2021-04-14 23:36:26,773 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.1193, top1-acc=95.95%, top5-acc=99.98%, remaining_time=0:00:14.151852, arrival_time=2021-04-14 23:36:40.925502, cost_time=0:00:27.874866 2021-04-14 23:36:28,893 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.43ms, fps=1208 images/s, loss=0.1202, top1-acc=95.92%, top5-acc=99.98%, remaining_time=0:00:11.997944, arrival_time=2021-04-14 23:36:40.891704, cost_time=0:00:29.994870 2021-04-14 23:36:31,012 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.1195, top1-acc=95.95%, top5-acc=99.98%, remaining_time=0:00:09.848278, arrival_time=2021-04-14 23:36:40.861040, cost_time=0:00:32.113979 2021-04-14 23:36:33,147 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.1184, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:00:07.705872, arrival_time=2021-04-14 23:36:40.852930, cost_time=0:00:34.248277 2021-04-14 23:36:35,274 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.82ms, fps=1203 images/s, loss=0.1194, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:05.563402, arrival_time=2021-04-14 23:36:40.838299, cost_time=0:00:36.376064 2021-04-14 23:36:37,404 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.1183, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:03.422720, arrival_time=2021-04-14 23:36:40.827106, cost_time=0:00:38.505606 2021-04-14 23:36:39,528 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.25ms, fps=1206 images/s, loss=0.1197, top1-acc=95.93%, top5-acc=99.98%, remaining_time=0:00:01.283034, arrival_time=2021-04-14 23:36:40.811147, cost_time=0:00:40.629332 2021-04-14 23:36:40,690 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.53ms, fps=1170 images/s, loss=0.1207, top1-acc=95.91%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:40.690557, cost_time=0:00:41.791725 2021-04-14 23:36:41,685 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.66ms, fps=2583 images/s, loss=0.3696, top1-acc=88.48%, top5-acc=99.73%, remaining_time=0:00:02.972760, arrival_time=2021-04-14 23:36:44.657695, cost_time=0:00:00.990923 2021-04-14 23:36:42,538 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.52ms, fps=3003 images/s, loss=0.3646, top1-acc=88.28%, top5-acc=99.59%, remaining_time=0:00:01.844080, arrival_time=2021-04-14 23:36:44.382078, cost_time=0:00:01.844081 2021-04-14 23:36:43,389 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.50ms, fps=3007 images/s, loss=0.3622, top1-acc=88.41%, top5-acc=99.64%, remaining_time=0:00:00.898570, arrival_time=2021-04-14 23:36:44.288238, cost_time=0:00:02.695719 2021-04-14 23:36:44,169 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.3605, top1-acc=88.61%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:44.169396, cost_time=0:00:03.475505 2021-04-14 23:36:44,464 INFO : Epoch=0126 complete, best val top1-acc=89.14%, top5-acc=99.70% (epoch=119), remaining_time=0:56:21.637200, arrival_time=2021-04-15 00:33:06.101598, cost_time=1:35:57.922822 2021-04-14 23:36:44,466 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 23:36:46,796 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.67ms, fps=1099 images/s, loss=0.1135, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:43.322748, arrival_time=2021-04-14 23:37:30.118720, cost_time=0:00:02.329181 2021-04-14 23:36:48,928 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.1144, top1-acc=96.31%, top5-acc=99.94%, remaining_time=0:00:39.263840, arrival_time=2021-04-14 23:37:28.192437, cost_time=0:00:04.461796 2021-04-14 23:36:51,062 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.89ms, fps=1200 images/s, loss=0.1148, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:36.497922, arrival_time=2021-04-14 23:37:27.560639, cost_time=0:00:06.596012 2021-04-14 23:36:53,190 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.1151, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:34.022664, arrival_time=2021-04-14 23:37:27.213214, cost_time=0:00:08.723764 2021-04-14 23:36:55,317 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.1121, top1-acc=96.22%, top5-acc=99.98%, remaining_time=0:00:31.683606, arrival_time=2021-04-14 23:37:27.000881, cost_time=0:00:10.850571 2021-04-14 23:36:57,444 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.1081, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:29.415576, arrival_time=2021-04-14 23:37:26.859734, cost_time=0:00:12.977435 2021-04-14 23:36:59,568 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.1059, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:27.183240, arrival_time=2021-04-14 23:37:26.751847, cost_time=0:00:15.101809 2021-04-14 23:37:01,692 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.1057, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:24.977468, arrival_time=2021-04-14 23:37:26.670099, cost_time=0:00:17.225875 2021-04-14 23:37:03,829 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.98ms, fps=1198 images/s, loss=0.1051, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:22.805158, arrival_time=2021-04-14 23:37:26.634797, cost_time=0:00:19.362892 2021-04-14 23:37:05,971 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.41ms, fps=1196 images/s, loss=0.1051, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:20.644512, arrival_time=2021-04-14 23:37:26.615889, cost_time=0:00:21.504677 2021-04-14 23:37:08,096 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.56ms, fps=1205 images/s, loss=0.1060, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:18.474520, arrival_time=2021-04-14 23:37:26.571388, cost_time=0:00:23.630160 2021-04-14 23:37:10,227 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.1063, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:16.314996, arrival_time=2021-04-14 23:37:26.542188, cost_time=0:00:25.760499 2021-04-14 23:37:12,350 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.1067, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:14.156340, arrival_time=2021-04-14 23:37:26.506837, cost_time=0:00:27.883731 2021-04-14 23:37:14,472 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.1074, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:12.002200, arrival_time=2021-04-14 23:37:26.474435, cost_time=0:00:30.005513 2021-04-14 23:37:16,598 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.07ms, fps=1204 images/s, loss=0.1090, top1-acc=96.33%, top5-acc=99.97%, remaining_time=0:00:09.853798, arrival_time=2021-04-14 23:37:26.452459, cost_time=0:00:32.131958 2021-04-14 23:37:18,717 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.42ms, fps=1208 images/s, loss=0.1102, top1-acc=96.27%, top5-acc=99.97%, remaining_time=0:00:07.706520, arrival_time=2021-04-14 23:37:26.424416, cost_time=0:00:34.251184 2021-04-14 23:37:20,839 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=2.08ms, fps=1207 images/s, loss=0.1105, top1-acc=96.27%, top5-acc=99.97%, remaining_time=0:00:05.562856, arrival_time=2021-04-14 23:37:26.402223, cost_time=0:00:36.372570 2021-04-14 23:37:22,971 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.49ms, fps=1201 images/s, loss=0.1120, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:03.422624, arrival_time=2021-04-14 23:37:26.393859, cost_time=0:00:38.504516 2021-04-14 23:37:25,100 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.1129, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:01.283166, arrival_time=2021-04-14 23:37:26.383424, cost_time=0:00:40.633556 2021-04-14 23:37:26,255 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.36ms, fps=1178 images/s, loss=0.1135, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:26.255381, cost_time=0:00:41.788685 2021-04-14 23:37:27,236 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.32ms, fps=2615 images/s, loss=0.3408, top1-acc=89.22%, top5-acc=99.80%, remaining_time=0:00:02.937240, arrival_time=2021-04-14 23:37:30.173472, cost_time=0:00:00.979085 2021-04-14 23:37:28,093 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.39ms, fps=2988 images/s, loss=0.3519, top1-acc=89.14%, top5-acc=99.73%, remaining_time=0:00:01.836500, arrival_time=2021-04-14 23:37:29.930056, cost_time=0:00:01.836498 2021-04-14 23:37:28,946 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.48ms, fps=3002 images/s, loss=0.3504, top1-acc=89.35%, top5-acc=99.71%, remaining_time=0:00:00.896520, arrival_time=2021-04-14 23:37:29.843107, cost_time=0:00:02.689546 2021-04-14 23:37:29,726 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.3425, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:29.726482, cost_time=0:00:03.469463 2021-04-14 23:37:30,380 INFO : Epoch=0127 complete, best val top1-acc=89.41%, top5-acc=99.70% (epoch=127), remaining_time=0:55:36.064814, arrival_time=2021-04-15 00:33:06.445158, cost_time=1:36:43.838797 2021-04-14 23:37:30,381 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 23:37:32,696 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.63ms, fps=1106 images/s, loss=0.0994, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:43.054722, arrival_time=2021-04-14 23:38:15.751318, cost_time=0:00:02.314768 2021-04-14 23:37:34,815 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.54ms, fps=1208 images/s, loss=0.1093, top1-acc=96.45%, top5-acc=99.94%, remaining_time=0:00:39.016560, arrival_time=2021-04-14 23:38:13.832178, cost_time=0:00:04.433707 2021-04-14 23:37:36,942 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.93ms, fps=1204 images/s, loss=0.1037, top1-acc=96.71%, top5-acc=99.96%, remaining_time=0:00:36.300050, arrival_time=2021-04-14 23:38:13.242092, cost_time=0:00:06.560245 2021-04-14 23:37:39,073 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.1014, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:33.895212, arrival_time=2021-04-14 23:38:12.968192, cost_time=0:00:08.691069 2021-04-14 23:37:41,207 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0990, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:31.609730, arrival_time=2021-04-14 23:38:12.816740, cost_time=0:00:10.825260 2021-04-14 23:37:43,331 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.1013, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:29.353424, arrival_time=2021-04-14 23:38:12.685208, cost_time=0:00:12.950032 2021-04-14 23:37:45,460 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.52ms, fps=1203 images/s, loss=0.1028, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:27.141660, arrival_time=2021-04-14 23:38:12.602187, cost_time=0:00:15.078680 2021-04-14 23:37:47,587 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.1040, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:24.948468, arrival_time=2021-04-14 23:38:12.536051, cost_time=0:00:17.205832 2021-04-14 23:37:49,713 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.1062, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:22.768800, arrival_time=2021-04-14 23:38:12.482534, cost_time=0:00:19.331981 2021-04-14 23:37:51,838 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.1047, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:20.598048, arrival_time=2021-04-14 23:38:12.436111, cost_time=0:00:21.456276 2021-04-14 23:37:53,964 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.1041, top1-acc=96.38%, top5-acc=99.98%, remaining_time=0:00:18.437626, arrival_time=2021-04-14 23:38:12.402338, cost_time=0:00:23.582965 2021-04-14 23:37:56,083 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.43ms, fps=1208 images/s, loss=0.1030, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:16.277908, arrival_time=2021-04-14 23:38:12.361609, cost_time=0:00:25.701945 2021-04-14 23:37:58,213 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.93ms, fps=1202 images/s, loss=0.1033, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:14.130072, arrival_time=2021-04-14 23:38:12.343889, cost_time=0:00:27.831939 2021-04-14 23:38:00,343 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.1035, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:11.984504, arrival_time=2021-04-14 23:38:12.327521, cost_time=0:00:29.961244 2021-04-14 23:38:02,462 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.1037, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:09.838020, arrival_time=2021-04-14 23:38:12.300207, cost_time=0:00:32.080438 2021-04-14 23:38:04,588 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.86ms, fps=1204 images/s, loss=0.1047, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:07.696440, arrival_time=2021-04-14 23:38:12.284666, cost_time=0:00:34.206418 2021-04-14 23:38:06,709 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.1060, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:05.556018, arrival_time=2021-04-14 23:38:12.265634, cost_time=0:00:36.327865 2021-04-14 23:38:08,845 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.97ms, fps=1199 images/s, loss=0.1064, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:03.419008, arrival_time=2021-04-14 23:38:12.264546, cost_time=0:00:38.463775 2021-04-14 23:38:10,975 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.92ms, fps=1202 images/s, loss=0.1084, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:01.281894, arrival_time=2021-04-14 23:38:12.256955, cost_time=0:00:40.593305 2021-04-14 23:38:12,127 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.39ms, fps=1180 images/s, loss=0.1095, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:12.127606, cost_time=0:00:41.745862 2021-04-14 23:38:13,113 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=2.51ms, fps=2602 images/s, loss=0.3658, top1-acc=88.98%, top5-acc=99.80%, remaining_time=0:00:02.952030, arrival_time=2021-04-14 23:38:16.065541, cost_time=0:00:00.984009 2021-04-14 23:38:13,963 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.45ms, fps=3013 images/s, loss=0.3522, top1-acc=88.87%, top5-acc=99.79%, remaining_time=0:00:01.834120, arrival_time=2021-04-14 23:38:15.797721, cost_time=0:00:01.834117 2021-04-14 23:38:14,814 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.69ms, fps=3009 images/s, loss=0.3552, top1-acc=88.92%, top5-acc=99.80%, remaining_time=0:00:00.895110, arrival_time=2021-04-14 23:38:15.709912, cost_time=0:00:02.685318 2021-04-14 23:38:15,594 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.3505, top1-acc=88.80%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:15.594650, cost_time=0:00:03.465197 2021-04-14 23:38:15,889 INFO : Epoch=0128 complete, best val top1-acc=89.41%, top5-acc=99.70% (epoch=127), remaining_time=0:54:50.258376, arrival_time=2021-04-15 00:33:06.148137, cost_time=1:37:29.348225 2021-04-14 23:38:15,890 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 23:38:18,189 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.45ms, fps=1114 images/s, loss=0.1026, top1-acc=96.25%, top5-acc=100.00%, remaining_time=0:00:42.758982, arrival_time=2021-04-14 23:39:00.948917, cost_time=0:00:02.298874 2021-04-14 23:38:20,317 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.1103, top1-acc=95.88%, top5-acc=100.00%, remaining_time=0:00:38.947216, arrival_time=2021-04-14 23:38:59.264182, cost_time=0:00:04.425813 2021-04-14 23:38:22,443 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.1071, top1-acc=96.02%, top5-acc=100.00%, remaining_time=0:00:36.254400, arrival_time=2021-04-14 23:38:58.697558, cost_time=0:00:06.552013 2021-04-14 23:38:24,585 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.70ms, fps=1195 images/s, loss=0.1050, top1-acc=96.11%, top5-acc=99.99%, remaining_time=0:00:33.906912, arrival_time=2021-04-14 23:38:58.492205, cost_time=0:00:08.694081 2021-04-14 23:38:26,711 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.63ms, fps=1205 images/s, loss=0.1043, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:31.594400, arrival_time=2021-04-14 23:38:58.305473, cost_time=0:00:10.819981 2021-04-14 23:38:28,847 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.94ms, fps=1199 images/s, loss=0.1034, top1-acc=96.28%, top5-acc=99.99%, remaining_time=0:00:29.366888, arrival_time=2021-04-14 23:38:58.213954, cost_time=0:00:12.956005 2021-04-14 23:38:30,972 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.1009, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:27.146574, arrival_time=2021-04-14 23:38:58.119104, cost_time=0:00:15.081459 2021-04-14 23:38:33,103 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.1021, top1-acc=96.40%, top5-acc=100.00%, remaining_time=0:00:24.957748, arrival_time=2021-04-14 23:38:58.061161, cost_time=0:00:17.212215 2021-04-14 23:38:35,246 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.73ms, fps=1195 images/s, loss=0.1027, top1-acc=96.40%, top5-acc=99.99%, remaining_time=0:00:22.796148, arrival_time=2021-04-14 23:38:58.042512, cost_time=0:00:19.355237 2021-04-14 23:38:37,400 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=13.08ms, fps=1189 images/s, loss=0.1035, top1-acc=96.39%, top5-acc=99.99%, remaining_time=0:00:20.649024, arrival_time=2021-04-14 23:38:58.049769, cost_time=0:00:21.509401 2021-04-14 23:38:39,529 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.69ms, fps=1203 images/s, loss=0.1049, top1-acc=96.35%, top5-acc=99.99%, remaining_time=0:00:18.481056, arrival_time=2021-04-14 23:38:58.010802, cost_time=0:00:23.638599 2021-04-14 23:38:41,658 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.66ms, fps=1203 images/s, loss=0.1043, top1-acc=96.39%, top5-acc=99.99%, remaining_time=0:00:16.319024, arrival_time=2021-04-14 23:38:57.977001, cost_time=0:00:25.766846 2021-04-14 23:38:43,800 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.46ms, fps=1195 images/s, loss=0.1052, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:14.169144, arrival_time=2021-04-14 23:38:57.969192, cost_time=0:00:27.908911 2021-04-14 23:38:45,937 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.66ms, fps=1198 images/s, loss=0.1062, top1-acc=96.33%, top5-acc=99.99%, remaining_time=0:00:12.018384, arrival_time=2021-04-14 23:38:57.955427, cost_time=0:00:30.045953 2021-04-14 23:38:48,062 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.1079, top1-acc=96.26%, top5-acc=99.99%, remaining_time=0:00:09.865850, arrival_time=2021-04-14 23:38:57.928439, cost_time=0:00:32.171294 2021-04-14 23:38:50,197 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=2.13ms, fps=1199 images/s, loss=0.1081, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:07.718976, arrival_time=2021-04-14 23:38:57.916634, cost_time=0:00:34.306575 2021-04-14 23:38:52,321 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.1097, top1-acc=96.17%, top5-acc=99.99%, remaining_time=0:00:05.571748, arrival_time=2021-04-14 23:38:57.893396, cost_time=0:00:36.430580 2021-04-14 23:38:54,446 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.76ms, fps=1205 images/s, loss=0.1102, top1-acc=96.15%, top5-acc=99.99%, remaining_time=0:00:03.427120, arrival_time=2021-04-14 23:38:57.873235, cost_time=0:00:38.555051 2021-04-14 23:38:56,579 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.39ms, fps=1200 images/s, loss=0.1112, top1-acc=96.11%, top5-acc=99.99%, remaining_time=0:00:01.284894, arrival_time=2021-04-14 23:38:57.864194, cost_time=0:00:40.688237 2021-04-14 23:38:57,745 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.1120, top1-acc=96.08%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:57.745800, cost_time=0:00:41.854722 2021-04-14 23:38:58,716 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.69ms, fps=2644 images/s, loss=0.3382, top1-acc=90.39%, top5-acc=99.53%, remaining_time=0:00:02.905020, arrival_time=2021-04-14 23:39:01.621453, cost_time=0:00:00.968338 2021-04-14 23:38:59,570 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.46ms, fps=3001 images/s, loss=0.3262, top1-acc=90.39%, top5-acc=99.55%, remaining_time=0:00:01.821980, arrival_time=2021-04-14 23:39:01.391966, cost_time=0:00:01.821978 2021-04-14 23:39:00,428 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.97ms, fps=2984 images/s, loss=0.3194, top1-acc=90.12%, top5-acc=99.67%, remaining_time=0:00:00.893390, arrival_time=2021-04-14 23:39:01.321665, cost_time=0:00:02.680175 2021-04-14 23:39:01,209 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.3380, top1-acc=89.63%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:01.209179, cost_time=0:00:03.461196 2021-04-14 23:39:01,947 INFO : Epoch=0129 complete, best val top1-acc=89.63%, top5-acc=99.67% (epoch=129), remaining_time=0:54:04.758291, arrival_time=2021-04-15 00:33:06.705691, cost_time=1:38:15.405849 2021-04-14 23:39:01,948 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 23:39:04,313 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=12.85ms, fps=1083 images/s, loss=0.1135, top1-acc=96.17%, top5-acc=100.00%, remaining_time=0:00:43.981188, arrival_time=2021-04-14 23:39:48.294620, cost_time=0:00:02.364585 2021-04-14 23:39:06,447 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.51ms, fps=1200 images/s, loss=0.1113, top1-acc=96.04%, top5-acc=99.98%, remaining_time=0:00:39.584512, arrival_time=2021-04-14 23:39:46.031585, cost_time=0:00:04.498235 2021-04-14 23:39:08,570 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.1055, top1-acc=96.35%, top5-acc=99.99%, remaining_time=0:00:36.640350, arrival_time=2021-04-14 23:39:45.211195, cost_time=0:00:06.621740 2021-04-14 23:39:10,689 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.34ms, fps=1209 images/s, loss=0.1055, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:34.088652, arrival_time=2021-04-14 23:39:44.778177, cost_time=0:00:08.740678 2021-04-14 23:39:12,813 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.62ms, fps=1206 images/s, loss=0.1074, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:31.724778, arrival_time=2021-04-14 23:39:44.538251, cost_time=0:00:10.864632 2021-04-14 23:39:14,930 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.1045, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:29.425232, arrival_time=2021-04-14 23:39:44.356044, cost_time=0:00:12.981723 2021-04-14 23:39:17,059 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.1031, top1-acc=96.39%, top5-acc=99.99%, remaining_time=0:00:27.199494, arrival_time=2021-04-14 23:39:44.259188, cost_time=0:00:15.110832 2021-04-14 23:39:19,188 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.87ms, fps=1203 images/s, loss=0.1024, top1-acc=96.43%, top5-acc=99.99%, remaining_time=0:00:24.997652, arrival_time=2021-04-14 23:39:44.186277, cost_time=0:00:17.239774 2021-04-14 23:39:21,314 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.1057, top1-acc=96.33%, top5-acc=99.99%, remaining_time=0:00:22.808868, arrival_time=2021-04-14 23:39:44.123767, cost_time=0:00:19.366059 2021-04-14 23:39:23,444 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.86ms, fps=1202 images/s, loss=0.1074, top1-acc=96.25%, top5-acc=99.99%, remaining_time=0:00:20.635968, arrival_time=2021-04-14 23:39:44.080608, cost_time=0:00:21.495790 2021-04-14 23:39:25,567 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.1067, top1-acc=96.25%, top5-acc=99.99%, remaining_time=0:00:18.465490, arrival_time=2021-04-14 23:39:44.032941, cost_time=0:00:23.618608 2021-04-14 23:39:27,698 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.1079, top1-acc=96.22%, top5-acc=99.99%, remaining_time=0:00:16.308156, arrival_time=2021-04-14 23:39:44.006770, cost_time=0:00:25.749724 2021-04-14 23:39:29,828 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.1082, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:14.154426, arrival_time=2021-04-14 23:39:43.983240, cost_time=0:00:27.879893 2021-04-14 23:39:31,951 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.1089, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:12.000968, arrival_time=2021-04-14 23:39:43.952321, cost_time=0:00:30.002431 2021-04-14 23:39:34,082 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.1098, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:09.854212, arrival_time=2021-04-14 23:39:43.936484, cost_time=0:00:32.133322 2021-04-14 23:39:36,205 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.1106, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:07.707780, arrival_time=2021-04-14 23:39:43.913475, cost_time=0:00:34.256842 2021-04-14 23:39:38,322 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.50ms, fps=1210 images/s, loss=0.1111, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:05.563064, arrival_time=2021-04-14 23:39:43.885710, cost_time=0:00:36.373805 2021-04-14 23:39:40,452 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.1110, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:03.422560, arrival_time=2021-04-14 23:39:43.875415, cost_time=0:00:38.503781 2021-04-14 23:39:42,593 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.39ms, fps=1196 images/s, loss=0.1110, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:01.283520, arrival_time=2021-04-14 23:39:43.877187, cost_time=0:00:40.644799 2021-04-14 23:39:43,752 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.60ms, fps=1174 images/s, loss=0.1113, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:43.752673, cost_time=0:00:41.803821 2021-04-14 23:39:44,726 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=2.61ms, fps=2635 images/s, loss=0.3481, top1-acc=88.98%, top5-acc=99.53%, remaining_time=0:00:02.914050, arrival_time=2021-04-14 23:39:47.640159, cost_time=0:00:00.971352 2021-04-14 23:39:45,576 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.40ms, fps=3011 images/s, loss=0.3612, top1-acc=88.79%, top5-acc=99.59%, remaining_time=0:00:01.821960, arrival_time=2021-04-14 23:39:47.398668, cost_time=0:00:01.821958 2021-04-14 23:39:46,427 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.40ms, fps=3012 images/s, loss=0.3607, top1-acc=88.78%, top5-acc=99.62%, remaining_time=0:00:00.890750, arrival_time=2021-04-14 23:39:47.317765, cost_time=0:00:02.672257 2021-04-14 23:39:47,208 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.3449, top1-acc=89.09%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:47.208071, cost_time=0:00:03.453340 2021-04-14 23:39:47,554 INFO : Epoch=0130 complete, best val top1-acc=89.63%, top5-acc=99.67% (epoch=129), remaining_time=0:53:19.006930, arrival_time=2021-04-15 00:33:06.561320, cost_time=1:39:01.012827 2021-04-14 23:39:47,556 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 23:39:49,840 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.40ms, fps=1121 images/s, loss=0.1114, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:42.477564, arrival_time=2021-04-14 23:40:32.317846, cost_time=0:00:02.283735 2021-04-14 23:39:51,964 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.1032, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:38.790400, arrival_time=2021-04-14 23:40:30.754968, cost_time=0:00:04.408007 2021-04-14 23:39:54,090 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.0994, top1-acc=96.68%, top5-acc=100.00%, remaining_time=0:00:36.153140, arrival_time=2021-04-14 23:40:30.243417, cost_time=0:00:06.533701 2021-04-14 23:39:56,215 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.0962, top1-acc=96.76%, top5-acc=100.00%, remaining_time=0:00:33.770412, arrival_time=2021-04-14 23:40:29.986116, cost_time=0:00:08.659080 2021-04-14 23:39:58,333 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0976, top1-acc=96.72%, top5-acc=100.00%, remaining_time=0:00:31.469424, arrival_time=2021-04-14 23:40:29.803172, cost_time=0:00:10.777190 2021-04-14 23:40:00,466 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.79ms, fps=1201 images/s, loss=0.0951, top1-acc=96.82%, top5-acc=100.00%, remaining_time=0:00:29.262032, arrival_time=2021-04-14 23:40:29.728295, cost_time=0:00:12.909703 2021-04-14 23:40:02,596 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0942, top1-acc=96.82%, top5-acc=100.00%, remaining_time=0:00:27.071730, arrival_time=2021-04-14 23:40:29.668148, cost_time=0:00:15.039870 2021-04-14 23:40:04,726 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.31ms, fps=1202 images/s, loss=0.0954, top1-acc=96.73%, top5-acc=100.00%, remaining_time=0:00:24.896964, arrival_time=2021-04-14 23:40:29.623864, cost_time=0:00:17.170349 2021-04-14 23:40:06,855 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.85ms, fps=1203 images/s, loss=0.0960, top1-acc=96.72%, top5-acc=100.00%, remaining_time=0:00:22.729368, arrival_time=2021-04-14 23:40:29.584507, cost_time=0:00:19.298543 2021-04-14 23:40:08,993 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.0964, top1-acc=96.67%, top5-acc=100.00%, remaining_time=0:00:20.579232, arrival_time=2021-04-14 23:40:29.572555, cost_time=0:00:21.436734 2021-04-14 23:40:11,122 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0966, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:18.424124, arrival_time=2021-04-14 23:40:29.546435, cost_time=0:00:23.565761 2021-04-14 23:40:13,244 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.30ms, fps=1207 images/s, loss=0.0967, top1-acc=96.63%, top5-acc=100.00%, remaining_time=0:00:16.269016, arrival_time=2021-04-14 23:40:29.513530, cost_time=0:00:25.687950 2021-04-14 23:40:15,363 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.54ms, fps=1208 images/s, loss=0.0966, top1-acc=96.62%, top5-acc=100.00%, remaining_time=0:00:14.117598, arrival_time=2021-04-14 23:40:29.481513, cost_time=0:00:27.807365 2021-04-14 23:40:17,480 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0958, top1-acc=96.63%, top5-acc=100.00%, remaining_time=0:00:11.969608, arrival_time=2021-04-14 23:40:29.450226, cost_time=0:00:29.924069 2021-04-14 23:40:19,602 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.32ms, fps=1207 images/s, loss=0.0959, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:00:09.827302, arrival_time=2021-04-14 23:40:29.429437, cost_time=0:00:32.045588 2021-04-14 23:40:21,725 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.0961, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:07.688016, arrival_time=2021-04-14 23:40:29.413626, cost_time=0:00:34.168994 2021-04-14 23:40:23,869 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.96ms, fps=1195 images/s, loss=0.0970, top1-acc=96.61%, top5-acc=100.00%, remaining_time=0:00:05.553678, arrival_time=2021-04-14 23:40:29.422764, cost_time=0:00:36.312495 2021-04-14 23:40:26,008 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.30ms, fps=1197 images/s, loss=0.0979, top1-acc=96.60%, top5-acc=100.00%, remaining_time=0:00:03.417904, arrival_time=2021-04-14 23:40:29.425867, cost_time=0:00:38.451383 2021-04-14 23:40:28,134 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.26ms, fps=1204 images/s, loss=0.0982, top1-acc=96.58%, top5-acc=99.99%, remaining_time=0:00:01.281408, arrival_time=2021-04-14 23:40:29.415816, cost_time=0:00:40.577855 2021-04-14 23:40:29,284 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.40ms, fps=1183 images/s, loss=0.0987, top1-acc=96.57%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:29.284058, cost_time=0:00:41.727512 2021-04-14 23:40:30,261 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.21ms, fps=2624 images/s, loss=0.3384, top1-acc=89.65%, top5-acc=99.65%, remaining_time=0:00:02.926560, arrival_time=2021-04-14 23:40:33.188076, cost_time=0:00:00.975518 2021-04-14 23:40:31,115 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.32ms, fps=3001 images/s, loss=0.3429, top1-acc=89.71%, top5-acc=99.65%, remaining_time=0:00:01.829120, arrival_time=2021-04-14 23:40:32.944176, cost_time=0:00:01.829120 2021-04-14 23:40:31,968 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.45ms, fps=3002 images/s, loss=0.3419, top1-acc=89.75%, top5-acc=99.65%, remaining_time=0:00:00.894120, arrival_time=2021-04-14 23:40:32.862434, cost_time=0:00:02.682347 2021-04-14 23:40:32,750 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=0.3317, top1-acc=89.83%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:32.750481, cost_time=0:00:03.464574 2021-04-14 23:40:33,370 INFO : Epoch=0131 complete, best val top1-acc=89.83%, top5-acc=99.66% (epoch=131), remaining_time=0:52:33.367896, arrival_time=2021-04-15 00:33:06.738323, cost_time=1:39:46.828879 2021-04-14 23:40:33,371 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 23:40:35,700 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.54ms, fps=1100 images/s, loss=0.0913, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:43.305822, arrival_time=2021-04-14 23:41:19.005819, cost_time=0:00:02.328266 2021-04-14 23:40:37,820 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0975, top1-acc=96.45%, top5-acc=100.00%, remaining_time=0:00:39.148560, arrival_time=2021-04-14 23:41:16.969004, cost_time=0:00:04.448703 2021-04-14 23:40:39,943 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.0964, top1-acc=96.55%, top5-acc=100.00%, remaining_time=0:00:36.360972, arrival_time=2021-04-14 23:41:16.303980, cost_time=0:00:06.571270 2021-04-14 23:40:42,094 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.55ms, fps=1190 images/s, loss=0.0926, top1-acc=96.75%, top5-acc=100.00%, remaining_time=0:00:34.019856, arrival_time=2021-04-14 23:41:16.114643, cost_time=0:00:08.723043 2021-04-14 23:40:44,230 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0949, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:31.707988, arrival_time=2021-04-14 23:41:15.938636, cost_time=0:00:10.858911 2021-04-14 23:40:46,365 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0938, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:29.451480, arrival_time=2021-04-14 23:41:15.816577, cost_time=0:00:12.993281 2021-04-14 23:40:48,496 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0918, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:27.223812, arrival_time=2021-04-14 23:41:15.719985, cost_time=0:00:15.124347 2021-04-14 23:40:50,616 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.48ms, fps=1207 images/s, loss=0.0924, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:25.005308, arrival_time=2021-04-14 23:41:15.622241, cost_time=0:00:17.245062 2021-04-14 23:40:52,747 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0920, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:22.820316, arrival_time=2021-04-14 23:41:15.567889, cost_time=0:00:19.375768 2021-04-14 23:40:54,870 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0913, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:20.639040, arrival_time=2021-04-14 23:41:15.509734, cost_time=0:00:21.498956 2021-04-14 23:40:57,000 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.45ms, fps=1202 images/s, loss=0.0926, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:18.473144, arrival_time=2021-04-14 23:41:15.473356, cost_time=0:00:23.628478 2021-04-14 23:40:59,131 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.52ms, fps=1201 images/s, loss=0.0935, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:16.314540, arrival_time=2021-04-14 23:41:15.446178, cost_time=0:00:25.759828 2021-04-14 23:41:01,255 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.63ms, fps=1206 images/s, loss=0.0944, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:14.156406, arrival_time=2021-04-14 23:41:15.411973, cost_time=0:00:27.883815 2021-04-14 23:41:03,385 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0943, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:12.005504, arrival_time=2021-04-14 23:41:15.391066, cost_time=0:00:30.013829 2021-04-14 23:41:05,521 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=2.08ms, fps=1199 images/s, loss=0.0945, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:09.859318, arrival_time=2021-04-14 23:41:15.380951, cost_time=0:00:32.149896 2021-04-14 23:41:07,645 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.0946, top1-acc=96.64%, top5-acc=99.97%, remaining_time=0:00:07.711596, arrival_time=2021-04-14 23:41:15.357088, cost_time=0:00:34.273710 2021-04-14 23:41:09,771 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0952, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:05.567068, arrival_time=2021-04-14 23:41:15.338914, cost_time=0:00:36.400114 2021-04-14 23:41:11,894 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0956, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:03.424256, arrival_time=2021-04-14 23:41:15.318941, cost_time=0:00:38.522883 2021-04-14 23:41:14,019 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.0956, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:01.283610, arrival_time=2021-04-14 23:41:15.302974, cost_time=0:00:40.647607 2021-04-14 23:41:15,177 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.43ms, fps=1175 images/s, loss=0.0965, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:15.177209, cost_time=0:00:41.805379 2021-04-14 23:41:16,153 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.40ms, fps=2627 images/s, loss=0.3131, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:02.923440, arrival_time=2021-04-14 23:41:19.077168, cost_time=0:00:00.974483 2021-04-14 23:41:17,008 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.35ms, fps=2998 images/s, loss=0.3172, top1-acc=89.98%, top5-acc=99.80%, remaining_time=0:00:01.829260, arrival_time=2021-04-14 23:41:18.837698, cost_time=0:00:01.829251 2021-04-14 23:41:17,858 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.38ms, fps=3013 images/s, loss=0.3164, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:00.893130, arrival_time=2021-04-14 23:41:18.751691, cost_time=0:00:02.679377 2021-04-14 23:41:18,639 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.09ms, fps=2971 images/s, loss=0.3145, top1-acc=90.02%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:18.639646, cost_time=0:00:03.460477 2021-04-14 23:41:19,212 INFO : Epoch=0132 complete, best val top1-acc=90.02%, top5-acc=99.74% (epoch=132), remaining_time=0:51:47.739740, arrival_time=2021-04-15 00:33:06.952524, cost_time=1:40:32.671235 2021-04-14 23:41:19,213 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 23:41:21,545 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.55ms, fps=1098 images/s, loss=0.1008, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:43.367760, arrival_time=2021-04-14 23:42:04.913537, cost_time=0:00:02.331600 2021-04-14 23:41:23,674 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.0993, top1-acc=96.66%, top5-acc=99.96%, remaining_time=0:00:39.252576, arrival_time=2021-04-14 23:42:02.927290, cost_time=0:00:04.460526 2021-04-14 23:41:25,811 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.17ms, fps=1198 images/s, loss=0.0943, top1-acc=96.90%, top5-acc=99.97%, remaining_time=0:00:36.506554, arrival_time=2021-04-14 23:42:02.318350, cost_time=0:00:06.597574 2021-04-14 23:41:27,940 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0932, top1-acc=96.92%, top5-acc=99.97%, remaining_time=0:00:34.032336, arrival_time=2021-04-14 23:42:01.972679, cost_time=0:00:08.726220 2021-04-14 23:41:30,063 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0927, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:31.680686, arrival_time=2021-04-14 23:42:01.744338, cost_time=0:00:10.849561 2021-04-14 23:41:32,194 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0922, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:29.421696, arrival_time=2021-04-14 23:42:01.615924, cost_time=0:00:12.980133 2021-04-14 23:41:34,321 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.83ms, fps=1204 images/s, loss=0.0938, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:27.193320, arrival_time=2021-04-14 23:42:01.514897, cost_time=0:00:15.107365 2021-04-14 23:41:36,446 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=2.12ms, fps=1205 images/s, loss=0.0945, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:24.986632, arrival_time=2021-04-14 23:42:01.432902, cost_time=0:00:17.232165 2021-04-14 23:41:38,576 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.51ms, fps=1202 images/s, loss=0.0939, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:22.804840, arrival_time=2021-04-14 23:42:01.381582, cost_time=0:00:19.362563 2021-04-14 23:41:40,703 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0935, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:20.629632, arrival_time=2021-04-14 23:42:01.332920, cost_time=0:00:21.489173 2021-04-14 23:41:42,822 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.0927, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:18.457234, arrival_time=2021-04-14 23:42:01.279455, cost_time=0:00:23.608131 2021-04-14 23:41:44,949 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.0925, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:16.298808, arrival_time=2021-04-14 23:42:01.247957, cost_time=0:00:25.734986 2021-04-14 23:41:47,075 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.75ms, fps=1204 images/s, loss=0.0929, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:14.144856, arrival_time=2021-04-14 23:42:01.220046, cost_time=0:00:27.861076 2021-04-14 23:41:49,199 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0941, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:11.994024, arrival_time=2021-04-14 23:42:01.193205, cost_time=0:00:29.985087 2021-04-14 23:41:51,318 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0946, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:09.845472, arrival_time=2021-04-14 23:42:01.164293, cost_time=0:00:32.104725 2021-04-14 23:41:53,440 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.61ms, fps=1207 images/s, loss=0.0949, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:07.701012, arrival_time=2021-04-14 23:42:01.141846, cost_time=0:00:34.226746 2021-04-14 23:41:55,569 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0950, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:05.560282, arrival_time=2021-04-14 23:42:01.130089, cost_time=0:00:36.355718 2021-04-14 23:41:57,693 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.0954, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:03.420368, arrival_time=2021-04-14 23:42:01.113672, cost_time=0:00:38.479219 2021-04-14 23:41:59,829 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0961, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:01.282578, arrival_time=2021-04-14 23:42:01.111820, cost_time=0:00:40.615047 2021-04-14 23:42:00,993 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.41ms, fps=1169 images/s, loss=0.0968, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:00.993184, cost_time=0:00:41.779056 2021-04-14 23:42:02,032 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.44ms, fps=2471 images/s, loss=0.3464, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:03.107430, arrival_time=2021-04-14 23:42:05.139562, cost_time=0:00:01.035809 2021-04-14 23:42:02,888 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.60ms, fps=2989 images/s, loss=0.3275, top1-acc=90.14%, top5-acc=99.71%, remaining_time=0:00:01.892580, arrival_time=2021-04-14 23:42:04.781480, cost_time=0:00:01.892580 2021-04-14 23:42:03,741 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.41ms, fps=3004 images/s, loss=0.3160, top1-acc=90.34%, top5-acc=99.70%, remaining_time=0:00:00.915060, arrival_time=2021-04-14 23:42:04.656588, cost_time=0:00:02.745189 2021-04-14 23:42:04,521 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.08ms, fps=2975 images/s, loss=0.3225, top1-acc=90.13%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:04.521834, cost_time=0:00:03.525531 2021-04-14 23:42:05,198 INFO : Epoch=0133 complete, best val top1-acc=90.13%, top5-acc=99.71% (epoch=133), remaining_time=0:51:02.180596, arrival_time=2021-04-15 00:33:07.379168, cost_time=1:41:18.657005 2021-04-14 23:42:05,200 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 23:42:07,523 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.33ms, fps=1102 images/s, loss=0.0942, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:43.199616, arrival_time=2021-04-14 23:42:50.722907, cost_time=0:00:02.322555 2021-04-14 23:42:09,644 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.0966, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:39.102448, arrival_time=2021-04-14 23:42:48.746631, cost_time=0:00:04.443452 2021-04-14 23:42:11,783 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.0944, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:36.426376, arrival_time=2021-04-14 23:42:48.210176, cost_time=0:00:06.583068 2021-04-14 23:42:13,909 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.30ms, fps=1204 images/s, loss=0.0921, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:33.965724, arrival_time=2021-04-14 23:42:47.875616, cost_time=0:00:08.709157 2021-04-14 23:42:16,044 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.52ms, fps=1200 images/s, loss=0.0883, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:31.662582, arrival_time=2021-04-14 23:42:47.706681, cost_time=0:00:10.843360 2021-04-14 23:42:18,176 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.58ms, fps=1201 images/s, loss=0.0877, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:29.411224, arrival_time=2021-04-14 23:42:47.587479, cost_time=0:00:12.975520 2021-04-14 23:42:20,305 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.0884, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:27.189288, arrival_time=2021-04-14 23:42:47.495204, cost_time=0:00:15.105173 2021-04-14 23:42:22,441 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.83ms, fps=1199 images/s, loss=0.0875, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:24.998696, arrival_time=2021-04-14 23:42:47.439873, cost_time=0:00:17.240440 2021-04-14 23:42:24,573 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0868, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:22.817348, arrival_time=2021-04-14 23:42:47.391300, cost_time=0:00:19.373228 2021-04-14 23:42:26,712 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.47ms, fps=1197 images/s, loss=0.0874, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:20.651040, arrival_time=2021-04-14 23:42:47.363254, cost_time=0:00:21.511464 2021-04-14 23:42:28,841 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.75ms, fps=1202 images/s, loss=0.0868, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:18.482776, arrival_time=2021-04-14 23:42:47.324374, cost_time=0:00:23.640791 2021-04-14 23:42:30,959 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.41ms, fps=1209 images/s, loss=0.0860, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:16.313552, arrival_time=2021-04-14 23:42:47.272525, cost_time=0:00:25.758233 2021-04-14 23:42:33,078 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.0872, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:14.153172, arrival_time=2021-04-14 23:42:47.231390, cost_time=0:00:27.877487 2021-04-14 23:42:35,197 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.0888, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:11.998560, arrival_time=2021-04-14 23:42:47.195666, cost_time=0:00:29.996363 2021-04-14 23:42:37,324 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.0901, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:09.851360, arrival_time=2021-04-14 23:42:47.176049, cost_time=0:00:32.123958 2021-04-14 23:42:39,444 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.34ms, fps=1208 images/s, loss=0.0914, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:07.704828, arrival_time=2021-04-14 23:42:47.149244, cost_time=0:00:34.243683 2021-04-14 23:42:41,565 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=2.03ms, fps=1207 images/s, loss=0.0918, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:05.561582, arrival_time=2021-04-14 23:42:47.126608, cost_time=0:00:36.364234 2021-04-14 23:42:43,698 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.0927, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:03.422016, arrival_time=2021-04-14 23:42:47.120520, cost_time=0:00:38.497770 2021-04-14 23:42:45,824 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0934, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:01.282848, arrival_time=2021-04-14 23:42:47.107129, cost_time=0:00:40.623542 2021-04-14 23:42:46,973 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.42ms, fps=1184 images/s, loss=0.0936, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:46.973485, cost_time=0:00:41.772706 2021-04-14 23:42:47,997 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.33ms, fps=2508 images/s, loss=0.3478, top1-acc=89.45%, top5-acc=99.80%, remaining_time=0:00:03.062520, arrival_time=2021-04-14 23:42:51.059922, cost_time=0:00:01.020836 2021-04-14 23:42:48,855 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=2.17ms, fps=2984 images/s, loss=0.3275, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:01.878940, arrival_time=2021-04-14 23:42:50.734450, cost_time=0:00:01.878938 2021-04-14 23:42:49,706 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.47ms, fps=3010 images/s, loss=0.3268, top1-acc=90.08%, top5-acc=99.70%, remaining_time=0:00:00.909890, arrival_time=2021-04-14 23:42:50.616131, cost_time=0:00:02.729679 2021-04-14 23:42:50,485 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.09ms, fps=2978 images/s, loss=0.3298, top1-acc=90.08%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:50.485716, cost_time=0:00:03.509160 2021-04-14 23:42:50,832 INFO : Epoch=0134 complete, best val top1-acc=90.13%, top5-acc=99.71% (epoch=133), remaining_time=0:50:16.441956, arrival_time=2021-04-15 00:33:07.274727, cost_time=1:42:04.291202 2021-04-14 23:42:50,834 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 23:42:53,127 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.53ms, fps=1117 images/s, loss=0.0983, top1-acc=96.76%, top5-acc=100.00%, remaining_time=0:00:42.631758, arrival_time=2021-04-14 23:43:35.758979, cost_time=0:00:02.292029 2021-04-14 23:42:55,256 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0993, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:38.904272, arrival_time=2021-04-14 23:43:34.160214, cost_time=0:00:04.420945 2021-04-14 23:42:57,390 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.67ms, fps=1200 images/s, loss=0.1004, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:36.274652, arrival_time=2021-04-14 23:43:33.665293, cost_time=0:00:06.555647 2021-04-14 23:42:59,513 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.0995, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:33.844512, arrival_time=2021-04-14 23:43:33.357510, cost_time=0:00:08.678060 2021-04-14 23:43:01,634 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0960, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:31.534978, arrival_time=2021-04-14 23:43:33.169571, cost_time=0:00:10.799672 2021-04-14 23:43:03,763 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.83ms, fps=1203 images/s, loss=0.0931, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:29.304328, arrival_time=2021-04-14 23:43:33.067683, cost_time=0:00:12.928358 2021-04-14 23:43:05,895 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0912, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:27.108522, arrival_time=2021-04-14 23:43:33.003772, cost_time=0:00:15.060295 2021-04-14 23:43:08,026 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0899, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:24.927240, arrival_time=2021-04-14 23:43:32.953386, cost_time=0:00:17.191164 2021-04-14 23:43:10,161 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.0908, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:22.762864, arrival_time=2021-04-14 23:43:32.924763, cost_time=0:00:19.326977 2021-04-14 23:43:12,288 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0899, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:20.595840, arrival_time=2021-04-14 23:43:32.884741, cost_time=0:00:21.453974 2021-04-14 23:43:14,414 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.56ms, fps=1205 images/s, loss=0.0896, top1-acc=96.92%, top5-acc=99.99%, remaining_time=0:00:18.434788, arrival_time=2021-04-14 23:43:32.849057, cost_time=0:00:23.579349 2021-04-14 23:43:16,537 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0897, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:16.278212, arrival_time=2021-04-14 23:43:32.815512, cost_time=0:00:25.702384 2021-04-14 23:43:18,666 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.73ms, fps=1203 images/s, loss=0.0893, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:14.129808, arrival_time=2021-04-14 23:43:32.796303, cost_time=0:00:27.831408 2021-04-14 23:43:20,801 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0885, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:11.986408, arrival_time=2021-04-14 23:43:32.787390, cost_time=0:00:29.966052 2021-04-14 23:43:22,922 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0884, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:09.840044, arrival_time=2021-04-14 23:43:32.762035, cost_time=0:00:32.087054 2021-04-14 23:43:25,047 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0887, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:07.697808, arrival_time=2021-04-14 23:43:32.745273, cost_time=0:00:34.212535 2021-04-14 23:43:27,185 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.38ms, fps=1198 images/s, loss=0.0884, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:05.559502, arrival_time=2021-04-14 23:43:32.745020, cost_time=0:00:36.350601 2021-04-14 23:43:29,307 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.0885, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:03.419760, arrival_time=2021-04-14 23:43:32.726907, cost_time=0:00:38.472219 2021-04-14 23:43:31,429 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0896, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:01.281948, arrival_time=2021-04-14 23:43:32.711818, cost_time=0:00:40.594948 2021-04-14 23:43:32,594 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.87ms, fps=1168 images/s, loss=0.0901, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:32.594527, cost_time=0:00:41.759603 2021-04-14 23:43:33,635 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.23ms, fps=2464 images/s, loss=0.3245, top1-acc=90.70%, top5-acc=99.69%, remaining_time=0:00:03.116610, arrival_time=2021-04-14 23:43:36.751979, cost_time=0:00:01.038872 2021-04-14 23:43:34,507 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.25ms, fps=2937 images/s, loss=0.3439, top1-acc=89.96%, top5-acc=99.63%, remaining_time=0:00:01.910940, arrival_time=2021-04-14 23:43:36.418308, cost_time=0:00:01.910935 2021-04-14 23:43:35,362 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.48ms, fps=2996 images/s, loss=0.3372, top1-acc=90.17%, top5-acc=99.65%, remaining_time=0:00:00.921940, arrival_time=2021-04-14 23:43:36.284252, cost_time=0:00:02.765816 2021-04-14 23:43:36,142 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=2974 images/s, loss=0.3464, top1-acc=90.18%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:36.142952, cost_time=0:00:03.546538 2021-04-14 23:43:36,740 INFO : Epoch=0135 complete, best val top1-acc=90.18%, top5-acc=99.59% (epoch=135), remaining_time=0:49:30.836310, arrival_time=2021-04-15 00:33:07.576382, cost_time=1:42:50.198502 2021-04-14 23:43:36,741 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 23:43:39,091 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.64ms, fps=1090 images/s, loss=0.0833, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:43.691958, arrival_time=2021-04-14 23:44:22.783052, cost_time=0:00:02.349029 2021-04-14 23:43:41,219 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.0804, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:39.398304, arrival_time=2021-04-14 23:44:20.617451, cost_time=0:00:04.477083 2021-04-14 23:43:43,340 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.90ms, fps=1207 images/s, loss=0.0801, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:36.512364, arrival_time=2021-04-14 23:44:19.853048, cost_time=0:00:06.598628 2021-04-14 23:43:45,472 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.0812, top1-acc=97.25%, top5-acc=100.00%, remaining_time=0:00:34.048404, arrival_time=2021-04-14 23:44:19.520758, cost_time=0:00:08.730347 2021-04-14 23:43:47,590 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0813, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:31.678204, arrival_time=2021-04-14 23:44:19.268866, cost_time=0:00:10.848677 2021-04-14 23:43:49,716 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.0805, top1-acc=97.22%, top5-acc=100.00%, remaining_time=0:00:29.409592, arrival_time=2021-04-14 23:44:19.126413, cost_time=0:00:12.974833 2021-04-14 23:43:51,838 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.0804, top1-acc=97.18%, top5-acc=100.00%, remaining_time=0:00:27.173664, arrival_time=2021-04-14 23:44:19.012181, cost_time=0:00:15.096452 2021-04-14 23:43:53,962 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.0799, top1-acc=97.22%, top5-acc=100.00%, remaining_time=0:00:24.970160, arrival_time=2021-04-14 23:44:18.932994, cost_time=0:00:17.220837 2021-04-14 23:43:56,099 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.49ms, fps=1198 images/s, loss=0.0793, top1-acc=97.25%, top5-acc=100.00%, remaining_time=0:00:22.798586, arrival_time=2021-04-14 23:44:18.897863, cost_time=0:00:19.357289 2021-04-14 23:43:58,226 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.0792, top1-acc=97.26%, top5-acc=100.00%, remaining_time=0:00:20.625024, arrival_time=2021-04-14 23:44:18.851418, cost_time=0:00:21.484408 2021-04-14 23:44:00,349 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.0798, top1-acc=97.22%, top5-acc=100.00%, remaining_time=0:00:18.457062, arrival_time=2021-04-14 23:44:18.806951, cost_time=0:00:23.607903 2021-04-14 23:44:02,472 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.0808, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:16.296224, arrival_time=2021-04-14 23:44:18.769104, cost_time=0:00:25.730867 2021-04-14 23:44:04,592 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.75ms, fps=1208 images/s, loss=0.0814, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:14.139642, arrival_time=2021-04-14 23:44:18.732512, cost_time=0:00:27.850812 2021-04-14 23:44:06,713 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.0819, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:11.988480, arrival_time=2021-04-14 23:44:18.701643, cost_time=0:00:29.971157 2021-04-14 23:44:08,842 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=2.28ms, fps=1203 images/s, loss=0.0826, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:09.844138, arrival_time=2021-04-14 23:44:18.686528, cost_time=0:00:32.100392 2021-04-14 23:44:10,966 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0836, top1-acc=97.09%, top5-acc=100.00%, remaining_time=0:00:07.700400, arrival_time=2021-04-14 23:44:18.666407, cost_time=0:00:34.224017 2021-04-14 23:44:13,091 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=2.20ms, fps=1205 images/s, loss=0.0838, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:05.559294, arrival_time=2021-04-14 23:44:18.650515, cost_time=0:00:36.349237 2021-04-14 23:44:15,210 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0838, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:03.419456, arrival_time=2021-04-14 23:44:18.630374, cost_time=0:00:38.468934 2021-04-14 23:44:17,338 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0836, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:01.281990, arrival_time=2021-04-14 23:44:18.620411, cost_time=0:00:40.596436 2021-04-14 23:44:18,490 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.25ms, fps=1181 images/s, loss=0.0835, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:18.490615, cost_time=0:00:41.748632 2021-04-14 23:44:19,525 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.32ms, fps=2479 images/s, loss=0.3092, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:03.097860, arrival_time=2021-04-14 23:44:22.623050, cost_time=0:00:01.032623 2021-04-14 23:44:20,378 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.30ms, fps=3001 images/s, loss=0.3344, top1-acc=90.72%, top5-acc=99.63%, remaining_time=0:00:01.886060, arrival_time=2021-04-14 23:44:22.264739, cost_time=0:00:01.886067 2021-04-14 23:44:21,232 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.00ms, fps=2999 images/s, loss=0.3294, top1-acc=90.66%, top5-acc=99.70%, remaining_time=0:00:00.913400, arrival_time=2021-04-14 23:44:22.146279, cost_time=0:00:02.740190 2021-04-14 23:44:22,051 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=2838 images/s, loss=0.3275, top1-acc=90.72%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:22.051000, cost_time=0:00:03.558462 2021-04-14 23:44:22,671 INFO : Epoch=0136 complete, best val top1-acc=90.72%, top5-acc=99.67% (epoch=136), remaining_time=0:48:45.237504, arrival_time=2021-04-15 00:33:07.908875, cost_time=1:43:36.129719 2021-04-14 23:44:22,672 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 23:44:24,964 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.52ms, fps=1117 images/s, loss=0.0732, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:42.618552, arrival_time=2021-04-14 23:45:07.582742, cost_time=0:00:02.291323 2021-04-14 23:44:27,090 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.69ms, fps=1204 images/s, loss=0.0668, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:38.877344, arrival_time=2021-04-14 23:45:05.968093, cost_time=0:00:04.417877 2021-04-14 23:44:29,215 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.0710, top1-acc=97.51%, top5-acc=99.97%, remaining_time=0:00:36.204600, arrival_time=2021-04-14 23:45:05.420490, cost_time=0:00:06.542999 2021-04-14 23:44:31,344 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0686, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:33.820488, arrival_time=2021-04-14 23:45:05.165203, cost_time=0:00:08.671924 2021-04-14 23:44:33,469 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0706, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:31.524904, arrival_time=2021-04-14 23:45:04.993893, cost_time=0:00:10.796204 2021-04-14 23:44:35,593 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.04ms, fps=1205 images/s, loss=0.0700, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:29.287600, arrival_time=2021-04-14 23:45:04.881443, cost_time=0:00:12.920992 2021-04-14 23:44:37,716 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0715, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:27.078030, arrival_time=2021-04-14 23:45:04.794245, cost_time=0:00:15.043351 2021-04-14 23:44:39,850 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.41ms, fps=1200 images/s, loss=0.0731, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:24.907288, arrival_time=2021-04-14 23:45:04.757538, cost_time=0:00:17.177465 2021-04-14 23:44:41,972 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.0723, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:22.731170, arrival_time=2021-04-14 23:45:04.704027, cost_time=0:00:19.300073 2021-04-14 23:44:44,109 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.27ms, fps=1198 images/s, loss=0.0720, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:20.579616, arrival_time=2021-04-14 23:45:04.689486, cost_time=0:00:21.437089 2021-04-14 23:44:46,240 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0723, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:18.425844, arrival_time=2021-04-14 23:45:04.666660, cost_time=0:00:23.567946 2021-04-14 23:44:48,357 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.41ms, fps=1210 images/s, loss=0.0731, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:16.266584, arrival_time=2021-04-14 23:45:04.623580, cost_time=0:00:25.684127 2021-04-14 23:44:50,474 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0735, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:14.114628, arrival_time=2021-04-14 23:45:04.588952, cost_time=0:00:27.801553 2021-04-14 23:44:52,600 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.75ms, fps=1204 images/s, loss=0.0740, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:11.971120, arrival_time=2021-04-14 23:45:04.571749, cost_time=0:00:29.927748 2021-04-14 23:44:54,730 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0752, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:09.830936, arrival_time=2021-04-14 23:45:04.561204, cost_time=0:00:32.057390 2021-04-14 23:44:56,853 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.86ms, fps=1206 images/s, loss=0.0760, top1-acc=97.43%, top5-acc=99.98%, remaining_time=0:00:07.690644, arrival_time=2021-04-14 23:45:04.544081, cost_time=0:00:34.180611 2021-04-14 23:44:58,979 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.0769, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:05.552716, arrival_time=2021-04-14 23:45:04.531784, cost_time=0:00:36.306184 2021-04-14 23:45:01,102 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.37ms, fps=1206 images/s, loss=0.0777, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:03.415952, arrival_time=2021-04-14 23:45:04.518188, cost_time=0:00:38.429448 2021-04-14 23:45:03,230 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.0782, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:01.280754, arrival_time=2021-04-14 23:45:04.510733, cost_time=0:00:40.557207 2021-04-14 23:45:04,380 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.17ms, fps=1183 images/s, loss=0.0785, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:04.380354, cost_time=0:00:41.707573 2021-04-14 23:45:05,438 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.22ms, fps=2423 images/s, loss=0.2973, top1-acc=91.13%, top5-acc=99.65%, remaining_time=0:00:03.169440, arrival_time=2021-04-14 23:45:08.608238, cost_time=0:00:01.056475 2021-04-14 23:45:06,290 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.52ms, fps=3007 images/s, loss=0.3131, top1-acc=90.68%, top5-acc=99.69%, remaining_time=0:00:01.908040, arrival_time=2021-04-14 23:45:08.198503, cost_time=0:00:01.908050 2021-04-14 23:45:07,144 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.30ms, fps=3001 images/s, loss=0.3291, top1-acc=90.04%, top5-acc=99.65%, remaining_time=0:00:00.920550, arrival_time=2021-04-14 23:45:08.064512, cost_time=0:00:02.761637 2021-04-14 23:45:07,929 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.09ms, fps=2957 images/s, loss=0.3184, top1-acc=90.16%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:07.929023, cost_time=0:00:03.546638 2021-04-14 23:45:08,281 INFO : Epoch=0137 complete, best val top1-acc=90.72%, top5-acc=99.67% (epoch=136), remaining_time=0:47:59.486127, arrival_time=2021-04-15 00:33:07.767300, cost_time=1:44:21.739631 2021-04-14 23:45:08,283 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 23:45:10,577 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.51ms, fps=1116 images/s, loss=0.0710, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:42.673980, arrival_time=2021-04-14 23:45:53.251662, cost_time=0:00:02.294299 2021-04-14 23:45:12,702 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.60ms, fps=1205 images/s, loss=0.0679, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:38.888784, arrival_time=2021-04-14 23:45:51.591447, cost_time=0:00:04.419186 2021-04-14 23:45:14,835 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0680, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:36.252242, arrival_time=2021-04-14 23:45:51.087233, cost_time=0:00:06.551620 2021-04-14 23:45:16,953 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0692, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:33.813312, arrival_time=2021-04-14 23:45:50.766752, cost_time=0:00:08.670069 2021-04-14 23:45:19,075 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.65ms, fps=1206 images/s, loss=0.0718, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:31.513954, arrival_time=2021-04-14 23:45:50.589834, cost_time=0:00:10.792434 2021-04-14 23:45:21,196 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0712, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:29.270600, arrival_time=2021-04-14 23:45:50.467491, cost_time=0:00:12.913517 2021-04-14 23:45:23,316 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0727, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:27.060012, arrival_time=2021-04-14 23:45:50.376717, cost_time=0:00:15.033331 2021-04-14 23:45:25,451 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.0738, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:24.893484, arrival_time=2021-04-14 23:45:50.344799, cost_time=0:00:17.167945 2021-04-14 23:45:27,582 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0741, top1-acc=97.52%, top5-acc=100.00%, remaining_time=0:00:22.729686, arrival_time=2021-04-14 23:45:50.311850, cost_time=0:00:19.298801 2021-04-14 23:45:29,712 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.36ms, fps=1202 images/s, loss=0.0748, top1-acc=97.47%, top5-acc=100.00%, remaining_time=0:00:20.571840, arrival_time=2021-04-14 23:45:50.284196, cost_time=0:00:21.428989 2021-04-14 23:45:31,865 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.73ms, fps=1189 images/s, loss=0.0751, top1-acc=97.45%, top5-acc=100.00%, remaining_time=0:00:18.437196, arrival_time=2021-04-14 23:45:50.303065, cost_time=0:00:23.582410 2021-04-14 23:45:34,014 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.45ms, fps=1192 images/s, loss=0.0747, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:16.296528, arrival_time=2021-04-14 23:45:50.311288, cost_time=0:00:25.731300 2021-04-14 23:45:36,137 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.0754, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:14.141226, arrival_time=2021-04-14 23:45:50.278557, cost_time=0:00:27.853962 2021-04-14 23:45:38,261 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.0757, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:11.991336, arrival_time=2021-04-14 23:45:50.253129, cost_time=0:00:29.978331 2021-04-14 23:45:40,398 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0769, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:09.848508, arrival_time=2021-04-14 23:45:50.246749, cost_time=0:00:32.114721 2021-04-14 23:45:42,533 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.57ms, fps=1199 images/s, loss=0.0777, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:07.706340, arrival_time=2021-04-14 23:45:50.240087, cost_time=0:00:34.250343 2021-04-14 23:45:44,665 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.84ms, fps=1201 images/s, loss=0.0789, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:05.564234, arrival_time=2021-04-14 23:45:50.229263, cost_time=0:00:36.381576 2021-04-14 23:45:46,783 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.65ms, fps=1208 images/s, loss=0.0798, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:03.422272, arrival_time=2021-04-14 23:45:50.206189, cost_time=0:00:38.500497 2021-04-14 23:45:48,917 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0805, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:01.283172, arrival_time=2021-04-14 23:45:50.200349, cost_time=0:00:40.633809 2021-04-14 23:45:50,071 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.22ms, fps=1178 images/s, loss=0.0812, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:50.071589, cost_time=0:00:41.788225 2021-04-14 23:45:51,057 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.66ms, fps=2602 images/s, loss=0.3385, top1-acc=89.77%, top5-acc=99.65%, remaining_time=0:00:02.952090, arrival_time=2021-04-14 23:45:54.009654, cost_time=0:00:00.984027 2021-04-14 23:45:51,918 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.88ms, fps=2976 images/s, loss=0.3220, top1-acc=90.16%, top5-acc=99.69%, remaining_time=0:00:01.844600, arrival_time=2021-04-14 23:45:53.762735, cost_time=0:00:01.844593 2021-04-14 23:45:52,775 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.83ms, fps=2987 images/s, loss=0.3377, top1-acc=89.91%, top5-acc=99.69%, remaining_time=0:00:00.900760, arrival_time=2021-04-14 23:45:53.676513, cost_time=0:00:02.702289 2021-04-14 23:45:53,558 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=2966 images/s, loss=0.3321, top1-acc=89.93%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:53.558187, cost_time=0:00:03.484744 2021-04-14 23:45:53,865 INFO : Epoch=0138 complete, best val top1-acc=90.72%, top5-acc=99.67% (epoch=136), remaining_time=0:47:13.725066, arrival_time=2021-04-15 00:33:07.590099, cost_time=1:45:07.323496 2021-04-14 23:45:53,866 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 23:45:56,173 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.51ms, fps=1110 images/s, loss=0.1127, top1-acc=96.05%, top5-acc=100.00%, remaining_time=0:00:42.907782, arrival_time=2021-04-14 23:46:39.081424, cost_time=0:00:02.306866 2021-04-14 23:45:58,301 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.70ms, fps=1204 images/s, loss=0.1033, top1-acc=96.31%, top5-acc=100.00%, remaining_time=0:00:39.023776, arrival_time=2021-04-14 23:46:37.325084, cost_time=0:00:04.434529 2021-04-14 23:46:00,435 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.23ms, fps=1200 images/s, loss=0.0985, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:36.348024, arrival_time=2021-04-14 23:46:36.783695, cost_time=0:00:06.568907 2021-04-14 23:46:02,554 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.0941, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:00:33.881328, arrival_time=2021-04-14 23:46:36.435583, cost_time=0:00:08.687533 2021-04-14 23:46:04,677 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.59ms, fps=1206 images/s, loss=0.0907, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:31.568266, arrival_time=2021-04-14 23:46:36.245993, cost_time=0:00:10.811039 2021-04-14 23:46:06,810 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0880, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:29.338464, arrival_time=2021-04-14 23:46:36.148618, cost_time=0:00:12.943419 2021-04-14 23:46:08,930 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.31ms, fps=1208 images/s, loss=0.0857, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:27.113814, arrival_time=2021-04-14 23:46:36.043781, cost_time=0:00:15.063199 2021-04-14 23:46:11,055 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.0864, top1-acc=97.00%, top5-acc=100.00%, remaining_time=0:00:24.923296, arrival_time=2021-04-14 23:46:35.978507, cost_time=0:00:17.188510 2021-04-14 23:46:13,186 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.79ms, fps=1202 images/s, loss=0.0840, top1-acc=97.13%, top5-acc=100.00%, remaining_time=0:00:22.753960, arrival_time=2021-04-14 23:46:35.940052, cost_time=0:00:19.319379 2021-04-14 23:46:15,306 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=0.0836, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:00:20.582400, arrival_time=2021-04-14 23:46:35.889039, cost_time=0:00:21.439954 2021-04-14 23:46:17,441 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0822, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:18.431434, arrival_time=2021-04-14 23:46:35.873206, cost_time=0:00:23.575085 2021-04-14 23:46:19,569 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0815, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:16.278440, arrival_time=2021-04-14 23:46:35.847909, cost_time=0:00:25.702788 2021-04-14 23:46:21,706 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.0812, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:14.134164, arrival_time=2021-04-14 23:46:35.840933, cost_time=0:00:27.840015 2021-04-14 23:46:23,831 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.0806, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:11.985680, arrival_time=2021-04-14 23:46:35.816653, cost_time=0:00:29.964261 2021-04-14 23:46:25,953 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.69ms, fps=1206 images/s, loss=0.0811, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:09.839998, arrival_time=2021-04-14 23:46:35.793758, cost_time=0:00:32.087013 2021-04-14 23:46:28,086 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.0807, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:07.699464, arrival_time=2021-04-14 23:46:35.786011, cost_time=0:00:34.219856 2021-04-14 23:46:30,213 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.86ms, fps=1204 images/s, loss=0.0807, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:05.558930, arrival_time=2021-04-14 23:46:35.772400, cost_time=0:00:36.346777 2021-04-14 23:46:32,335 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.58ms, fps=1207 images/s, loss=0.0810, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:03.419408, arrival_time=2021-04-14 23:46:35.754427, cost_time=0:00:38.468339 2021-04-14 23:46:34,458 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.21ms, fps=1206 images/s, loss=0.0803, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:01.281858, arrival_time=2021-04-14 23:46:35.740672, cost_time=0:00:40.592132 2021-04-14 23:46:35,614 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.39ms, fps=1177 images/s, loss=0.0803, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:35.614801, cost_time=0:00:41.748113 2021-04-14 23:46:36,616 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=3.78ms, fps=2561 images/s, loss=0.3400, top1-acc=90.39%, top5-acc=99.57%, remaining_time=0:00:02.998650, arrival_time=2021-04-14 23:46:39.614992, cost_time=0:00:00.999551 2021-04-14 23:46:37,470 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.54ms, fps=3003 images/s, loss=0.3295, top1-acc=90.64%, top5-acc=99.65%, remaining_time=0:00:01.853280, arrival_time=2021-04-14 23:46:39.323290, cost_time=0:00:01.853271 2021-04-14 23:46:38,323 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.40ms, fps=3001 images/s, loss=0.3179, top1-acc=90.90%, top5-acc=99.66%, remaining_time=0:00:00.902190, arrival_time=2021-04-14 23:46:39.225516, cost_time=0:00:02.706584 2021-04-14 23:46:39,105 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.08ms, fps=2968 images/s, loss=0.3240, top1-acc=90.75%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:39.105357, cost_time=0:00:03.488645 2021-04-14 23:46:39,730 INFO : Epoch=0139 complete, best val top1-acc=90.75%, top5-acc=99.67% (epoch=139), remaining_time=0:46:28.090278, arrival_time=2021-04-15 00:33:07.821107, cost_time=1:45:53.189284 2021-04-14 23:46:39,732 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 23:46:42,086 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.74ms, fps=1087 images/s, loss=0.0633, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:43.786074, arrival_time=2021-04-14 23:47:25.872400, cost_time=0:00:02.354091 2021-04-14 23:46:44,217 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.0652, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:39.468880, arrival_time=2021-04-14 23:47:23.686196, cost_time=0:00:04.485105 2021-04-14 23:46:46,336 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.28ms, fps=1208 images/s, loss=0.0620, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:36.544900, arrival_time=2021-04-14 23:47:22.881524, cost_time=0:00:06.604504 2021-04-14 23:46:48,459 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.0623, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:34.034832, arrival_time=2021-04-14 23:47:22.494126, cost_time=0:00:08.726874 2021-04-14 23:46:50,586 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.0637, top1-acc=97.74%, top5-acc=100.00%, remaining_time=0:00:31.693534, arrival_time=2021-04-14 23:47:22.279707, cost_time=0:00:10.853959 2021-04-14 23:46:52,716 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0643, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:29.430944, arrival_time=2021-04-14 23:47:22.147417, cost_time=0:00:12.984250 2021-04-14 23:46:54,844 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0636, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:27.202392, arrival_time=2021-04-14 23:47:22.046986, cost_time=0:00:15.112413 2021-04-14 23:46:56,979 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.60ms, fps=1199 images/s, loss=0.0638, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:25.008556, arrival_time=2021-04-14 23:47:21.988067, cost_time=0:00:17.247305 2021-04-14 23:46:59,102 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.0647, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:22.814486, arrival_time=2021-04-14 23:47:21.917428, cost_time=0:00:19.370818 2021-04-14 23:47:01,230 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0650, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:20.638080, arrival_time=2021-04-14 23:47:21.868194, cost_time=0:00:21.497981 2021-04-14 23:47:03,385 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.37ms, fps=1188 images/s, loss=0.0651, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:18.492924, arrival_time=2021-04-14 23:47:21.878805, cost_time=0:00:23.653685 2021-04-14 23:47:05,511 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.0657, top1-acc=97.72%, top5-acc=100.00%, remaining_time=0:00:16.326624, arrival_time=2021-04-14 23:47:21.837597, cost_time=0:00:25.778835 2021-04-14 23:47:07,637 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.69ms, fps=1204 images/s, loss=0.0665, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:14.167362, arrival_time=2021-04-14 23:47:21.804830, cost_time=0:00:27.905349 2021-04-14 23:47:09,751 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.52ms, fps=1211 images/s, loss=0.0677, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:12.007744, arrival_time=2021-04-14 23:47:21.759265, cost_time=0:00:30.019398 2021-04-14 23:47:11,875 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.0686, top1-acc=97.65%, top5-acc=100.00%, remaining_time=0:00:09.857156, arrival_time=2021-04-14 23:47:21.732159, cost_time=0:00:32.142884 2021-04-14 23:47:14,001 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0694, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:07.710516, arrival_time=2021-04-14 23:47:21.711636, cost_time=0:00:34.269002 2021-04-14 23:47:16,134 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=2.11ms, fps=1200 images/s, loss=0.0698, top1-acc=97.63%, top5-acc=100.00%, remaining_time=0:00:05.567354, arrival_time=2021-04-14 23:47:21.701422, cost_time=0:00:36.401886 2021-04-14 23:47:18,270 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.90ms, fps=1199 images/s, loss=0.0700, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:03.425584, arrival_time=2021-04-14 23:47:21.695586, cost_time=0:00:38.537835 2021-04-14 23:47:20,406 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.0703, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:01.284450, arrival_time=2021-04-14 23:47:21.690814, cost_time=0:00:40.674245 2021-04-14 23:47:21,559 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.35ms, fps=1180 images/s, loss=0.0705, top1-acc=97.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:21.559576, cost_time=0:00:41.827435 2021-04-14 23:47:22,568 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.21ms, fps=2542 images/s, loss=0.3458, top1-acc=89.80%, top5-acc=99.69%, remaining_time=0:00:03.020790, arrival_time=2021-04-14 23:47:25.589235, cost_time=0:00:01.006929 2021-04-14 23:47:23,432 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.50ms, fps=2965 images/s, loss=0.3268, top1-acc=90.27%, top5-acc=99.59%, remaining_time=0:00:01.870600, arrival_time=2021-04-14 23:47:25.302717, cost_time=0:00:01.870591 2021-04-14 23:47:24,286 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.43ms, fps=2998 images/s, loss=0.3134, top1-acc=90.47%, top5-acc=99.69%, remaining_time=0:00:00.908260, arrival_time=2021-04-14 23:47:25.194591, cost_time=0:00:02.724795 2021-04-14 23:47:25,070 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.10ms, fps=2960 images/s, loss=0.3138, top1-acc=90.28%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:25.070591, cost_time=0:00:03.509001 2021-04-14 23:47:25,374 INFO : Epoch=0140 complete, best val top1-acc=90.75%, top5-acc=99.67% (epoch=139), remaining_time=0:45:42.356820, arrival_time=2021-04-15 00:33:07.730990, cost_time=1:46:38.832638 2021-04-14 23:47:25,375 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 23:47:27,678 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.60ms, fps=1112 images/s, loss=0.0704, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:42.835428, arrival_time=2021-04-14 23:48:10.514061, cost_time=0:00:02.302979 2021-04-14 23:47:29,800 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.0751, top1-acc=97.30%, top5-acc=100.00%, remaining_time=0:00:38.940000, arrival_time=2021-04-14 23:48:08.740668, cost_time=0:00:04.425000 2021-04-14 23:47:31,919 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=0.0765, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:36.208418, arrival_time=2021-04-14 23:48:08.127800, cost_time=0:00:06.543695 2021-04-14 23:47:34,073 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.57ms, fps=1189 images/s, loss=0.0773, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:33.923136, arrival_time=2021-04-14 23:48:07.996989, cost_time=0:00:08.698228 2021-04-14 23:47:36,195 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.0765, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:31.595422, arrival_time=2021-04-14 23:48:07.791351, cost_time=0:00:10.820363 2021-04-14 23:47:38,315 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.0739, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:29.329488, arrival_time=2021-04-14 23:48:07.644754, cost_time=0:00:12.939485 2021-04-14 23:47:40,447 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.60ms, fps=1201 images/s, loss=0.0741, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:27.129186, arrival_time=2021-04-14 23:48:07.576539, cost_time=0:00:15.071760 2021-04-14 23:47:42,567 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0723, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:24.928168, arrival_time=2021-04-14 23:48:07.495601, cost_time=0:00:17.191860 2021-04-14 23:47:44,692 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.0727, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:22.750568, arrival_time=2021-04-14 23:48:07.442639, cost_time=0:00:19.316512 2021-04-14 23:47:46,808 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.51ms, fps=1210 images/s, loss=0.0717, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:20.575872, arrival_time=2021-04-14 23:48:07.384666, cost_time=0:00:21.433224 2021-04-14 23:47:48,936 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.0709, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:18.420168, arrival_time=2021-04-14 23:48:07.356498, cost_time=0:00:23.560727 2021-04-14 23:47:51,075 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.54ms, fps=1197 images/s, loss=0.0708, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:16.276236, arrival_time=2021-04-14 23:48:07.351174, cost_time=0:00:25.699284 2021-04-14 23:47:53,202 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.0704, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:14.127564, arrival_time=2021-04-14 23:48:07.330239, cost_time=0:00:27.827018 2021-04-14 23:47:55,324 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.71ms, fps=1207 images/s, loss=0.0696, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:11.979352, arrival_time=2021-04-14 23:48:07.303428, cost_time=0:00:29.948433 2021-04-14 23:47:57,444 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.0705, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:09.834524, arrival_time=2021-04-14 23:48:07.279258, cost_time=0:00:32.069139 2021-04-14 23:47:59,566 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.59ms, fps=1207 images/s, loss=0.0698, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:07.693020, arrival_time=2021-04-14 23:48:07.259841, cost_time=0:00:34.191259 2021-04-14 23:48:01,693 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.0704, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:05.554562, arrival_time=2021-04-14 23:48:07.248431, cost_time=0:00:36.318298 2021-04-14 23:48:03,833 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.42ms, fps=1197 images/s, loss=0.0702, top1-acc=97.63%, top5-acc=100.00%, remaining_time=0:00:03.418432, arrival_time=2021-04-14 23:48:07.251436, cost_time=0:00:38.457347 2021-04-14 23:48:05,959 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0707, top1-acc=97.61%, top5-acc=100.00%, remaining_time=0:00:01.281606, arrival_time=2021-04-14 23:48:07.241347, cost_time=0:00:40.584154 2021-04-14 23:48:07,112 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.22ms, fps=1181 images/s, loss=0.0712, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:07.112167, cost_time=0:00:41.736612 2021-04-14 23:48:08,131 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.70ms, fps=2516 images/s, loss=0.2893, top1-acc=91.02%, top5-acc=99.84%, remaining_time=0:00:03.052650, arrival_time=2021-04-14 23:48:11.184085, cost_time=0:00:01.017552 2021-04-14 23:48:08,982 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.90ms, fps=3008 images/s, loss=0.2943, top1-acc=91.52%, top5-acc=99.73%, remaining_time=0:00:01.868820, arrival_time=2021-04-14 23:48:10.851521, cost_time=0:00:01.868816 2021-04-14 23:48:09,835 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.45ms, fps=3004 images/s, loss=0.2978, top1-acc=91.28%, top5-acc=99.70%, remaining_time=0:00:00.907140, arrival_time=2021-04-14 23:48:10.742459, cost_time=0:00:02.721434 2021-04-14 23:48:10,617 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.09ms, fps=2969 images/s, loss=0.3021, top1-acc=91.14%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:10.617029, cost_time=0:00:03.503175 2021-04-14 23:48:11,261 INFO : Epoch=0141 complete, best val top1-acc=91.14%, top5-acc=99.75% (epoch=141), remaining_time=0:44:56.726983, arrival_time=2021-04-15 00:33:07.988918, cost_time=1:47:24.720390 2021-04-14 23:48:11,263 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 23:48:13,562 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.46ms, fps=1113 images/s, loss=0.0554, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:42.772374, arrival_time=2021-04-14 23:48:56.335201, cost_time=0:00:02.299587 2021-04-14 23:48:15,685 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.0544, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:38.914128, arrival_time=2021-04-14 23:48:54.599424, cost_time=0:00:04.422062 2021-04-14 23:48:17,813 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.70ms, fps=1203 images/s, loss=0.0556, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:36.243278, arrival_time=2021-04-14 23:48:54.056525, cost_time=0:00:06.550004 2021-04-14 23:48:19,935 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.59ms, fps=1206 images/s, loss=0.0555, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:33.821892, arrival_time=2021-04-14 23:48:53.757447, cost_time=0:00:08.672298 2021-04-14 23:48:22,071 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.45ms, fps=1199 images/s, loss=0.0570, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:31.559214, arrival_time=2021-04-14 23:48:53.630469, cost_time=0:00:10.807947 2021-04-14 23:48:24,191 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.47ms, fps=1208 images/s, loss=0.0580, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:29.304600, arrival_time=2021-04-14 23:48:53.496341, cost_time=0:00:12.928508 2021-04-14 23:48:26,314 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0587, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:27.092898, arrival_time=2021-04-14 23:48:53.407770, cost_time=0:00:15.051594 2021-04-14 23:48:28,438 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.0592, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:24.904272, arrival_time=2021-04-14 23:48:53.342867, cost_time=0:00:17.175358 2021-04-14 23:48:30,558 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.0589, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:22.725552, arrival_time=2021-04-14 23:48:53.284041, cost_time=0:00:19.295245 2021-04-14 23:48:32,692 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.82ms, fps=1200 images/s, loss=0.0586, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:20.571744, arrival_time=2021-04-14 23:48:53.263827, cost_time=0:00:21.428852 2021-04-14 23:48:34,813 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.30ms, fps=1207 images/s, loss=0.0592, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:18.411740, arrival_time=2021-04-14 23:48:53.224838, cost_time=0:00:23.549868 2021-04-14 23:48:36,934 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.0593, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:16.258300, arrival_time=2021-04-14 23:48:53.192594, cost_time=0:00:25.671053 2021-04-14 23:48:39,055 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.0599, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:14.109942, arrival_time=2021-04-14 23:48:53.165543, cost_time=0:00:27.792335 2021-04-14 23:48:41,183 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=2.10ms, fps=1203 images/s, loss=0.0610, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:11.968096, arrival_time=2021-04-14 23:48:53.151576, cost_time=0:00:29.920243 2021-04-14 23:48:43,314 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0615, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:09.828958, arrival_time=2021-04-14 23:48:53.143165, cost_time=0:00:32.050970 2021-04-14 23:48:45,448 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.38ms, fps=1199 images/s, loss=0.0615, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:07.691760, arrival_time=2021-04-14 23:48:53.140572, cost_time=0:00:34.185567 2021-04-14 23:48:47,570 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.45ms, fps=1207 images/s, loss=0.0613, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:05.552924, arrival_time=2021-04-14 23:48:53.123790, cost_time=0:00:36.307538 2021-04-14 23:48:49,712 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.53ms, fps=1196 images/s, loss=0.0619, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:03.417696, arrival_time=2021-04-14 23:48:53.130070, cost_time=0:00:38.449135 2021-04-14 23:48:51,839 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.85ms, fps=1204 images/s, loss=0.0624, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:01.281348, arrival_time=2021-04-14 23:48:53.120797, cost_time=0:00:40.576078 2021-04-14 23:48:52,994 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.48ms, fps=1179 images/s, loss=0.0629, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:52.994026, cost_time=0:00:41.730789 2021-04-14 23:48:53,971 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.24ms, fps=2624 images/s, loss=0.3065, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:02.926530, arrival_time=2021-04-14 23:48:56.898096, cost_time=0:00:00.975508 2021-04-14 23:48:54,825 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.31ms, fps=3001 images/s, loss=0.3120, top1-acc=91.25%, top5-acc=99.71%, remaining_time=0:00:01.829180, arrival_time=2021-04-14 23:48:56.654340, cost_time=0:00:01.829184 2021-04-14 23:48:55,677 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.69ms, fps=3004 images/s, loss=0.3136, top1-acc=91.21%, top5-acc=99.74%, remaining_time=0:00:00.893870, arrival_time=2021-04-14 23:48:56.571534, cost_time=0:00:02.681623 2021-04-14 23:48:56,458 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=2972 images/s, loss=0.3394, top1-acc=91.20%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:56.458660, cost_time=0:00:03.462701 2021-04-14 23:48:57,049 INFO : Epoch=0142 complete, best val top1-acc=91.20%, top5-acc=99.73% (epoch=142), remaining_time=0:44:11.052690, arrival_time=2021-04-15 00:33:08.102470, cost_time=1:48:10.508244 2021-04-14 23:48:57,051 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 23:48:59,353 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.95ms, fps=1112 images/s, loss=0.0639, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:42.820176, arrival_time=2021-04-14 23:49:42.173599, cost_time=0:00:02.302158 2021-04-14 23:49:01,477 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.58ms, fps=1206 images/s, loss=0.0666, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:38.951792, arrival_time=2021-04-14 23:49:40.429338, cost_time=0:00:04.426344 2021-04-14 23:49:03,602 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.0684, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:36.252076, arrival_time=2021-04-14 23:49:39.854926, cost_time=0:00:06.551585 2021-04-14 23:49:05,729 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.0689, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:33.844980, arrival_time=2021-04-14 23:49:39.574342, cost_time=0:00:08.678182 2021-04-14 23:49:07,860 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.0680, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:31.563594, arrival_time=2021-04-14 23:49:39.424276, cost_time=0:00:10.809472 2021-04-14 23:49:09,991 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0647, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:29.330168, arrival_time=2021-04-14 23:49:39.321195, cost_time=0:00:12.939774 2021-04-14 23:49:12,125 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0643, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:27.133848, arrival_time=2021-04-14 23:49:39.259587, cost_time=0:00:15.074333 2021-04-14 23:49:14,261 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.90ms, fps=1199 images/s, loss=0.0630, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:24.954500, arrival_time=2021-04-14 23:49:39.215848, cost_time=0:00:17.209981 2021-04-14 23:49:16,395 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.66ms, fps=1200 images/s, loss=0.0641, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:22.783534, arrival_time=2021-04-14 23:49:39.179321, cost_time=0:00:19.344517 2021-04-14 23:49:18,512 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.62ms, fps=1210 images/s, loss=0.0635, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:20.603040, arrival_time=2021-04-14 23:49:39.115691, cost_time=0:00:21.461467 2021-04-14 23:49:20,635 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0640, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:18.438228, arrival_time=2021-04-14 23:49:39.073317, cost_time=0:00:23.583796 2021-04-14 23:49:22,757 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.46ms, fps=1207 images/s, loss=0.0634, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:16.280492, arrival_time=2021-04-14 23:49:39.037706, cost_time=0:00:25.706047 2021-04-14 23:49:24,885 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0633, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:14.131062, arrival_time=2021-04-14 23:49:39.016206, cost_time=0:00:27.833969 2021-04-14 23:49:27,005 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0633, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:11.981648, arrival_time=2021-04-14 23:49:38.987048, cost_time=0:00:29.954058 2021-04-14 23:49:29,129 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.75ms, fps=1206 images/s, loss=0.0636, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:09.837284, arrival_time=2021-04-14 23:49:38.966627, cost_time=0:00:32.078153 2021-04-14 23:49:31,259 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0638, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:07.696944, arrival_time=2021-04-14 23:49:38.956706, cost_time=0:00:34.208591 2021-04-14 23:49:33,390 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0639, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:05.557734, arrival_time=2021-04-14 23:49:38.947897, cost_time=0:00:36.338994 2021-04-14 23:49:35,517 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.0647, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:03.419232, arrival_time=2021-04-14 23:49:38.936678, cost_time=0:00:38.466273 2021-04-14 23:49:37,640 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.26ms, fps=1206 images/s, loss=0.0645, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:01.281762, arrival_time=2021-04-14 23:49:38.922115, cost_time=0:00:40.589184 2021-04-14 23:49:38,791 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.23ms, fps=1182 images/s, loss=0.0656, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:38.791171, cost_time=0:00:41.739998 2021-04-14 23:49:39,780 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.24ms, fps=2594 images/s, loss=0.3514, top1-acc=90.08%, top5-acc=99.61%, remaining_time=0:00:02.960880, arrival_time=2021-04-14 23:49:42.741143, cost_time=0:00:00.986960 2021-04-14 23:49:40,631 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.27ms, fps=3009 images/s, loss=0.3515, top1-acc=89.82%, top5-acc=99.69%, remaining_time=0:00:01.838120, arrival_time=2021-04-14 23:49:42.469486, cost_time=0:00:01.838122 2021-04-14 23:49:41,484 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.38ms, fps=3002 images/s, loss=0.3427, top1-acc=90.04%, top5-acc=99.71%, remaining_time=0:00:00.897040, arrival_time=2021-04-14 23:49:42.381431, cost_time=0:00:02.691135 2021-04-14 23:49:42,263 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=0.3405, top1-acc=90.18%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:42.263098, cost_time=0:00:03.469881 2021-04-14 23:49:42,588 INFO : Epoch=0143 complete, best val top1-acc=91.20%, top5-acc=99.73% (epoch=142), remaining_time=0:43:25.277511, arrival_time=2021-04-15 00:33:07.866198, cost_time=1:48:56.047159 2021-04-14 23:49:42,589 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 23:49:44,897 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.52ms, fps=1109 images/s, loss=0.0711, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:42.916524, arrival_time=2021-04-14 23:50:27.814017, cost_time=0:00:02.307339 2021-04-14 23:49:47,025 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0711, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:39.029056, arrival_time=2021-04-14 23:50:26.054414, cost_time=0:00:04.435128 2021-04-14 23:49:49,147 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.65ms, fps=1207 images/s, loss=0.0706, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:36.284114, arrival_time=2021-04-14 23:50:25.431622, cost_time=0:00:06.557371 2021-04-14 23:49:51,286 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.59ms, fps=1197 images/s, loss=0.0702, top1-acc=97.69%, top5-acc=100.00%, remaining_time=0:00:33.917208, arrival_time=2021-04-14 23:50:25.204031, cost_time=0:00:08.696737 2021-04-14 23:49:53,416 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.68ms, fps=1202 images/s, loss=0.0668, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:31.612650, arrival_time=2021-04-14 23:50:25.028965, cost_time=0:00:10.826247 2021-04-14 23:49:55,540 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.59ms, fps=1206 images/s, loss=0.0656, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:29.353288, arrival_time=2021-04-14 23:50:24.893502, cost_time=0:00:12.950005 2021-04-14 23:49:57,657 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=2.03ms, fps=1210 images/s, loss=0.0656, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:27.120492, arrival_time=2021-04-14 23:50:24.777549, cost_time=0:00:15.066966 2021-04-14 23:49:59,781 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.70ms, fps=1205 images/s, loss=0.0653, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:24.927356, arrival_time=2021-04-14 23:50:24.708720, cost_time=0:00:17.191287 2021-04-14 23:50:01,903 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.0646, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:22.747176, arrival_time=2021-04-14 23:50:24.650904, cost_time=0:00:19.313656 2021-04-14 23:50:04,025 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.0641, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:20.577984, arrival_time=2021-04-14 23:50:24.603479, cost_time=0:00:21.435433 2021-04-14 23:50:06,147 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0642, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:18.417846, arrival_time=2021-04-14 23:50:24.565698, cost_time=0:00:23.557735 2021-04-14 23:50:08,281 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.42ms, fps=1200 images/s, loss=0.0643, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:16.271220, arrival_time=2021-04-14 23:50:24.552642, cost_time=0:00:25.691351 2021-04-14 23:50:10,405 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.33ms, fps=1206 images/s, loss=0.0632, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:14.121492, arrival_time=2021-04-14 23:50:24.526733, cost_time=0:00:27.815021 2021-04-14 23:50:12,532 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.80ms, fps=1204 images/s, loss=0.0627, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:11.977000, arrival_time=2021-04-14 23:50:24.509731, cost_time=0:00:29.942550 2021-04-14 23:50:14,673 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.0628, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:09.838802, arrival_time=2021-04-14 23:50:24.511968, cost_time=0:00:32.083094 2021-04-14 23:50:16,798 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.30ms, fps=1205 images/s, loss=0.0621, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:07.696872, arrival_time=2021-04-14 23:50:24.495304, cost_time=0:00:34.208282 2021-04-14 23:50:18,923 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.0620, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:05.556824, arrival_time=2021-04-14 23:50:24.480024, cost_time=0:00:36.333126 2021-04-14 23:50:21,043 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.31ms, fps=1208 images/s, loss=0.0618, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:03.418096, arrival_time=2021-04-14 23:50:24.461730, cost_time=0:00:38.453581 2021-04-14 23:50:23,163 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.22ms, fps=1208 images/s, loss=0.0618, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:01.281270, arrival_time=2021-04-14 23:50:24.445018, cost_time=0:00:40.573622 2021-04-14 23:50:24,316 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.22ms, fps=1181 images/s, loss=0.0625, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:24.316173, cost_time=0:00:41.726093 2021-04-14 23:50:25,287 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=2.66ms, fps=2641 images/s, loss=0.3166, top1-acc=91.05%, top5-acc=99.69%, remaining_time=0:00:02.907780, arrival_time=2021-04-14 23:50:28.195034, cost_time=0:00:00.969256 2021-04-14 23:50:26,136 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.36ms, fps=3015 images/s, loss=0.3094, top1-acc=91.37%, top5-acc=99.61%, remaining_time=0:00:01.818620, arrival_time=2021-04-14 23:50:27.955237, cost_time=0:00:01.818626 2021-04-14 23:50:26,986 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.32ms, fps=3012 images/s, loss=0.3019, top1-acc=91.60%, top5-acc=99.61%, remaining_time=0:00:00.889630, arrival_time=2021-04-14 23:50:27.876494, cost_time=0:00:02.668888 2021-04-14 23:50:27,766 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.3070, top1-acc=91.45%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:27.766302, cost_time=0:00:03.448333 2021-04-14 23:50:28,444 INFO : Epoch=0144 complete, best val top1-acc=91.45%, top5-acc=99.63% (epoch=144), remaining_time=0:42:39.628904, arrival_time=2021-04-15 00:33:08.073379, cost_time=1:49:41.902920 2021-04-14 23:50:28,445 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 23:50:30,745 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.58ms, fps=1113 images/s, loss=0.0536, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:42.771444, arrival_time=2021-04-14 23:51:13.516863, cost_time=0:00:02.299538 2021-04-14 23:50:32,864 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.52ms, fps=1209 images/s, loss=0.0576, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:38.880336, arrival_time=2021-04-14 23:51:11.744439, cost_time=0:00:04.418213 2021-04-14 23:50:34,985 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.0551, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:36.187668, arrival_time=2021-04-14 23:51:11.173549, cost_time=0:00:06.539947 2021-04-14 23:50:37,122 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.0585, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:33.838896, arrival_time=2021-04-14 23:51:10.961337, cost_time=0:00:08.676637 2021-04-14 23:50:39,246 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.0568, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:31.537314, arrival_time=2021-04-14 23:51:10.783547, cost_time=0:00:10.800439 2021-04-14 23:50:41,380 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.43ms, fps=1200 images/s, loss=0.0561, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:29.317792, arrival_time=2021-04-14 23:51:10.698100, cost_time=0:00:12.934327 2021-04-14 23:50:43,510 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0562, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:27.116208, arrival_time=2021-04-14 23:51:10.626539, cost_time=0:00:15.064531 2021-04-14 23:50:45,633 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=2.05ms, fps=1206 images/s, loss=0.0550, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:24.921904, arrival_time=2021-04-14 23:51:10.555252, cost_time=0:00:17.187548 2021-04-14 23:50:47,767 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0553, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:22.756610, arrival_time=2021-04-14 23:51:10.524141, cost_time=0:00:19.321641 2021-04-14 23:50:49,898 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.67ms, fps=1202 images/s, loss=0.0560, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:20.594208, arrival_time=2021-04-14 23:51:10.492437, cost_time=0:00:21.452343 2021-04-14 23:50:52,024 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0550, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:18.434444, arrival_time=2021-04-14 23:51:10.459174, cost_time=0:00:23.578938 2021-04-14 23:50:54,157 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.75ms, fps=1200 images/s, loss=0.0545, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:16.284216, arrival_time=2021-04-14 23:51:10.442037, cost_time=0:00:25.711935 2021-04-14 23:50:56,282 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.0543, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:14.132448, arrival_time=2021-04-14 23:51:10.414936, cost_time=0:00:27.836696 2021-04-14 23:50:58,403 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.0540, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:11.982824, arrival_time=2021-04-14 23:51:10.385808, cost_time=0:00:29.957025 2021-04-14 23:51:00,521 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.53ms, fps=1209 images/s, loss=0.0543, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:09.836410, arrival_time=2021-04-14 23:51:10.357511, cost_time=0:00:32.075286 2021-04-14 23:51:02,642 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0541, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:07.694316, arrival_time=2021-04-14 23:51:10.337023, cost_time=0:00:34.196898 2021-04-14 23:51:04,771 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.0552, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:05.555732, arrival_time=2021-04-14 23:51:10.327536, cost_time=0:00:36.326017 2021-04-14 23:51:06,892 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.0553, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:03.417488, arrival_time=2021-04-14 23:51:10.309979, cost_time=0:00:38.446684 2021-04-14 23:51:09,017 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0555, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:01.281204, arrival_time=2021-04-14 23:51:10.298391, cost_time=0:00:40.571396 2021-04-14 23:51:10,170 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.41ms, fps=1180 images/s, loss=0.0565, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:10.170357, cost_time=0:00:41.724541 2021-04-14 23:51:11,173 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.04ms, fps=2558 images/s, loss=0.3329, top1-acc=90.39%, top5-acc=99.65%, remaining_time=0:00:03.002280, arrival_time=2021-04-14 23:51:14.175902, cost_time=0:00:01.000765 2021-04-14 23:51:12,035 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.47ms, fps=2971 images/s, loss=0.3119, top1-acc=90.94%, top5-acc=99.69%, remaining_time=0:00:01.862900, arrival_time=2021-04-14 23:51:13.898703, cost_time=0:00:01.862905 2021-04-14 23:51:12,889 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.32ms, fps=2999 images/s, loss=0.3187, top1-acc=90.95%, top5-acc=99.65%, remaining_time=0:00:00.905660, arrival_time=2021-04-14 23:51:13.795453, cost_time=0:00:02.716986 2021-04-14 23:51:13,672 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=2967 images/s, loss=0.3246, top1-acc=90.85%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:13.672119, cost_time=0:00:03.499242 2021-04-14 23:51:13,999 INFO : Epoch=0145 complete, best val top1-acc=91.45%, top5-acc=99.63% (epoch=144), remaining_time=0:41:53.863220, arrival_time=2021-04-15 00:33:07.862299, cost_time=1:50:27.457549 2021-04-14 23:51:14,000 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 23:51:16,321 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.35ms, fps=1103 images/s, loss=0.0490, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:43.162788, arrival_time=2021-04-14 23:51:59.483941, cost_time=0:00:02.320580 2021-04-14 23:51:18,447 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.0541, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:39.131312, arrival_time=2021-04-14 23:51:57.578641, cost_time=0:00:04.446746 2021-04-14 23:51:20,564 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.31ms, fps=1210 images/s, loss=0.0524, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:36.318144, arrival_time=2021-04-14 23:51:56.882155, cost_time=0:00:06.563527 2021-04-14 23:51:22,696 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.89ms, fps=1201 images/s, loss=0.0541, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:33.914400, arrival_time=2021-04-14 23:51:56.610986, cost_time=0:00:08.695993 2021-04-14 23:51:24,816 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0529, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:31.582720, arrival_time=2021-04-14 23:51:56.399241, cost_time=0:00:10.816023 2021-04-14 23:51:26,934 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.31ms, fps=1209 images/s, loss=0.0535, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:29.317112, arrival_time=2021-04-14 23:51:56.251632, cost_time=0:00:12.934026 2021-04-14 23:51:29,056 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.45ms, fps=1207 images/s, loss=0.0525, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:27.100332, arrival_time=2021-04-14 23:51:56.156712, cost_time=0:00:15.055775 2021-04-14 23:51:31,180 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.0528, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:24.910652, arrival_time=2021-04-14 23:51:56.090936, cost_time=0:00:17.179783 2021-04-14 23:51:33,309 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0526, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:22.741558, arrival_time=2021-04-14 23:51:56.050932, cost_time=0:00:19.308889 2021-04-14 23:51:35,435 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.08ms, fps=1205 images/s, loss=0.0531, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:20.577024, arrival_time=2021-04-14 23:51:56.011988, cost_time=0:00:21.434437 2021-04-14 23:51:37,570 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.85ms, fps=1199 images/s, loss=0.0529, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:18.427306, arrival_time=2021-04-14 23:51:55.997648, cost_time=0:00:23.569855 2021-04-14 23:51:39,690 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.54ms, fps=1208 images/s, loss=0.0526, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:16.270156, arrival_time=2021-04-14 23:51:55.960377, cost_time=0:00:25.689725 2021-04-14 23:51:41,814 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.61ms, fps=1206 images/s, loss=0.0520, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:14.120700, arrival_time=2021-04-14 23:51:55.934748, cost_time=0:00:27.813495 2021-04-14 23:51:43,935 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0521, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:11.973976, arrival_time=2021-04-14 23:51:55.909424, cost_time=0:00:29.934932 2021-04-14 23:51:46,066 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0524, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:09.833558, arrival_time=2021-04-14 23:51:55.899966, cost_time=0:00:32.065923 2021-04-14 23:51:48,187 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0526, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:07.692084, arrival_time=2021-04-14 23:51:55.879583, cost_time=0:00:34.186998 2021-04-14 23:51:50,304 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0527, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:05.552378, arrival_time=2021-04-14 23:51:55.856946, cost_time=0:00:36.304065 2021-04-14 23:51:52,425 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.54ms, fps=1207 images/s, loss=0.0524, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:03.415536, arrival_time=2021-04-14 23:51:55.840883, cost_time=0:00:38.424862 2021-04-14 23:51:54,548 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.0526, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:01.280466, arrival_time=2021-04-14 23:51:55.828975, cost_time=0:00:40.548014 2021-04-14 23:51:55,700 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.40ms, fps=1181 images/s, loss=0.0530, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:55.699965, cost_time=0:00:41.699485 2021-04-14 23:51:56,711 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.22ms, fps=2536 images/s, loss=0.3201, top1-acc=90.90%, top5-acc=99.88%, remaining_time=0:00:03.028020, arrival_time=2021-04-14 23:51:59.739120, cost_time=0:00:01.009340 2021-04-14 23:51:57,560 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.30ms, fps=3016 images/s, loss=0.3173, top1-acc=90.96%, top5-acc=99.75%, remaining_time=0:00:01.858420, arrival_time=2021-04-14 23:51:59.418605, cost_time=0:00:01.858426 2021-04-14 23:51:58,415 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.78ms, fps=2993 images/s, loss=0.3111, top1-acc=91.24%, top5-acc=99.73%, remaining_time=0:00:00.904700, arrival_time=2021-04-14 23:51:59.320573, cost_time=0:00:02.714114 2021-04-14 23:51:59,194 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.10ms, fps=2980 images/s, loss=0.3182, top1-acc=91.14%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:59.194652, cost_time=0:00:03.492919 2021-04-14 23:51:59,530 INFO : Epoch=0146 complete, best val top1-acc=91.45%, top5-acc=99.63% (epoch=144), remaining_time=0:41:08.091870, arrival_time=2021-04-15 00:33:07.622510, cost_time=1:51:12.989110 2021-04-14 23:51:59,531 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 23:52:01,835 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.37ms, fps=1111 images/s, loss=0.0626, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:42.844170, arrival_time=2021-04-14 23:52:44.679714, cost_time=0:00:02.303446 2021-04-14 23:52:03,958 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.0520, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:38.951616, arrival_time=2021-04-14 23:52:42.909896, cost_time=0:00:04.426323 2021-04-14 23:52:06,091 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.0543, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:36.296232, arrival_time=2021-04-14 23:52:42.387808, cost_time=0:00:06.559557 2021-04-14 23:52:08,228 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.67ms, fps=1198 images/s, loss=0.0528, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:33.916584, arrival_time=2021-04-14 23:52:42.145184, cost_time=0:00:08.696575 2021-04-14 23:52:10,357 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.0520, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:31.609584, arrival_time=2021-04-14 23:52:41.966794, cost_time=0:00:10.825199 2021-04-14 23:52:12,485 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.0505, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:29.360360, arrival_time=2021-04-14 23:52:41.845514, cost_time=0:00:12.953078 2021-04-14 23:52:14,609 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.0487, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:27.139392, arrival_time=2021-04-14 23:52:41.748792, cost_time=0:00:15.077439 2021-04-14 23:52:16,740 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.0488, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:24.951600, arrival_time=2021-04-14 23:52:41.691603, cost_time=0:00:17.207983 2021-04-14 23:52:18,866 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.70ms, fps=1204 images/s, loss=0.0485, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:22.771768, arrival_time=2021-04-14 23:52:41.638231, cost_time=0:00:19.334525 2021-04-14 23:52:20,990 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0482, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:20.600544, arrival_time=2021-04-14 23:52:41.591333, cost_time=0:00:21.458857 2021-04-14 23:52:23,133 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.77ms, fps=1195 images/s, loss=0.0476, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:18.451558, arrival_time=2021-04-14 23:52:41.584463, cost_time=0:00:23.600838 2021-04-14 23:52:25,262 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0487, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:16.296148, arrival_time=2021-04-14 23:52:41.558974, cost_time=0:00:25.730765 2021-04-14 23:52:27,396 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0487, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:14.146770, arrival_time=2021-04-14 23:52:41.543606, cost_time=0:00:27.864909 2021-04-14 23:52:29,521 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.83ms, fps=1205 images/s, loss=0.0486, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:11.995536, arrival_time=2021-04-14 23:52:41.516462, cost_time=0:00:29.988907 2021-04-14 23:52:31,649 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0483, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:09.849244, arrival_time=2021-04-14 23:52:41.498270, cost_time=0:00:32.117100 2021-04-14 23:52:33,773 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.0482, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:07.704288, arrival_time=2021-04-14 23:52:41.477462, cost_time=0:00:34.241200 2021-04-14 23:52:35,906 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.53ms, fps=1200 images/s, loss=0.0480, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:05.563168, arrival_time=2021-04-14 23:52:41.469743, cost_time=0:00:36.374550 2021-04-14 23:52:38,037 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.91ms, fps=1201 images/s, loss=0.0479, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:03.422752, arrival_time=2021-04-14 23:52:41.460618, cost_time=0:00:38.505926 2021-04-14 23:52:40,172 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.41ms, fps=1199 images/s, loss=0.0481, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:01.283400, arrival_time=2021-04-14 23:52:41.456260, cost_time=0:00:40.640936 2021-04-14 23:52:41,323 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.40ms, fps=1182 images/s, loss=0.0483, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:41.323925, cost_time=0:00:41.791959 2021-04-14 23:52:42,309 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.43ms, fps=2605 images/s, loss=0.3037, top1-acc=91.17%, top5-acc=99.73%, remaining_time=0:00:02.948520, arrival_time=2021-04-14 23:52:45.258283, cost_time=0:00:00.982839 2021-04-14 23:52:43,159 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.36ms, fps=3012 images/s, loss=0.3205, top1-acc=90.86%, top5-acc=99.71%, remaining_time=0:00:01.833000, arrival_time=2021-04-14 23:52:44.992916, cost_time=0:00:01.833004 2021-04-14 23:52:44,012 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.42ms, fps=3005 images/s, loss=0.3220, top1-acc=90.85%, top5-acc=99.78%, remaining_time=0:00:00.895060, arrival_time=2021-04-14 23:52:44.907210, cost_time=0:00:02.685183 2021-04-14 23:52:44,795 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=0.3144, top1-acc=90.99%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:44.795264, cost_time=0:00:03.468267 2021-04-14 23:52:45,148 INFO : Epoch=0147 complete, best val top1-acc=91.45%, top5-acc=99.63% (epoch=144), remaining_time=0:40:22.354771, arrival_time=2021-04-15 00:33:07.503015, cost_time=1:51:58.606699 2021-04-14 23:52:45,149 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 23:52:47,478 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.42ms, fps=1099 images/s, loss=0.0433, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:43.306752, arrival_time=2021-04-14 23:53:30.784979, cost_time=0:00:02.328319 2021-04-14 23:52:49,605 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.65ms, fps=1203 images/s, loss=0.0420, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:39.213680, arrival_time=2021-04-14 23:53:28.819580, cost_time=0:00:04.456098 2021-04-14 23:52:51,735 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.75ms, fps=1202 images/s, loss=0.0432, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:36.439324, arrival_time=2021-04-14 23:53:28.174699, cost_time=0:00:06.585430 2021-04-14 23:52:53,855 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.0437, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:33.950592, arrival_time=2021-04-14 23:53:27.805662, cost_time=0:00:08.705278 2021-04-14 23:52:55,982 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.33ms, fps=1203 images/s, loss=0.0427, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:31.632068, arrival_time=2021-04-14 23:53:27.614794, cost_time=0:00:10.832924 2021-04-14 23:52:58,104 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.72ms, fps=1207 images/s, loss=0.0428, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:29.363896, arrival_time=2021-04-14 23:53:27.468421, cost_time=0:00:12.954636 2021-04-14 23:53:00,225 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.77ms, fps=1207 images/s, loss=0.0427, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:27.135864, arrival_time=2021-04-14 23:53:27.361171, cost_time=0:00:15.075452 2021-04-14 23:53:02,355 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0423, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:24.947656, arrival_time=2021-04-14 23:53:27.302785, cost_time=0:00:17.205297 2021-04-14 23:53:04,484 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0424, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:22.771344, arrival_time=2021-04-14 23:53:27.255330, cost_time=0:00:19.334187 2021-04-14 23:53:06,613 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.34ms, fps=1202 images/s, loss=0.0424, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:20.605056, arrival_time=2021-04-14 23:53:27.218530, cost_time=0:00:21.463649 2021-04-14 23:53:08,733 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.43ms, fps=1208 images/s, loss=0.0423, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:18.438400, arrival_time=2021-04-14 23:53:27.172153, cost_time=0:00:23.583953 2021-04-14 23:53:10,853 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.61ms, fps=1208 images/s, loss=0.0433, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:16.279200, arrival_time=2021-04-14 23:53:27.133038, cost_time=0:00:25.703966 2021-04-14 23:53:12,983 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0436, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:14.130666, arrival_time=2021-04-14 23:53:27.113627, cost_time=0:00:27.833140 2021-04-14 23:53:15,113 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0439, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:11.985400, arrival_time=2021-04-14 23:53:27.098642, cost_time=0:00:29.963445 2021-04-14 23:53:17,237 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.0447, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:09.840274, arrival_time=2021-04-14 23:53:27.077990, cost_time=0:00:32.087901 2021-04-14 23:53:19,364 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.70ms, fps=1204 images/s, loss=0.0447, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:07.698168, arrival_time=2021-04-14 23:53:27.062172, cost_time=0:00:34.214149 2021-04-14 23:53:21,503 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.63ms, fps=1197 images/s, loss=0.0444, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:05.560048, arrival_time=2021-04-14 23:53:27.063961, cost_time=0:00:36.354110 2021-04-14 23:53:23,632 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0448, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:03.420640, arrival_time=2021-04-14 23:53:27.052630, cost_time=0:00:38.482194 2021-04-14 23:53:25,754 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.0447, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:01.282260, arrival_time=2021-04-14 23:53:27.037034, cost_time=0:00:40.604976 2021-04-14 23:53:26,902 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.41ms, fps=1186 images/s, loss=0.0447, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:26.902310, cost_time=0:00:41.752501 2021-04-14 23:53:27,874 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=2.26ms, fps=2643 images/s, loss=0.2974, top1-acc=91.87%, top5-acc=99.65%, remaining_time=0:00:02.906070, arrival_time=2021-04-14 23:53:30.780200, cost_time=0:00:00.968693 2021-04-14 23:53:28,725 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.57ms, fps=3010 images/s, loss=0.2907, top1-acc=92.05%, top5-acc=99.57%, remaining_time=0:00:01.819540, arrival_time=2021-04-14 23:53:30.544498, cost_time=0:00:01.819544 2021-04-14 23:53:29,574 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.28ms, fps=3014 images/s, loss=0.2925, top1-acc=91.91%, top5-acc=99.60%, remaining_time=0:00:00.889740, arrival_time=2021-04-14 23:53:30.464354, cost_time=0:00:02.669205 2021-04-14 23:53:30,356 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.13ms, fps=2968 images/s, loss=0.2929, top1-acc=91.64%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:30.356678, cost_time=0:00:03.451254 2021-04-14 23:53:30,989 INFO : Epoch=0148 complete, best val top1-acc=91.64%, top5-acc=99.65% (epoch=148), remaining_time=0:39:36.697856, arrival_time=2021-04-15 00:33:07.687103, cost_time=1:52:44.447699 2021-04-14 23:53:30,990 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 23:53:33,297 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.38ms, fps=1110 images/s, loss=0.0351, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:42.895878, arrival_time=2021-04-14 23:54:16.192832, cost_time=0:00:02.306233 2021-04-14 23:53:35,424 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0372, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:39.016912, arrival_time=2021-04-14 23:54:14.441217, cost_time=0:00:04.433733 2021-04-14 23:53:37,549 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.54ms, fps=1205 images/s, loss=0.0377, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:36.288762, arrival_time=2021-04-14 23:54:13.837680, cost_time=0:00:06.558217 2021-04-14 23:53:39,679 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.61ms, fps=1202 images/s, loss=0.0415, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:33.887100, arrival_time=2021-04-14 23:54:13.566657, cost_time=0:00:08.688999 2021-04-14 23:53:41,798 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0413, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:31.558338, arrival_time=2021-04-14 23:54:13.356613, cost_time=0:00:10.807674 2021-04-14 23:53:43,941 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.88ms, fps=1195 images/s, loss=0.0408, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:29.354512, arrival_time=2021-04-14 23:54:13.295622, cost_time=0:00:12.950493 2021-04-14 23:53:46,062 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0403, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:27.129690, arrival_time=2021-04-14 23:54:13.192286, cost_time=0:00:15.072020 2021-04-14 23:53:48,183 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.71ms, fps=1207 images/s, loss=0.0401, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:24.929560, arrival_time=2021-04-14 23:54:13.112999, cost_time=0:00:17.192829 2021-04-14 23:53:50,312 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0401, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:22.756292, arrival_time=2021-04-14 23:54:13.068253, cost_time=0:00:19.321412 2021-04-14 23:53:52,433 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.0400, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:20.584896, arrival_time=2021-04-14 23:54:13.018084, cost_time=0:00:21.442640 2021-04-14 23:53:54,553 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0405, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:18.421888, arrival_time=2021-04-14 23:54:12.975257, cost_time=0:00:23.562834 2021-04-14 23:53:56,673 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.0408, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:16.265672, arrival_time=2021-04-14 23:54:12.938808, cost_time=0:00:25.682586 2021-04-14 23:53:58,799 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0406, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:14.118390, arrival_time=2021-04-14 23:54:12.918134, cost_time=0:00:27.809009 2021-04-14 23:54:00,926 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.60ms, fps=1204 images/s, loss=0.0405, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:11.974480, arrival_time=2021-04-14 23:54:12.901179, cost_time=0:00:29.936144 2021-04-14 23:54:03,049 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.0413, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:09.831258, arrival_time=2021-04-14 23:54:12.880281, cost_time=0:00:32.058460 2021-04-14 23:54:05,169 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.0415, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:07.690320, arrival_time=2021-04-14 23:54:12.860035, cost_time=0:00:34.179163 2021-04-14 23:54:07,291 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.45ms, fps=1207 images/s, loss=0.0414, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:05.551936, arrival_time=2021-04-14 23:54:12.843613, cost_time=0:00:36.301123 2021-04-14 23:54:09,422 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.0414, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:03.416208, arrival_time=2021-04-14 23:54:12.839097, cost_time=0:00:38.432340 2021-04-14 23:54:11,551 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.29ms, fps=1203 images/s, loss=0.0419, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:01.280886, arrival_time=2021-04-14 23:54:12.832815, cost_time=0:00:40.561383 2021-04-14 23:54:12,704 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.34ms, fps=1180 images/s, loss=0.0420, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:12.704354, cost_time=0:00:41.713805 2021-04-14 23:54:13,711 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.21ms, fps=2546 images/s, loss=0.3205, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:03.016950, arrival_time=2021-04-14 23:54:16.728888, cost_time=0:00:01.005653 2021-04-14 23:54:14,564 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.40ms, fps=3004 images/s, loss=0.3208, top1-acc=90.72%, top5-acc=99.79%, remaining_time=0:00:01.858240, arrival_time=2021-04-14 23:54:16.422777, cost_time=0:00:01.858242 2021-04-14 23:54:15,417 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.47ms, fps=3001 images/s, loss=0.3126, top1-acc=90.95%, top5-acc=99.73%, remaining_time=0:00:00.903840, arrival_time=2021-04-14 23:54:16.321658, cost_time=0:00:02.711528 2021-04-14 23:54:16,198 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.3166, top1-acc=90.84%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:16.198336, cost_time=0:00:03.492073 2021-04-14 23:54:16,575 INFO : Epoch=0149 complete, best val top1-acc=91.64%, top5-acc=99.65% (epoch=148), remaining_time=0:38:50.951277, arrival_time=2021-04-15 00:33:07.526977, cost_time=1:53:30.034165 2021-04-14 23:54:16,576 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 23:54:18,871 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.38ms, fps=1116 images/s, loss=0.0399, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:42.679374, arrival_time=2021-04-14 23:55:01.550968, cost_time=0:00:02.294587 2021-04-14 23:54:20,996 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0378, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:38.890544, arrival_time=2021-04-14 23:54:59.886934, cost_time=0:00:04.419380 2021-04-14 23:54:23,128 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.79ms, fps=1201 images/s, loss=0.0382, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:36.253072, arrival_time=2021-04-14 23:54:59.381854, cost_time=0:00:06.551766 2021-04-14 23:54:25,246 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.35ms, fps=1209 images/s, loss=0.0384, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:33.811440, arrival_time=2021-04-14 23:54:59.058039, cost_time=0:00:08.669588 2021-04-14 23:54:27,364 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.58ms, fps=1209 images/s, loss=0.0389, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:31.500814, arrival_time=2021-04-14 23:54:58.865768, cost_time=0:00:10.787943 2021-04-14 23:54:29,487 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0391, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:29.262440, arrival_time=2021-04-14 23:54:58.749423, cost_time=0:00:12.909899 2021-04-14 23:54:31,605 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.0393, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:27.051822, arrival_time=2021-04-14 23:54:58.657615, cost_time=0:00:15.028785 2021-04-14 23:54:33,726 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0402, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:24.865992, arrival_time=2021-04-14 23:54:58.591987, cost_time=0:00:17.148971 2021-04-14 23:54:35,843 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.33ms, fps=1209 images/s, loss=0.0406, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:22.692056, arrival_time=2021-04-14 23:54:58.535912, cost_time=0:00:19.266850 2021-04-14 23:54:37,976 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=2.11ms, fps=1201 images/s, loss=0.0408, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:20.542944, arrival_time=2021-04-14 23:54:58.518904, cost_time=0:00:21.398897 2021-04-14 23:54:40,108 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0413, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:18.397550, arrival_time=2021-04-14 23:54:58.506302, cost_time=0:00:23.531736 2021-04-14 23:54:42,240 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.85ms, fps=1201 images/s, loss=0.0424, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:16.253360, arrival_time=2021-04-14 23:54:58.493526, cost_time=0:00:25.663157 2021-04-14 23:54:44,379 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.36ms, fps=1197 images/s, loss=0.0429, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:14.115024, arrival_time=2021-04-14 23:54:58.494311, cost_time=0:00:27.802284 2021-04-14 23:54:46,515 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.36ms, fps=1199 images/s, loss=0.0430, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:11.975320, arrival_time=2021-04-14 23:54:58.490649, cost_time=0:00:29.938319 2021-04-14 23:54:48,643 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0428, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:09.833650, arrival_time=2021-04-14 23:54:58.476966, cost_time=0:00:32.066306 2021-04-14 23:54:50,768 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0435, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:07.693164, arrival_time=2021-04-14 23:54:58.462090, cost_time=0:00:34.191882 2021-04-14 23:54:52,898 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0434, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:05.554978, arrival_time=2021-04-14 23:54:58.452981, cost_time=0:00:36.320992 2021-04-14 23:54:55,016 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=0.0437, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:03.416864, arrival_time=2021-04-14 23:54:58.433519, cost_time=0:00:38.439645 2021-04-14 23:54:57,141 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.0435, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:01.280982, arrival_time=2021-04-14 23:54:58.422461, cost_time=0:00:40.564416 2021-04-14 23:54:58,296 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.23ms, fps=1178 images/s, loss=0.0436, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:58.296105, cost_time=0:00:41.719105 2021-04-14 23:54:59,315 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.21ms, fps=2516 images/s, loss=0.3250, top1-acc=90.98%, top5-acc=99.69%, remaining_time=0:00:03.052050, arrival_time=2021-04-14 23:55:02.367352, cost_time=0:00:01.017352 2021-04-14 23:55:00,165 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.52ms, fps=3012 images/s, loss=0.3330, top1-acc=91.13%, top5-acc=99.71%, remaining_time=0:00:01.867660, arrival_time=2021-04-14 23:55:02.033260, cost_time=0:00:01.867658 2021-04-14 23:55:01,022 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.42ms, fps=2989 images/s, loss=0.3239, top1-acc=91.16%, top5-acc=99.77%, remaining_time=0:00:00.908150, arrival_time=2021-04-14 23:55:01.930539, cost_time=0:00:02.724444 2021-04-14 23:55:01,803 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.19ms, fps=2973 images/s, loss=0.3327, top1-acc=91.08%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:01.803041, cost_time=0:00:03.505117 2021-04-14 23:55:02,091 INFO : Epoch=0150 complete, best val top1-acc=91.64%, top5-acc=99.65% (epoch=148), remaining_time=0:38:05.183200, arrival_time=2021-04-15 00:33:07.274360, cost_time=1:54:15.549628 2021-04-14 23:55:02,092 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 23:55:04,388 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.58ms, fps=1115 images/s, loss=0.0455, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:42.714714, arrival_time=2021-04-14 23:55:47.103647, cost_time=0:00:02.296489 2021-04-14 23:55:06,514 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.59ms, fps=1204 images/s, loss=0.0481, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:38.915888, arrival_time=2021-04-14 23:55:45.430573, cost_time=0:00:04.422257 2021-04-14 23:55:08,648 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.44ms, fps=1200 images/s, loss=0.0430, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:36.276478, arrival_time=2021-04-14 23:55:44.924902, cost_time=0:00:06.555994 2021-04-14 23:55:10,776 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0421, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:33.866196, arrival_time=2021-04-14 23:55:44.642337, cost_time=0:00:08.683644 2021-04-14 23:55:12,909 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0403, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:31.584472, arrival_time=2021-04-14 23:55:44.493482, cost_time=0:00:10.816579 2021-04-14 23:55:15,034 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0391, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:29.336152, arrival_time=2021-04-14 23:55:44.371058, cost_time=0:00:12.942425 2021-04-14 23:55:17,158 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0376, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:27.119358, arrival_time=2021-04-14 23:55:44.278070, cost_time=0:00:15.066290 2021-04-14 23:55:19,284 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.0370, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:24.928516, arrival_time=2021-04-14 23:55:44.213006, cost_time=0:00:17.192059 2021-04-14 23:55:21,404 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.28ms, fps=1208 images/s, loss=0.0365, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:22.745374, arrival_time=2021-04-14 23:55:44.149959, cost_time=0:00:19.312154 2021-04-14 23:55:23,525 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.60ms, fps=1207 images/s, loss=0.0366, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:20.575872, arrival_time=2021-04-14 23:55:44.101520, cost_time=0:00:21.433217 2021-04-14 23:55:25,651 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0366, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:18.418706, arrival_time=2021-04-14 23:55:44.069892, cost_time=0:00:23.558761 2021-04-14 23:55:27,775 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.0369, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:16.266204, arrival_time=2021-04-14 23:55:44.042134, cost_time=0:00:25.683498 2021-04-14 23:55:29,903 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0369, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:14.119248, arrival_time=2021-04-14 23:55:44.022313, cost_time=0:00:27.810636 2021-04-14 23:55:32,056 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.81ms, fps=1189 images/s, loss=0.0374, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:11.985456, arrival_time=2021-04-14 23:55:44.041544, cost_time=0:00:29.963666 2021-04-14 23:55:34,181 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.97ms, fps=1205 images/s, loss=0.0380, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:09.840596, arrival_time=2021-04-14 23:55:44.021929, cost_time=0:00:32.088899 2021-04-14 23:55:36,311 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.92ms, fps=1202 images/s, loss=0.0379, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:07.699248, arrival_time=2021-04-14 23:55:44.010767, cost_time=0:00:34.218960 2021-04-14 23:55:38,441 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0376, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:05.559190, arrival_time=2021-04-14 23:55:44.000209, cost_time=0:00:36.348576 2021-04-14 23:55:40,559 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.61ms, fps=1209 images/s, loss=0.0376, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:03.419232, arrival_time=2021-04-14 23:55:43.978146, cost_time=0:00:38.466404 2021-04-14 23:55:42,693 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.0377, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:01.282140, arrival_time=2021-04-14 23:55:43.975763, cost_time=0:00:40.601183 2021-04-14 23:55:43,844 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.21ms, fps=1182 images/s, loss=0.0383, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:43.844134, cost_time=0:00:41.751710 2021-04-14 23:55:44,819 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.21ms, fps=2629 images/s, loss=0.3049, top1-acc=91.37%, top5-acc=99.77%, remaining_time=0:00:02.921160, arrival_time=2021-04-14 23:55:47.740835, cost_time=0:00:00.973725 2021-04-14 23:55:45,673 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.85ms, fps=3001 images/s, loss=0.2991, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:01.827220, arrival_time=2021-04-14 23:55:47.500447, cost_time=0:00:01.827219 2021-04-14 23:55:46,527 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.41ms, fps=2997 images/s, loss=0.3017, top1-acc=91.69%, top5-acc=99.82%, remaining_time=0:00:00.893920, arrival_time=2021-04-14 23:55:47.421712, cost_time=0:00:02.681763 2021-04-14 23:55:47,308 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.3063, top1-acc=91.84%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:47.308505, cost_time=0:00:03.462543 2021-04-14 23:55:47,971 INFO : Epoch=0151 complete, best val top1-acc=91.84%, top5-acc=99.81% (epoch=151), remaining_time=0:37:19.536817, arrival_time=2021-04-15 00:33:07.508174, cost_time=1:55:01.429812 2021-04-14 23:55:47,972 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 23:55:50,290 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.36ms, fps=1105 images/s, loss=0.0360, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:43.106616, arrival_time=2021-04-14 23:56:33.396961, cost_time=0:00:02.317565 2021-04-14 23:55:52,418 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0421, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:39.120400, arrival_time=2021-04-14 23:56:31.538837, cost_time=0:00:04.445492 2021-04-14 23:55:54,545 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0437, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:36.369604, arrival_time=2021-04-14 23:56:30.915202, cost_time=0:00:06.572817 2021-04-14 23:55:56,670 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.65ms, fps=1205 images/s, loss=0.0434, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:33.918300, arrival_time=2021-04-14 23:56:30.588218, cost_time=0:00:08.696999 2021-04-14 23:55:58,803 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.45ms, fps=1200 images/s, loss=0.0425, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:31.625790, arrival_time=2021-04-14 23:56:30.429317, cost_time=0:00:10.830749 2021-04-14 23:56:00,923 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.0425, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:29.354920, arrival_time=2021-04-14 23:56:30.278410, cost_time=0:00:12.950729 2021-04-14 23:56:03,059 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=3.45ms, fps=1199 images/s, loss=0.0428, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:27.155520, arrival_time=2021-04-14 23:56:30.214853, cost_time=0:00:15.086414 2021-04-14 23:56:05,179 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.58ms, fps=1208 images/s, loss=0.0422, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:24.949396, arrival_time=2021-04-14 23:56:30.128793, cost_time=0:00:17.206468 2021-04-14 23:56:07,301 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.0419, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:22.764454, arrival_time=2021-04-14 23:56:30.065586, cost_time=0:00:19.328345 2021-04-14 23:56:09,421 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.0424, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:20.590176, arrival_time=2021-04-14 23:56:30.011122, cost_time=0:00:21.448103 2021-04-14 23:56:11,539 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.62ms, fps=1209 images/s, loss=0.0427, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:18.424812, arrival_time=2021-04-14 23:56:29.964246, cost_time=0:00:23.566616 2021-04-14 23:56:13,650 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.31ms, fps=1213 images/s, loss=0.0431, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:16.262632, arrival_time=2021-04-14 23:56:29.913201, cost_time=0:00:25.677809 2021-04-14 23:56:15,773 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0424, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:14.114232, arrival_time=2021-04-14 23:56:29.887885, cost_time=0:00:27.800763 2021-04-14 23:56:17,906 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.82ms, fps=1201 images/s, loss=0.0424, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:11.973360, arrival_time=2021-04-14 23:56:29.879537, cost_time=0:00:29.933390 2021-04-14 23:56:20,041 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.35ms, fps=1199 images/s, loss=0.0423, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:09.834340, arrival_time=2021-04-14 23:56:29.875636, cost_time=0:00:32.068522 2021-04-14 23:56:22,163 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.0415, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:07.692840, arrival_time=2021-04-14 23:56:29.855942, cost_time=0:00:34.190348 2021-04-14 23:56:24,283 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0415, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:05.553340, arrival_time=2021-04-14 23:56:29.836331, cost_time=0:00:36.310228 2021-04-14 23:56:26,412 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0414, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:03.416880, arrival_time=2021-04-14 23:56:29.829532, cost_time=0:00:38.439890 2021-04-14 23:56:28,533 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.20ms, fps=1207 images/s, loss=0.0410, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:01.280874, arrival_time=2021-04-14 23:56:29.814684, cost_time=0:00:40.561053 2021-04-14 23:56:29,683 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.32ms, fps=1184 images/s, loss=0.0410, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:29.683182, cost_time=0:00:41.710345 2021-04-14 23:56:30,700 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.33ms, fps=2521 images/s, loss=0.3325, top1-acc=91.37%, top5-acc=99.69%, remaining_time=0:00:03.046710, arrival_time=2021-04-14 23:56:33.747469, cost_time=0:00:01.015566 2021-04-14 23:56:31,551 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.33ms, fps=3010 images/s, loss=0.3062, top1-acc=91.45%, top5-acc=99.73%, remaining_time=0:00:01.866580, arrival_time=2021-04-14 23:56:33.418327, cost_time=0:00:01.866585 2021-04-14 23:56:32,402 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.29ms, fps=3009 images/s, loss=0.3124, top1-acc=91.16%, top5-acc=99.75%, remaining_time=0:00:00.905930, arrival_time=2021-04-14 23:56:33.308874, cost_time=0:00:02.717781 2021-04-14 23:56:33,183 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.3096, top1-acc=91.09%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:33.183592, cost_time=0:00:03.498448 2021-04-14 23:56:33,551 INFO : Epoch=0152 complete, best val top1-acc=91.84%, top5-acc=99.81% (epoch=151), remaining_time=0:36:33.792624, arrival_time=2021-04-15 00:33:07.344188, cost_time=1:55:47.010029 2021-04-14 23:56:33,552 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 23:56:35,849 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.35ms, fps=1115 images/s, loss=0.0407, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:42.715830, arrival_time=2021-04-14 23:57:18.565358, cost_time=0:00:02.296551 2021-04-14 23:56:37,978 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=2.06ms, fps=1203 images/s, loss=0.0393, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:38.945984, arrival_time=2021-04-14 23:57:16.924653, cost_time=0:00:04.425686 2021-04-14 23:56:40,103 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.0365, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:36.243942, arrival_time=2021-04-14 23:57:16.347128, cost_time=0:00:06.550113 2021-04-14 23:56:42,227 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.0379, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:33.831408, arrival_time=2021-04-14 23:57:16.059017, cost_time=0:00:08.674700 2021-04-14 23:56:44,355 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.46ms, fps=1203 images/s, loss=0.0381, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:31.544322, arrival_time=2021-04-14 23:57:15.900056, cost_time=0:00:10.802840 2021-04-14 23:56:46,478 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=2.64ms, fps=1206 images/s, loss=0.0369, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:29.296984, arrival_time=2021-04-14 23:57:15.775051, cost_time=0:00:12.925115 2021-04-14 23:56:48,598 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.96ms, fps=1207 images/s, loss=0.0360, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:27.082314, arrival_time=2021-04-14 23:57:15.680951, cost_time=0:00:15.045722 2021-04-14 23:56:50,727 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.0358, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:24.902764, arrival_time=2021-04-14 23:57:15.629962, cost_time=0:00:17.174295 2021-04-14 23:56:52,860 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.46ms, fps=1200 images/s, loss=0.0356, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:22.740286, arrival_time=2021-04-14 23:57:15.600980, cost_time=0:00:19.307810 2021-04-14 23:56:54,992 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0350, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:20.581632, arrival_time=2021-04-14 23:57:15.573731, cost_time=0:00:21.439216 2021-04-14 23:56:57,117 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.67ms, fps=1205 images/s, loss=0.0345, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:18.423006, arrival_time=2021-04-14 23:57:15.540198, cost_time=0:00:23.564299 2021-04-14 23:56:59,245 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0349, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:16.271752, arrival_time=2021-04-14 23:57:15.516917, cost_time=0:00:25.692245 2021-04-14 23:57:01,374 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.88ms, fps=1203 images/s, loss=0.0350, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:14.124660, arrival_time=2021-04-14 23:57:15.499003, cost_time=0:00:27.821334 2021-04-14 23:57:03,497 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.0347, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:11.977672, arrival_time=2021-04-14 23:57:15.474833, cost_time=0:00:29.944243 2021-04-14 23:57:05,623 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.66ms, fps=1204 images/s, loss=0.0345, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:09.834938, arrival_time=2021-04-14 23:57:15.458319, cost_time=0:00:32.070476 2021-04-14 23:57:07,740 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.43ms, fps=1210 images/s, loss=0.0341, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:07.692156, arrival_time=2021-04-14 23:57:15.432446, cost_time=0:00:34.187400 2021-04-14 23:57:09,865 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.0341, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:05.553678, arrival_time=2021-04-14 23:57:15.419044, cost_time=0:00:36.312474 2021-04-14 23:57:11,987 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.0340, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:03.416416, arrival_time=2021-04-14 23:57:15.403975, cost_time=0:00:38.434666 2021-04-14 23:57:14,112 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.26ms, fps=1205 images/s, loss=0.0343, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:01.280814, arrival_time=2021-04-14 23:57:15.392888, cost_time=0:00:40.559180 2021-04-14 23:57:15,262 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.19ms, fps=1182 images/s, loss=0.0345, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:15.262706, cost_time=0:00:41.709815 2021-04-14 23:57:16,276 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.21ms, fps=2531 images/s, loss=0.2880, top1-acc=92.27%, top5-acc=99.57%, remaining_time=0:00:03.034380, arrival_time=2021-04-14 23:57:19.310500, cost_time=0:00:01.011463 2021-04-14 23:57:17,134 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.41ms, fps=2985 images/s, loss=0.2978, top1-acc=91.97%, top5-acc=99.65%, remaining_time=0:00:01.869640, arrival_time=2021-04-14 23:57:19.003897, cost_time=0:00:01.869638 2021-04-14 23:57:17,990 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=2.18ms, fps=2990 images/s, loss=0.2917, top1-acc=92.03%, top5-acc=99.69%, remaining_time=0:00:00.908690, arrival_time=2021-04-14 23:57:18.899356, cost_time=0:00:02.726063 2021-04-14 23:57:18,771 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.2871, top1-acc=92.06%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:18.771267, cost_time=0:00:03.506681 2021-04-14 23:57:19,329 INFO : Epoch=0153 complete, best val top1-acc=92.06%, top5-acc=99.70% (epoch=153), remaining_time=0:35:48.111312, arrival_time=2021-04-15 00:33:07.440695, cost_time=1:56:32.787836 2021-04-14 23:57:19,330 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 23:57:21,657 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.57ms, fps=1100 images/s, loss=0.0362, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:43.273644, arrival_time=2021-04-14 23:58:04.931047, cost_time=0:00:02.326544 2021-04-14 23:57:23,812 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.41ms, fps=1188 images/s, loss=0.0334, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:39.439488, arrival_time=2021-04-14 23:58:03.252083, cost_time=0:00:04.481757 2021-04-14 23:57:25,935 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0313, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:36.543572, arrival_time=2021-04-14 23:58:02.478521, cost_time=0:00:06.604253 2021-04-14 23:57:28,055 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0293, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:34.024380, arrival_time=2021-04-14 23:58:02.079403, cost_time=0:00:08.724202 2021-04-14 23:57:30,185 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0313, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:31.697038, arrival_time=2021-04-14 23:58:01.882871, cost_time=0:00:10.855163 2021-04-14 23:57:32,310 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.62ms, fps=1205 images/s, loss=0.0310, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:29.419792, arrival_time=2021-04-14 23:58:01.729949, cost_time=0:00:12.979340 2021-04-14 23:57:34,442 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=2.21ms, fps=1201 images/s, loss=0.0320, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:27.200250, arrival_time=2021-04-14 23:58:01.642294, cost_time=0:00:15.111265 2021-04-14 23:57:36,575 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.68ms, fps=1200 images/s, loss=0.0319, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:25.005076, arrival_time=2021-04-14 23:58:01.580733, cost_time=0:00:17.244901 2021-04-14 23:57:38,698 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.41ms, fps=1206 images/s, loss=0.0320, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:22.810670, arrival_time=2021-04-14 23:58:01.508860, cost_time=0:00:19.367509 2021-04-14 23:57:40,818 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.0320, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:20.628384, arrival_time=2021-04-14 23:58:01.447015, cost_time=0:00:21.487853 2021-04-14 23:57:42,937 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.0320, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:18.455858, arrival_time=2021-04-14 23:58:01.392821, cost_time=0:00:23.606296 2021-04-14 23:57:45,053 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.51ms, fps=1210 images/s, loss=0.0322, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:16.290980, arrival_time=2021-04-14 23:58:01.344260, cost_time=0:00:25.722612 2021-04-14 23:57:47,175 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.62ms, fps=1206 images/s, loss=0.0326, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:14.136606, arrival_time=2021-04-14 23:58:01.312176, cost_time=0:00:27.844815 2021-04-14 23:57:49,297 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.55ms, fps=1207 images/s, loss=0.0324, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:11.986632, arrival_time=2021-04-14 23:58:01.283893, cost_time=0:00:29.966593 2021-04-14 23:57:51,426 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.86ms, fps=1203 images/s, loss=0.0329, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:09.842620, arrival_time=2021-04-14 23:58:01.268825, cost_time=0:00:32.095537 2021-04-14 23:57:53,557 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.33ms, fps=1201 images/s, loss=0.0331, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:07.701012, arrival_time=2021-04-14 23:58:01.258440, cost_time=0:00:34.226758 2021-04-14 23:57:55,683 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.91ms, fps=1205 images/s, loss=0.0333, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:05.559788, arrival_time=2021-04-14 23:58:01.242867, cost_time=0:00:36.352414 2021-04-14 23:57:57,805 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.0334, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:03.419936, arrival_time=2021-04-14 23:58:01.224903, cost_time=0:00:38.474301 2021-04-14 23:57:59,947 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.24ms, fps=1195 images/s, loss=0.0332, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:01.282638, arrival_time=2021-04-14 23:58:01.230263, cost_time=0:00:40.616896 2021-04-14 23:58:01,097 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.26ms, fps=1183 images/s, loss=0.0337, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:01.097343, cost_time=0:00:41.766685 2021-04-14 23:58:02,128 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.22ms, fps=2486 images/s, loss=0.2706, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:03.088860, arrival_time=2021-04-14 23:58:05.217692, cost_time=0:00:01.029619 2021-04-14 23:58:02,978 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.34ms, fps=3014 images/s, loss=0.2831, top1-acc=92.30%, top5-acc=99.82%, remaining_time=0:00:01.879420, arrival_time=2021-04-14 23:58:04.858171, cost_time=0:00:01.879425 2021-04-14 23:58:03,831 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.34ms, fps=3003 images/s, loss=0.2880, top1-acc=92.24%, top5-acc=99.83%, remaining_time=0:00:00.910880, arrival_time=2021-04-14 23:58:04.742719, cost_time=0:00:02.732631 2021-04-14 23:58:04,611 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.2994, top1-acc=92.09%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:04.611544, cost_time=0:00:03.512390 2021-04-14 23:58:05,257 INFO : Epoch=0154 complete, best val top1-acc=92.09%, top5-acc=99.80% (epoch=154), remaining_time=0:35:02.473470, arrival_time=2021-04-15 00:33:07.730572, cost_time=1:57:18.715560 2021-04-14 23:58:05,258 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 23:58:07,565 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.51ms, fps=1110 images/s, loss=0.0341, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:42.907968, arrival_time=2021-04-14 23:58:50.473476, cost_time=0:00:02.306878 2021-04-14 23:58:09,693 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.38ms, fps=1203 images/s, loss=0.0342, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:39.030816, arrival_time=2021-04-14 23:58:48.724633, cost_time=0:00:04.435312 2021-04-14 23:58:11,821 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.30ms, fps=1204 images/s, loss=0.0308, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:36.312500, arrival_time=2021-04-14 23:58:48.133490, cost_time=0:00:06.562510 2021-04-14 23:58:13,954 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=2.00ms, fps=1200 images/s, loss=0.0292, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:33.912684, arrival_time=2021-04-14 23:58:47.866891, cost_time=0:00:08.695553 2021-04-14 23:58:16,081 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.69ms, fps=1204 images/s, loss=0.0278, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:31.602138, arrival_time=2021-04-14 23:58:47.683292, cost_time=0:00:10.822644 2021-04-14 23:58:18,210 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0290, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:29.358048, arrival_time=2021-04-14 23:58:47.568608, cost_time=0:00:12.952056 2021-04-14 23:58:20,342 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.59ms, fps=1201 images/s, loss=0.0290, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:27.150354, arrival_time=2021-04-14 23:58:47.492381, cost_time=0:00:15.083534 2021-04-14 23:58:22,470 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.56ms, fps=1203 images/s, loss=0.0290, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:24.957516, arrival_time=2021-04-14 23:58:47.428151, cost_time=0:00:17.212106 2021-04-14 23:58:24,601 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.82ms, fps=1202 images/s, loss=0.0297, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:22.781202, arrival_time=2021-04-14 23:58:47.382242, cost_time=0:00:19.342544 2021-04-14 23:58:26,728 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0296, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:20.611296, arrival_time=2021-04-14 23:58:47.339915, cost_time=0:00:21.470130 2021-04-14 23:58:28,853 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0294, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:18.447000, arrival_time=2021-04-14 23:58:47.300560, cost_time=0:00:23.595006 2021-04-14 23:58:30,978 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.50ms, fps=1205 images/s, loss=0.0295, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:16.289460, arrival_time=2021-04-14 23:58:47.268179, cost_time=0:00:25.720209 2021-04-14 23:58:33,103 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=2.03ms, fps=1205 images/s, loss=0.0302, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:14.136738, arrival_time=2021-04-14 23:58:47.240363, cost_time=0:00:27.845104 2021-04-14 23:58:35,224 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0304, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:11.986576, arrival_time=2021-04-14 23:58:47.211463, cost_time=0:00:29.966390 2021-04-14 23:58:37,386 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.53ms, fps=1184 images/s, loss=0.0302, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:09.852648, arrival_time=2021-04-14 23:58:47.239384, cost_time=0:00:32.128150 2021-04-14 23:58:39,513 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=2.03ms, fps=1204 images/s, loss=0.0302, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:07.707348, arrival_time=2021-04-14 23:58:47.220875, cost_time=0:00:34.254953 2021-04-14 23:58:41,642 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.72ms, fps=1203 images/s, loss=0.0308, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:05.564546, arrival_time=2021-04-14 23:58:47.206710, cost_time=0:00:36.383570 2021-04-14 23:58:43,765 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.48ms, fps=1206 images/s, loss=0.0308, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:03.422848, arrival_time=2021-04-14 23:58:47.188457, cost_time=0:00:38.507032 2021-04-14 23:58:45,883 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.22ms, fps=1209 images/s, loss=0.0309, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:01.282896, arrival_time=2021-04-14 23:58:47.166475, cost_time=0:00:40.625079 2021-04-14 23:58:47,036 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.46ms, fps=1180 images/s, loss=0.0305, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:47.036760, cost_time=0:00:41.778220 2021-04-14 23:58:48,037 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.43ms, fps=2563 images/s, loss=0.3079, top1-acc=91.02%, top5-acc=99.73%, remaining_time=0:00:02.995890, arrival_time=2021-04-14 23:58:51.033000, cost_time=0:00:00.998630 2021-04-14 23:58:48,890 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.39ms, fps=3000 images/s, loss=0.2698, top1-acc=92.29%, top5-acc=99.80%, remaining_time=0:00:01.852400, arrival_time=2021-04-14 23:58:50.743258, cost_time=0:00:01.852390 2021-04-14 23:58:49,743 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.59ms, fps=3004 images/s, loss=0.2745, top1-acc=92.02%, top5-acc=99.75%, remaining_time=0:00:00.901600, arrival_time=2021-04-14 23:58:50.644865, cost_time=0:00:02.704800 2021-04-14 23:58:50,524 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=0.2868, top1-acc=92.02%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:50.524454, cost_time=0:00:03.485972 2021-04-14 23:58:50,885 INFO : Epoch=0155 complete, best val top1-acc=92.09%, top5-acc=99.80% (epoch=154), remaining_time=0:34:16.745115, arrival_time=2021-04-15 00:33:07.630904, cost_time=1:58:04.344221 2021-04-14 23:58:50,888 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 23:58:53,247 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.88ms, fps=1085 images/s, loss=0.0261, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:43.881492, arrival_time=2021-04-14 23:59:37.128895, cost_time=0:00:02.359223 2021-04-14 23:58:55,380 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.92ms, fps=1200 images/s, loss=0.0242, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:39.534704, arrival_time=2021-04-14 23:59:34.915538, cost_time=0:00:04.492576 2021-04-14 23:58:57,498 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.58ms, fps=1209 images/s, loss=0.0220, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:36.576606, arrival_time=2021-04-14 23:59:34.075023, cost_time=0:00:06.610228 2021-04-14 23:58:59,615 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0240, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:34.038264, arrival_time=2021-04-14 23:59:33.654186, cost_time=0:00:08.727748 2021-04-14 23:59:01,735 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0235, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:31.674262, arrival_time=2021-04-14 23:59:33.409769, cost_time=0:00:10.847337 2021-04-14 23:59:03,858 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.88ms, fps=1206 images/s, loss=0.0248, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:29.399800, arrival_time=2021-04-14 23:59:33.258484, cost_time=0:00:12.970513 2021-04-14 23:59:05,980 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.0246, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:27.165600, arrival_time=2021-04-14 23:59:33.145784, cost_time=0:00:15.092014 2021-04-14 23:59:08,108 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.62ms, fps=1203 images/s, loss=0.0248, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:24.969580, arrival_time=2021-04-14 23:59:33.078264, cost_time=0:00:17.220436 2021-04-14 23:59:10,228 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.48ms, fps=1208 images/s, loss=0.0252, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:22.778128, arrival_time=2021-04-14 23:59:33.006209, cost_time=0:00:19.339889 2021-04-14 23:59:12,349 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.60ms, fps=1207 images/s, loss=0.0249, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:20.602944, arrival_time=2021-04-14 23:59:32.952569, cost_time=0:00:21.461445 2021-04-14 23:59:14,469 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.45ms, fps=1208 images/s, loss=0.0253, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:18.436680, arrival_time=2021-04-14 23:59:32.906603, cost_time=0:00:23.581749 2021-04-14 23:59:16,595 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.80ms, fps=1205 images/s, loss=0.0250, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:16.281100, arrival_time=2021-04-14 23:59:32.876286, cost_time=0:00:25.707024 2021-04-14 23:59:18,726 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.32ms, fps=1201 images/s, loss=0.0250, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:14.133240, arrival_time=2021-04-14 23:59:32.859652, cost_time=0:00:27.838239 2021-04-14 23:59:20,849 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.63ms, fps=1206 images/s, loss=0.0249, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:11.984672, arrival_time=2021-04-14 23:59:32.834491, cost_time=0:00:29.961649 2021-04-14 23:59:22,978 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.49ms, fps=1203 images/s, loss=0.0247, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:09.840964, arrival_time=2021-04-14 23:59:32.819176, cost_time=0:00:32.090041 2021-04-14 23:59:25,095 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0245, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:07.696692, arrival_time=2021-04-14 23:59:32.792444, cost_time=0:00:34.207586 2021-04-14 23:59:27,218 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0243, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:05.556356, arrival_time=2021-04-14 23:59:32.774579, cost_time=0:00:36.330055 2021-04-14 23:59:29,343 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.0242, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:03.418256, arrival_time=2021-04-14 23:59:32.761802, cost_time=0:00:38.455380 2021-04-14 23:59:31,478 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.28ms, fps=1199 images/s, loss=0.0244, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:01.281804, arrival_time=2021-04-14 23:59:32.760417, cost_time=0:00:40.590383 2021-04-14 23:59:32,630 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.63ms, fps=1181 images/s, loss=0.0244, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:32.630916, cost_time=0:00:41.742741 2021-04-14 23:59:33,668 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.23ms, fps=2473 images/s, loss=0.2816, top1-acc=92.42%, top5-acc=99.69%, remaining_time=0:00:03.104940, arrival_time=2021-04-14 23:59:36.772974, cost_time=0:00:01.034979 2021-04-14 23:59:34,523 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.51ms, fps=2995 images/s, loss=0.2806, top1-acc=92.71%, top5-acc=99.75%, remaining_time=0:00:01.890340, arrival_time=2021-04-14 23:59:36.413717, cost_time=0:00:01.890348 2021-04-14 23:59:35,376 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.47ms, fps=3004 images/s, loss=0.2855, top1-acc=92.59%, top5-acc=99.71%, remaining_time=0:00:00.914320, arrival_time=2021-04-14 23:59:36.290439, cost_time=0:00:02.742954 2021-04-14 23:59:36,160 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.08ms, fps=2959 images/s, loss=0.2865, top1-acc=92.54%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:36.160690, cost_time=0:00:03.527692 2021-04-14 23:59:36,784 INFO : Epoch=0156 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=156), remaining_time=0:33:31.094228, arrival_time=2021-04-15 00:33:07.878922, cost_time=1:58:50.243151 2021-04-14 23:59:36,785 INFO : Train start, epoch=0157, lr=0.011474 2021-04-14 23:59:39,065 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.80ms, fps=1123 images/s, loss=0.0192, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:42.385866, arrival_time=2021-04-15 00:00:21.450830, cost_time=0:00:02.278806 2021-04-14 23:59:41,192 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.0221, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:38.772624, arrival_time=2021-04-15 00:00:19.964680, cost_time=0:00:04.405985 2021-04-14 23:59:43,316 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.0227, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:36.132390, arrival_time=2021-04-15 00:00:19.448402, cost_time=0:00:06.529938 2021-04-14 23:59:45,434 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.33ms, fps=1209 images/s, loss=0.0237, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:33.727980, arrival_time=2021-04-15 00:00:19.162384, cost_time=0:00:08.648214 2021-04-14 23:59:47,557 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.0243, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:31.453656, arrival_time=2021-04-15 00:00:19.011555, cost_time=0:00:10.771805 2021-04-14 23:59:49,680 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.0239, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:29.227352, arrival_time=2021-04-15 00:00:18.907872, cost_time=0:00:12.894442 2021-04-14 23:59:51,805 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.0229, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:27.034812, arrival_time=2021-04-15 00:00:18.840189, cost_time=0:00:15.019305 2021-04-14 23:59:53,922 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.63ms, fps=1210 images/s, loss=0.0225, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:24.847084, arrival_time=2021-04-15 00:00:18.769079, cost_time=0:00:17.135932 2021-04-14 23:59:56,049 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=2.03ms, fps=1204 images/s, loss=0.0229, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:22.687498, arrival_time=2021-04-15 00:00:18.736498, cost_time=0:00:19.262928 2021-04-14 23:59:58,169 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0229, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:20.527872, arrival_time=2021-04-15 00:00:18.697175, cost_time=0:00:21.383161 2021-04-15 00:00:00,321 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=13.44ms, fps=1190 images/s, loss=0.0231, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:18.399958, arrival_time=2021-04-15 00:00:18.720946, cost_time=0:00:23.534858 2021-04-15 00:00:02,449 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.71ms, fps=1203 images/s, loss=0.0236, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:16.253512, arrival_time=2021-04-15 00:00:18.703065, cost_time=0:00:25.663478 2021-04-15 00:00:04,571 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0237, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:14.106576, arrival_time=2021-04-15 00:00:18.678382, cost_time=0:00:27.785645 2021-04-15 00:00:06,716 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.69ms, fps=1194 images/s, loss=0.0238, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:11.972128, arrival_time=2021-04-15 00:00:18.688654, cost_time=0:00:29.930266 2021-04-15 00:00:08,858 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.99ms, fps=1196 images/s, loss=0.0240, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:09.835536, arrival_time=2021-04-15 00:00:18.694179, cost_time=0:00:32.072386 2021-04-15 00:00:10,995 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.11ms, fps=1198 images/s, loss=0.0244, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:07.697124, arrival_time=2021-04-15 00:00:18.692663, cost_time=0:00:34.209380 2021-04-15 00:00:13,122 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.0247, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:05.557240, arrival_time=2021-04-15 00:00:18.679167, cost_time=0:00:36.335761 2021-04-15 00:00:15,242 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.87ms, fps=1207 images/s, loss=0.0250, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:03.418368, arrival_time=2021-04-15 00:00:18.661119, cost_time=0:00:38.456611 2021-04-15 00:00:17,369 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0249, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:01.281588, arrival_time=2021-04-15 00:00:18.651242, cost_time=0:00:40.583565 2021-04-15 00:00:18,522 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.38ms, fps=1180 images/s, loss=0.0251, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:18.522628, cost_time=0:00:41.736563 2021-04-15 00:00:19,489 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.34ms, fps=2652 images/s, loss=0.2830, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:02.896260, arrival_time=2021-04-15 00:00:22.386084, cost_time=0:00:00.965420 2021-04-15 00:00:20,340 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.60ms, fps=3011 images/s, loss=0.3035, top1-acc=91.72%, top5-acc=99.82%, remaining_time=0:00:01.815880, arrival_time=2021-04-15 00:00:22.156162, cost_time=0:00:01.815879 2021-04-15 00:00:21,189 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.32ms, fps=3016 images/s, loss=0.2868, top1-acc=92.15%, top5-acc=99.79%, remaining_time=0:00:00.888370, arrival_time=2021-04-15 00:00:22.077874, cost_time=0:00:02.665097 2021-04-15 00:00:21,970 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.2906, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:21.969949, cost_time=0:00:03.445500 2021-04-15 00:00:22,354 INFO : Epoch=0157 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=156), remaining_time=0:32:45.350174, arrival_time=2021-04-15 00:33:07.705094, cost_time=1:59:35.813391 2021-04-15 00:00:22,356 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 00:00:24,660 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.81ms, fps=1111 images/s, loss=0.0225, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:42.867234, arrival_time=2021-04-15 00:01:07.528181, cost_time=0:00:02.304686 2021-04-15 00:00:26,788 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0214, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:39.006704, arrival_time=2021-04-15 00:01:05.795542, cost_time=0:00:04.432582 2021-04-15 00:00:28,913 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.65ms, fps=1205 images/s, loss=0.0222, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:36.283118, arrival_time=2021-04-15 00:01:05.196739, cost_time=0:00:06.557197 2021-04-15 00:00:31,041 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.59ms, fps=1203 images/s, loss=0.0223, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:33.873996, arrival_time=2021-04-15 00:01:04.915902, cost_time=0:00:08.685635 2021-04-15 00:00:33,164 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.0223, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:31.559652, arrival_time=2021-04-15 00:01:04.724086, cost_time=0:00:10.808106 2021-04-15 00:00:35,285 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.0228, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:29.305688, arrival_time=2021-04-15 00:01:04.590946, cost_time=0:00:12.928996 2021-04-15 00:00:37,413 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.74ms, fps=1203 images/s, loss=0.0216, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:27.102726, arrival_time=2021-04-15 00:01:04.516072, cost_time=0:00:15.057095 2021-04-15 00:00:39,540 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.77ms, fps=1204 images/s, loss=0.0212, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:24.917496, arrival_time=2021-04-15 00:01:04.458326, cost_time=0:00:17.184473 2021-04-15 00:00:41,666 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=2.06ms, fps=1205 images/s, loss=0.0212, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:22.742830, arrival_time=2021-04-15 00:01:04.409181, cost_time=0:00:19.309975 2021-04-15 00:00:43,793 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.71ms, fps=1204 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:20.580000, arrival_time=2021-04-15 00:01:04.373842, cost_time=0:00:21.437468 2021-04-15 00:00:45,909 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.41ms, fps=1211 images/s, loss=0.0210, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:18.414062, arrival_time=2021-04-15 00:01:04.323211, cost_time=0:00:23.552863 2021-04-15 00:00:48,039 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0217, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:16.266204, arrival_time=2021-04-15 00:01:04.306028, cost_time=0:00:25.683496 2021-04-15 00:00:50,170 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.120964, arrival_time=2021-04-15 00:01:04.291251, cost_time=0:00:27.814025 2021-04-15 00:00:52,294 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.35ms, fps=1205 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:11.975432, arrival_time=2021-04-15 00:01:04.270235, cost_time=0:00:29.938553 2021-04-15 00:00:54,425 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0221, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:09.834386, arrival_time=2021-04-15 00:01:04.259433, cost_time=0:00:32.068688 2021-04-15 00:00:56,559 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.40ms, fps=1200 images/s, loss=0.0222, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:07.695792, arrival_time=2021-04-15 00:01:04.255531, cost_time=0:00:34.203477 2021-04-15 00:00:58,693 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.98ms, fps=1200 images/s, loss=0.0223, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:05.557396, arrival_time=2021-04-15 00:01:04.250660, cost_time=0:00:36.336893 2021-04-15 00:01:00,816 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.89ms, fps=1206 images/s, loss=0.0226, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:03.418656, arrival_time=2021-04-15 00:01:04.234726, cost_time=0:00:38.459808 2021-04-15 00:01:02,938 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.21ms, fps=1207 images/s, loss=0.0229, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:01.281528, arrival_time=2021-04-15 00:01:04.219515, cost_time=0:00:40.581665 2021-04-15 00:01:04,086 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.72ms, fps=1184 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:04.086892, cost_time=0:00:41.730632 2021-04-15 00:01:05,058 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.40ms, fps=2640 images/s, loss=0.3149, top1-acc=91.72%, top5-acc=99.84%, remaining_time=0:00:02.908770, arrival_time=2021-04-15 00:01:07.967215, cost_time=0:00:00.969592 2021-04-15 00:01:05,914 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.65ms, fps=2993 images/s, loss=0.2954, top1-acc=92.21%, top5-acc=99.82%, remaining_time=0:00:01.825260, arrival_time=2021-04-15 00:01:07.739507, cost_time=0:00:01.825268 2021-04-15 00:01:06,769 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.48ms, fps=2996 images/s, loss=0.2963, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:00.893470, arrival_time=2021-04-15 00:01:07.662742, cost_time=0:00:02.680423 2021-04-15 00:01:07,552 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.09ms, fps=2962 images/s, loss=0.3111, top1-acc=91.77%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:07.552844, cost_time=0:00:03.463922 2021-04-15 00:01:07,863 INFO : Epoch=0158 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=156), remaining_time=0:31:59.591856, arrival_time=2021-04-15 00:33:07.455123, cost_time=2:00:21.321742 2021-04-15 00:01:07,864 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 00:01:10,153 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.35ms, fps=1119 images/s, loss=0.0198, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:42.566658, arrival_time=2021-04-15 00:01:52.719865, cost_time=0:00:02.288531 2021-04-15 00:01:12,270 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.40ms, fps=1209 images/s, loss=0.0217, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:38.773680, arrival_time=2021-04-15 00:01:51.044440, cost_time=0:00:04.406097 2021-04-15 00:01:14,389 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.45ms, fps=1209 images/s, loss=0.0206, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:36.103506, arrival_time=2021-04-15 00:01:50.493009, cost_time=0:00:06.524742 2021-04-15 00:01:16,515 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.0212, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:33.737964, arrival_time=2021-04-15 00:01:50.253500, cost_time=0:00:08.650776 2021-04-15 00:01:18,643 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.0222, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:31.472782, arrival_time=2021-04-15 00:01:50.116032, cost_time=0:00:10.778354 2021-04-15 00:01:20,796 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.35ms, fps=1189 images/s, loss=0.0226, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:29.311128, arrival_time=2021-04-15 00:01:50.107333, cost_time=0:00:12.931373 2021-04-15 00:01:22,923 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0218, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:27.105120, arrival_time=2021-04-15 00:01:50.028235, cost_time=0:00:15.058414 2021-04-15 00:01:25,053 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0216, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:24.922948, arrival_time=2021-04-15 00:01:49.975929, cost_time=0:00:17.188232 2021-04-15 00:01:27,172 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.89ms, fps=1208 images/s, loss=0.0217, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:22.739968, arrival_time=2021-04-15 00:01:49.912139, cost_time=0:00:19.307497 2021-04-15 00:01:29,293 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.44ms, fps=1207 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:20.572032, arrival_time=2021-04-15 00:01:49.865896, cost_time=0:00:21.429196 2021-04-15 00:01:31,422 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0224, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:18.417932, arrival_time=2021-04-15 00:01:49.840462, cost_time=0:00:23.557794 2021-04-15 00:01:33,551 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=2.10ms, fps=1203 images/s, loss=0.0228, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:16.268408, arrival_time=2021-04-15 00:01:49.820111, cost_time=0:00:25.686984 2021-04-15 00:01:35,672 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.0227, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:14.117598, arrival_time=2021-04-15 00:01:49.789746, cost_time=0:00:27.807389 2021-04-15 00:01:37,799 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0229, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:11.973808, arrival_time=2021-04-15 00:01:49.773041, cost_time=0:00:29.934482 2021-04-15 00:01:39,924 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.0227, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:09.831718, arrival_time=2021-04-15 00:01:49.756419, cost_time=0:00:32.059901 2021-04-15 00:01:42,049 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.0226, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:07.691472, arrival_time=2021-04-15 00:01:49.740522, cost_time=0:00:34.184371 2021-04-15 00:01:44,177 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.55ms, fps=1203 images/s, loss=0.0226, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:05.553730, arrival_time=2021-04-15 00:01:49.731485, cost_time=0:00:36.312926 2021-04-15 00:01:46,307 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=2.13ms, fps=1203 images/s, loss=0.0224, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:03.417104, arrival_time=2021-04-15 00:01:49.724187, cost_time=0:00:38.442384 2021-04-15 00:01:48,434 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.31ms, fps=1204 images/s, loss=0.0225, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:01.281144, arrival_time=2021-04-15 00:01:49.715477, cost_time=0:00:40.569589 2021-04-15 00:01:49,583 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.31ms, fps=1184 images/s, loss=0.0224, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:49.583282, cost_time=0:00:41.718600 2021-04-15 00:01:50,616 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.21ms, fps=2482 images/s, loss=0.3278, top1-acc=91.48%, top5-acc=99.73%, remaining_time=0:00:03.093600, arrival_time=2021-04-15 00:01:53.710089, cost_time=0:00:01.031199 2021-04-15 00:01:51,465 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.36ms, fps=3016 images/s, loss=0.3208, top1-acc=91.82%, top5-acc=99.79%, remaining_time=0:00:01.880240, arrival_time=2021-04-15 00:01:53.345745, cost_time=0:00:01.880237 2021-04-15 00:01:52,316 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.56ms, fps=3009 images/s, loss=0.3103, top1-acc=91.81%, top5-acc=99.79%, remaining_time=0:00:00.910470, arrival_time=2021-04-15 00:01:53.227137, cost_time=0:00:02.731407 2021-04-15 00:01:53,099 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=2965 images/s, loss=0.2958, top1-acc=92.07%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:53.099584, cost_time=0:00:03.514352 2021-04-15 00:01:53,451 INFO : Epoch=0159 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=156), remaining_time=0:31:13.857358, arrival_time=2021-04-15 00:33:07.309209, cost_time=2:01:06.910295 2021-04-15 00:01:53,453 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 00:01:55,784 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=2.08ms, fps=1098 images/s, loss=0.0153, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:43.352136, arrival_time=2021-04-15 00:02:39.136807, cost_time=0:00:02.330764 2021-04-15 00:01:57,909 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.0178, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:39.208576, arrival_time=2021-04-15 00:02:37.118005, cost_time=0:00:04.455528 2021-04-15 00:02:00,040 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.97ms, fps=1202 images/s, loss=0.0181, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:36.443308, arrival_time=2021-04-15 00:02:36.483762, cost_time=0:00:06.586140 2021-04-15 00:02:02,165 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.0184, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:33.974928, arrival_time=2021-04-15 00:02:36.140380, cost_time=0:00:08.711539 2021-04-15 00:02:04,284 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0186, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:31.624914, arrival_time=2021-04-15 00:02:35.909277, cost_time=0:00:10.830459 2021-04-15 00:02:06,409 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.0189, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:29.365528, arrival_time=2021-04-15 00:02:35.774796, cost_time=0:00:12.955366 2021-04-15 00:02:08,528 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.0187, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:27.134100, arrival_time=2021-04-15 00:02:35.662496, cost_time=0:00:15.074493 2021-04-15 00:02:10,650 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.0186, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:24.935708, arrival_time=2021-04-15 00:02:35.586614, cost_time=0:00:17.197003 2021-04-15 00:02:12,772 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.0192, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:22.753112, arrival_time=2021-04-15 00:02:35.525823, cost_time=0:00:19.318701 2021-04-15 00:02:14,896 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.0198, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:20.584896, arrival_time=2021-04-15 00:02:35.481411, cost_time=0:00:21.442594 2021-04-15 00:02:17,015 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.0204, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:18.420598, arrival_time=2021-04-15 00:02:35.435730, cost_time=0:00:23.561225 2021-04-15 00:02:19,137 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0202, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:16.266128, arrival_time=2021-04-15 00:02:35.403422, cost_time=0:00:25.683387 2021-04-15 00:02:21,263 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.88ms, fps=1204 images/s, loss=0.0198, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:14.118522, arrival_time=2021-04-15 00:02:35.381651, cost_time=0:00:27.809212 2021-04-15 00:02:23,386 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.0199, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:11.973192, arrival_time=2021-04-15 00:02:35.360072, cost_time=0:00:29.932976 2021-04-15 00:02:25,511 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.0198, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:09.830844, arrival_time=2021-04-15 00:02:35.341901, cost_time=0:00:32.057101 2021-04-15 00:02:27,641 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0202, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:07.692084, arrival_time=2021-04-15 00:02:35.333043, cost_time=0:00:34.187050 2021-04-15 00:02:29,761 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.0200, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:05.552950, arrival_time=2021-04-15 00:02:35.314605, cost_time=0:00:36.307751 2021-04-15 00:02:31,885 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:03.416144, arrival_time=2021-04-15 00:02:35.301592, cost_time=0:00:38.431547 2021-04-15 00:02:34,013 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.20ms, fps=1203 images/s, loss=0.0201, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:01.280814, arrival_time=2021-04-15 00:02:35.293815, cost_time=0:00:40.559092 2021-04-15 00:02:35,163 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.43ms, fps=1183 images/s, loss=0.0207, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:35.163181, cost_time=0:00:41.709276 2021-04-15 00:02:36,145 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.40ms, fps=2611 images/s, loss=0.3256, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:02.941110, arrival_time=2021-04-15 00:02:39.086564, cost_time=0:00:00.980374 2021-04-15 00:02:36,996 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.48ms, fps=3011 images/s, loss=0.3022, top1-acc=91.78%, top5-acc=99.75%, remaining_time=0:00:01.831020, arrival_time=2021-04-15 00:02:38.827124, cost_time=0:00:01.831023 2021-04-15 00:02:37,848 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.36ms, fps=3006 images/s, loss=0.2958, top1-acc=91.99%, top5-acc=99.78%, remaining_time=0:00:00.894340, arrival_time=2021-04-15 00:02:38.742438, cost_time=0:00:02.683024 2021-04-15 00:02:38,630 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=2966 images/s, loss=0.2880, top1-acc=92.13%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:38.630652, cost_time=0:00:03.465587 2021-04-15 00:02:38,977 INFO : Epoch=0160 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=156), remaining_time=0:30:28.108960, arrival_time=2021-04-15 00:33:07.086248, cost_time=2:01:52.435761 2021-04-15 00:02:38,978 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 00:02:41,274 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.36ms, fps=1115 images/s, loss=0.0270, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:42.708018, arrival_time=2021-04-15 00:03:23.982799, cost_time=0:00:02.296131 2021-04-15 00:02:43,402 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0228, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:38.929792, arrival_time=2021-04-15 00:03:22.332279, cost_time=0:00:04.423834 2021-04-15 00:02:45,524 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.65ms, fps=1207 images/s, loss=0.0250, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:36.222196, arrival_time=2021-04-15 00:03:21.747024, cost_time=0:00:06.546175 2021-04-15 00:02:47,647 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.0238, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:33.809724, arrival_time=2021-04-15 00:03:21.457442, cost_time=0:00:08.669146 2021-04-15 00:02:49,778 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0240, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:31.536000, arrival_time=2021-04-15 00:03:21.314605, cost_time=0:00:10.799994 2021-04-15 00:02:51,920 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.88ms, fps=1196 images/s, loss=0.0234, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:29.334656, arrival_time=2021-04-15 00:03:21.255063, cost_time=0:00:12.941779 2021-04-15 00:02:54,036 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.74ms, fps=1210 images/s, loss=0.0227, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.104616, arrival_time=2021-04-15 00:03:21.141381, cost_time=0:00:15.058127 2021-04-15 00:02:56,171 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.87ms, fps=1200 images/s, loss=0.0225, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:24.929444, arrival_time=2021-04-15 00:03:21.100733, cost_time=0:00:17.192724 2021-04-15 00:02:58,282 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.32ms, fps=1213 images/s, loss=0.0221, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:22.735092, arrival_time=2021-04-15 00:03:21.017055, cost_time=0:00:19.303404 2021-04-15 00:03:00,410 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0220, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:20.574240, arrival_time=2021-04-15 00:03:20.984278, cost_time=0:00:21.431475 2021-04-15 00:03:02,536 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.0217, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:18.417846, arrival_time=2021-04-15 00:03:20.954169, cost_time=0:00:23.557762 2021-04-15 00:03:04,669 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0209, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:16.270992, arrival_time=2021-04-15 00:03:20.940553, cost_time=0:00:25.691008 2021-04-15 00:03:06,795 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.0207, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:14.122284, arrival_time=2021-04-15 00:03:20.917525, cost_time=0:00:27.816683 2021-04-15 00:03:08,918 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.0203, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:11.975880, arrival_time=2021-04-15 00:03:20.894263, cost_time=0:00:29.939728 2021-04-15 00:03:11,035 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.53ms, fps=1210 images/s, loss=0.0199, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:09.830706, arrival_time=2021-04-15 00:03:20.865894, cost_time=0:00:32.056623 2021-04-15 00:03:13,166 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0195, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:07.692336, arrival_time=2021-04-15 00:03:20.859095, cost_time=0:00:34.188191 2021-04-15 00:03:15,297 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0193, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:05.554692, arrival_time=2021-04-15 00:03:20.852454, cost_time=0:00:36.319203 2021-04-15 00:03:17,418 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.76ms, fps=1207 images/s, loss=0.0194, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:03.416864, arrival_time=2021-04-15 00:03:20.835086, cost_time=0:00:38.439660 2021-04-15 00:03:19,541 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.0195, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:01.280928, arrival_time=2021-04-15 00:03:20.822120, cost_time=0:00:40.562626 2021-04-15 00:03:20,689 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.40ms, fps=1185 images/s, loss=0.0196, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:20.689169, cost_time=0:00:41.710557 2021-04-15 00:03:21,723 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.21ms, fps=2483 images/s, loss=0.2965, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:03.093210, arrival_time=2021-04-15 00:03:24.816538, cost_time=0:00:01.031067 2021-04-15 00:03:22,575 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.78ms, fps=3007 images/s, loss=0.3026, top1-acc=92.54%, top5-acc=99.59%, remaining_time=0:00:01.882740, arrival_time=2021-04-15 00:03:24.457746, cost_time=0:00:01.882744 2021-04-15 00:03:23,428 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.33ms, fps=3002 images/s, loss=0.2998, top1-acc=92.51%, top5-acc=99.67%, remaining_time=0:00:00.911930, arrival_time=2021-04-15 00:03:24.339975, cost_time=0:00:02.735783 2021-04-15 00:03:24,208 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.2959, top1-acc=92.60%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:24.208585, cost_time=0:00:03.516349 2021-04-15 00:03:24,801 INFO : Epoch=0161 complete, best val top1-acc=92.60%, top5-acc=99.70% (epoch=161), remaining_time=0:29:42.435564, arrival_time=2021-04-15 00:33:07.236751, cost_time=2:02:38.259641 2021-04-15 00:03:24,802 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 00:03:27,111 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.56ms, fps=1109 images/s, loss=0.0182, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:42.931962, arrival_time=2021-04-15 00:04:10.042910, cost_time=0:00:02.308166 2021-04-15 00:03:29,241 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0183, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:39.056864, arrival_time=2021-04-15 00:04:08.297790, cost_time=0:00:04.438288 2021-04-15 00:03:31,361 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.71ms, fps=1207 images/s, loss=0.0164, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:36.294240, arrival_time=2021-04-15 00:04:07.656140, cost_time=0:00:06.559201 2021-04-15 00:03:33,487 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0159, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:33.870564, arrival_time=2021-04-15 00:04:07.357948, cost_time=0:00:08.684756 2021-04-15 00:03:35,627 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.44ms, fps=1196 images/s, loss=0.0160, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:31.608708, arrival_time=2021-04-15 00:04:07.236317, cost_time=0:00:10.824904 2021-04-15 00:03:37,749 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.0154, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:29.346352, arrival_time=2021-04-15 00:04:07.095958, cost_time=0:00:12.946912 2021-04-15 00:03:39,870 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.0153, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:27.122004, arrival_time=2021-04-15 00:04:06.992357, cost_time=0:00:15.067747 2021-04-15 00:03:41,988 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=0.0160, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.919352, arrival_time=2021-04-15 00:04:06.907839, cost_time=0:00:17.185776 2021-04-15 00:03:44,109 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.56ms, fps=1207 images/s, loss=0.0157, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:22.739756, arrival_time=2021-04-15 00:04:06.849705, cost_time=0:00:19.307336 2021-04-15 00:03:46,229 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0155, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.570112, arrival_time=2021-04-15 00:04:06.799944, cost_time=0:00:21.427219 2021-04-15 00:03:48,350 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.61ms, fps=1207 images/s, loss=0.0156, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:18.410278, arrival_time=2021-04-15 00:04:06.761006, cost_time=0:00:23.548033 2021-04-15 00:03:50,469 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.31ms, fps=1208 images/s, loss=0.0151, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.255944, arrival_time=2021-04-15 00:04:06.725840, cost_time=0:00:25.667281 2021-04-15 00:03:52,588 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0152, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:14.106642, arrival_time=2021-04-15 00:04:06.695046, cost_time=0:00:27.785798 2021-04-15 00:03:54,721 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.33ms, fps=1200 images/s, loss=0.0152, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:11.967592, arrival_time=2021-04-15 00:04:06.689135, cost_time=0:00:29.918932 2021-04-15 00:03:56,843 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.86ms, fps=1206 images/s, loss=0.0152, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:09.825968, arrival_time=2021-04-15 00:04:06.669831, cost_time=0:00:32.041204 2021-04-15 00:03:58,979 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.40ms, fps=1199 images/s, loss=0.0154, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.689816, arrival_time=2021-04-15 00:04:06.669494, cost_time=0:00:34.176970 2021-04-15 00:04:01,108 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.58ms, fps=1203 images/s, loss=0.0155, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:05.552716, arrival_time=2021-04-15 00:04:06.661619, cost_time=0:00:36.306204 2021-04-15 00:04:03,232 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.36ms, fps=1206 images/s, loss=0.0153, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:03.415984, arrival_time=2021-04-15 00:04:06.648591, cost_time=0:00:38.429836 2021-04-15 00:04:05,361 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.25ms, fps=1203 images/s, loss=0.0153, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.280796, arrival_time=2021-04-15 00:04:06.641959, cost_time=0:00:40.558494 2021-04-15 00:04:06,513 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.44ms, fps=1181 images/s, loss=0.0152, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:06.513484, cost_time=0:00:41.710823 2021-04-15 00:04:07,521 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.49ms, fps=2547 images/s, loss=0.2811, top1-acc=92.62%, top5-acc=99.80%, remaining_time=0:00:03.015360, arrival_time=2021-04-15 00:04:10.537140, cost_time=0:00:01.005122 2021-04-15 00:04:08,374 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.39ms, fps=3002 images/s, loss=0.2726, top1-acc=92.85%, top5-acc=99.82%, remaining_time=0:00:01.858220, arrival_time=2021-04-15 00:04:10.233090, cost_time=0:00:01.858222 2021-04-15 00:04:09,224 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.50ms, fps=3013 images/s, loss=0.2818, top1-acc=92.64%, top5-acc=99.80%, remaining_time=0:00:00.902750, arrival_time=2021-04-15 00:04:10.127652, cost_time=0:00:02.708236 2021-04-15 00:04:10,006 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=2970 images/s, loss=0.2973, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:10.006483, cost_time=0:00:03.489775 2021-04-15 00:04:10,303 INFO : Epoch=0162 complete, best val top1-acc=92.60%, top5-acc=99.70% (epoch=161), remaining_time=0:28:56.684854, arrival_time=2021-04-15 00:33:06.988158, cost_time=2:03:23.761735 2021-04-15 00:04:10,305 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 00:04:12,633 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.62ms, fps=1100 images/s, loss=0.0139, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:43.295220, arrival_time=2021-04-15 00:04:55.928492, cost_time=0:00:02.327700 2021-04-15 00:04:14,757 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.84ms, fps=1205 images/s, loss=0.0132, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:39.177600, arrival_time=2021-04-15 00:04:53.935222, cost_time=0:00:04.451994 2021-04-15 00:04:16,880 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.0142, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:36.381224, arrival_time=2021-04-15 00:04:53.261884, cost_time=0:00:06.574922 2021-04-15 00:04:19,003 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0143, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:33.920952, arrival_time=2021-04-15 00:04:52.924182, cost_time=0:00:08.697662 2021-04-15 00:04:21,134 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.61ms, fps=1201 images/s, loss=0.0144, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:31.620096, arrival_time=2021-04-15 00:04:52.754519, cost_time=0:00:10.828777 2021-04-15 00:04:23,267 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.62ms, fps=1201 images/s, loss=0.0148, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:29.379808, arrival_time=2021-04-15 00:04:52.647050, cost_time=0:00:12.961674 2021-04-15 00:04:25,398 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.48ms, fps=1202 images/s, loss=0.0144, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:27.166860, arrival_time=2021-04-15 00:04:52.565128, cost_time=0:00:15.092717 2021-04-15 00:04:27,515 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.0142, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.954848, arrival_time=2021-04-15 00:04:52.470735, cost_time=0:00:17.210258 2021-04-15 00:04:29,649 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.63ms, fps=1200 images/s, loss=0.0137, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:22.782686, arrival_time=2021-04-15 00:04:52.432061, cost_time=0:00:19.343795 2021-04-15 00:04:31,769 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.58ms, fps=1208 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.605248, arrival_time=2021-04-15 00:04:52.374632, cost_time=0:00:21.463829 2021-04-15 00:04:33,885 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0131, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:18.434788, arrival_time=2021-04-15 00:04:52.319750, cost_time=0:00:23.579407 2021-04-15 00:04:36,007 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.0133, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.278136, arrival_time=2021-04-15 00:04:52.285959, cost_time=0:00:25.702266 2021-04-15 00:04:38,132 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0132, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.127498, arrival_time=2021-04-15 00:04:52.259884, cost_time=0:00:27.826834 2021-04-15 00:04:40,266 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.76ms, fps=1200 images/s, loss=0.0130, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:11.984168, arrival_time=2021-04-15 00:04:52.250384, cost_time=0:00:29.960473 2021-04-15 00:04:42,392 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0129, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:09.839952, arrival_time=2021-04-15 00:04:52.232356, cost_time=0:00:32.086848 2021-04-15 00:04:44,520 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0128, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:07.698276, arrival_time=2021-04-15 00:04:52.218452, cost_time=0:00:34.214573 2021-04-15 00:04:46,646 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.40ms, fps=1204 images/s, loss=0.0128, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.558046, arrival_time=2021-04-15 00:04:52.204690, cost_time=0:00:36.341086 2021-04-15 00:04:48,783 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.0129, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.420240, arrival_time=2021-04-15 00:04:52.203529, cost_time=0:00:38.477734 2021-04-15 00:04:50,907 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.24ms, fps=1206 images/s, loss=0.0130, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:01.282158, arrival_time=2021-04-15 00:04:52.189398, cost_time=0:00:40.601685 2021-04-15 00:04:52,060 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.24ms, fps=1180 images/s, loss=0.0131, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:52.060109, cost_time=0:00:41.754554 2021-04-15 00:04:53,073 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.23ms, fps=2532 images/s, loss=0.2959, top1-acc=92.07%, top5-acc=99.96%, remaining_time=0:00:03.033480, arrival_time=2021-04-15 00:04:56.106688, cost_time=0:00:01.011155 2021-04-15 00:04:53,924 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.36ms, fps=3009 images/s, loss=0.2849, top1-acc=92.44%, top5-acc=99.84%, remaining_time=0:00:01.862160, arrival_time=2021-04-15 00:04:55.786363, cost_time=0:00:01.862162 2021-04-15 00:04:54,782 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.49ms, fps=2985 images/s, loss=0.2840, top1-acc=92.57%, top5-acc=99.79%, remaining_time=0:00:00.906700, arrival_time=2021-04-15 00:04:55.688845, cost_time=0:00:02.720099 2021-04-15 00:04:55,565 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.10ms, fps=2963 images/s, loss=0.2798, top1-acc=92.75%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:55.565384, cost_time=0:00:03.503362 2021-04-15 00:04:56,348 INFO : Epoch=0163 complete, best val top1-acc=92.75%, top5-acc=99.71% (epoch=163), remaining_time=0:28:11.060469, arrival_time=2021-04-15 00:33:07.408960, cost_time=2:04:09.806939 2021-04-15 00:04:56,349 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 00:04:58,669 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.40ms, fps=1104 images/s, loss=0.0202, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:43.143258, arrival_time=2021-04-15 00:05:41.812580, cost_time=0:00:02.319529 2021-04-15 00:05:00,795 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.77ms, fps=1204 images/s, loss=0.0152, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:39.120752, arrival_time=2021-04-15 00:05:39.916157, cost_time=0:00:04.445547 2021-04-15 00:05:02,924 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.54ms, fps=1203 images/s, loss=0.0153, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:36.375746, arrival_time=2021-04-15 00:05:39.299696, cost_time=0:00:06.573920 2021-04-15 00:05:05,048 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0145, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:33.925320, arrival_time=2021-04-15 00:05:38.973927, cost_time=0:00:08.698782 2021-04-15 00:05:07,168 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.61ms, fps=1208 images/s, loss=0.0140, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:31.590750, arrival_time=2021-04-15 00:05:38.759354, cost_time=0:00:10.818726 2021-04-15 00:05:09,285 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.39ms, fps=1210 images/s, loss=0.0138, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.320240, arrival_time=2021-04-15 00:05:38.605401, cost_time=0:00:12.935372 2021-04-15 00:05:11,406 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.0135, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:27.102600, arrival_time=2021-04-15 00:05:38.509361, cost_time=0:00:15.056973 2021-04-15 00:05:13,528 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.46ms, fps=1207 images/s, loss=0.0141, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:24.909144, arrival_time=2021-04-15 00:05:38.437755, cost_time=0:00:17.178752 2021-04-15 00:05:15,653 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=2.07ms, fps=1205 images/s, loss=0.0137, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:22.734986, arrival_time=2021-04-15 00:05:38.388082, cost_time=0:00:19.303292 2021-04-15 00:05:17,775 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.568192, arrival_time=2021-04-15 00:05:38.343154, cost_time=0:00:21.425169 2021-04-15 00:05:19,896 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.0132, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:18.409590, arrival_time=2021-04-15 00:05:38.306543, cost_time=0:00:23.547171 2021-04-15 00:05:22,017 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.0133, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:16.256096, arrival_time=2021-04-15 00:05:38.273346, cost_time=0:00:25.667460 2021-04-15 00:05:24,138 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.0133, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:14.108226, arrival_time=2021-04-15 00:05:38.246926, cost_time=0:00:27.788908 2021-04-15 00:05:26,267 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:11.967144, arrival_time=2021-04-15 00:05:38.234795, cost_time=0:00:29.917866 2021-04-15 00:05:28,390 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.89ms, fps=1206 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.825692, arrival_time=2021-04-15 00:05:38.215972, cost_time=0:00:32.040355 2021-04-15 00:05:30,511 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0135, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:07.686324, arrival_time=2021-04-15 00:05:38.197543, cost_time=0:00:34.161394 2021-04-15 00:05:32,647 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.551468, arrival_time=2021-04-15 00:05:38.199346, cost_time=0:00:36.298083 2021-04-15 00:05:34,772 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.55ms, fps=1205 images/s, loss=0.0135, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:03.415328, arrival_time=2021-04-15 00:05:38.187603, cost_time=0:00:38.422486 2021-04-15 00:05:36,910 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.51ms, fps=1198 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.280850, arrival_time=2021-04-15 00:05:38.191076, cost_time=0:00:40.560288 2021-04-15 00:05:38,068 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.27ms, fps=1175 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:38.068045, cost_time=0:00:41.718120 2021-04-15 00:05:39,053 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.21ms, fps=2605 images/s, loss=0.2956, top1-acc=92.81%, top5-acc=99.80%, remaining_time=0:00:02.947800, arrival_time=2021-04-15 00:05:42.000854, cost_time=0:00:00.982597 2021-04-15 00:05:39,904 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.40ms, fps=3008 images/s, loss=0.3060, top1-acc=92.40%, top5-acc=99.71%, remaining_time=0:00:01.834020, arrival_time=2021-04-15 00:05:41.738504, cost_time=0:00:01.834021 2021-04-15 00:05:40,755 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.93ms, fps=3008 images/s, loss=0.2935, top1-acc=92.59%, top5-acc=99.71%, remaining_time=0:00:00.895100, arrival_time=2021-04-15 00:05:41.650936, cost_time=0:00:02.685309 2021-04-15 00:05:41,534 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.09ms, fps=2981 images/s, loss=0.2962, top1-acc=92.60%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:41.534396, cost_time=0:00:03.463953 2021-04-15 00:05:41,866 INFO : Epoch=0164 complete, best val top1-acc=92.75%, top5-acc=99.71% (epoch=163), remaining_time=0:27:25.315128, arrival_time=2021-04-15 00:33:07.181148, cost_time=2:04:55.324483 2021-04-15 00:05:41,867 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 00:05:44,194 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.41ms, fps=1100 images/s, loss=0.0139, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:43.278852, arrival_time=2021-04-15 00:06:27.473090, cost_time=0:00:02.326824 2021-04-15 00:05:46,320 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.0135, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:39.185696, arrival_time=2021-04-15 00:06:25.506015, cost_time=0:00:04.452921 2021-04-15 00:05:48,445 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.69ms, fps=1205 images/s, loss=0.0125, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:36.399650, arrival_time=2021-04-15 00:06:24.845416, cost_time=0:00:06.578264 2021-04-15 00:05:50,580 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0122, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:33.982260, arrival_time=2021-04-15 00:06:24.563143, cost_time=0:00:08.713387 2021-04-15 00:05:52,708 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.97ms, fps=1204 images/s, loss=0.0118, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:31.655428, arrival_time=2021-04-15 00:06:24.363802, cost_time=0:00:10.840891 2021-04-15 00:05:54,849 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.94ms, fps=1196 images/s, loss=0.0118, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.424960, arrival_time=2021-04-15 00:06:24.274032, cost_time=0:00:12.981593 2021-04-15 00:05:56,978 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.32ms, fps=1203 images/s, loss=0.0112, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:27.199494, arrival_time=2021-04-15 00:06:24.177765, cost_time=0:00:15.110864 2021-04-15 00:05:59,097 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.0111, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:24.983268, arrival_time=2021-04-15 00:06:24.080587, cost_time=0:00:17.229864 2021-04-15 00:06:01,226 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.35ms, fps=1203 images/s, loss=0.0110, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:22.800600, arrival_time=2021-04-15 00:06:24.027101, cost_time=0:00:19.359022 2021-04-15 00:06:03,347 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:20.621088, arrival_time=2021-04-15 00:06:23.968784, cost_time=0:00:21.480273 2021-04-15 00:06:05,479 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.70ms, fps=1201 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:18.460502, arrival_time=2021-04-15 00:06:23.940168, cost_time=0:00:23.612253 2021-04-15 00:06:07,611 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.304736, arrival_time=2021-04-15 00:06:23.916459, cost_time=0:00:25.744322 2021-04-15 00:06:09,739 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:14.150334, arrival_time=2021-04-15 00:06:23.889642, cost_time=0:00:27.871908 2021-04-15 00:06:11,864 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:11.998784, arrival_time=2021-04-15 00:06:23.863137, cost_time=0:00:29.996946 2021-04-15 00:06:13,990 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.31ms, fps=1204 images/s, loss=0.0103, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:09.851130, arrival_time=2021-04-15 00:06:23.841972, cost_time=0:00:32.123316 2021-04-15 00:06:16,117 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.51ms, fps=1204 images/s, loss=0.0102, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.706340, arrival_time=2021-04-15 00:06:23.824236, cost_time=0:00:34.250470 2021-04-15 00:06:18,253 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.46ms, fps=1199 images/s, loss=0.0102, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.564962, arrival_time=2021-04-15 00:06:23.818761, cost_time=0:00:36.386345 2021-04-15 00:06:20,384 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.35ms, fps=1202 images/s, loss=0.0101, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.423744, arrival_time=2021-04-15 00:06:23.808197, cost_time=0:00:38.517037 2021-04-15 00:06:22,502 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0102, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.283214, arrival_time=2021-04-15 00:06:23.785656, cost_time=0:00:40.635037 2021-04-15 00:06:23,650 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.25ms, fps=1185 images/s, loss=0.0100, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:23.650515, cost_time=0:00:41.783116 2021-04-15 00:06:24,692 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.33ms, fps=2461 images/s, loss=0.2646, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:03.120330, arrival_time=2021-04-15 00:06:27.812829, cost_time=0:00:01.040114 2021-04-15 00:06:25,542 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.48ms, fps=3013 images/s, loss=0.2585, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:01.890020, arrival_time=2021-04-15 00:06:27.432407, cost_time=0:00:01.890016 2021-04-15 00:06:26,391 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.34ms, fps=3016 images/s, loss=0.2718, top1-acc=92.97%, top5-acc=99.77%, remaining_time=0:00:00.913040, arrival_time=2021-04-15 00:06:27.304525, cost_time=0:00:02.739117 2021-04-15 00:06:27,169 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.06ms, fps=2982 images/s, loss=0.2705, top1-acc=92.92%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:27.169805, cost_time=0:00:03.517445 2021-04-15 00:06:27,745 INFO : Epoch=0165 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:26:39.649275, arrival_time=2021-04-15 00:33:07.394630, cost_time=2:05:41.203804 2021-04-15 00:06:27,746 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 00:06:30,114 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.44ms, fps=1081 images/s, loss=0.0116, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:44.034198, arrival_time=2021-04-15 00:07:14.148443, cost_time=0:00:02.367429 2021-04-15 00:06:32,245 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:39.586624, arrival_time=2021-04-15 00:07:11.831920, cost_time=0:00:04.498487 2021-04-15 00:06:34,370 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:36.652468, arrival_time=2021-04-15 00:07:11.023212, cost_time=0:00:06.623937 2021-04-15 00:06:36,500 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=5.03ms, fps=1202 images/s, loss=0.0086, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:34.140912, arrival_time=2021-04-15 00:07:10.641791, cost_time=0:00:08.754073 2021-04-15 00:06:38,633 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.57ms, fps=1201 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:31.786828, arrival_time=2021-04-15 00:07:10.419731, cost_time=0:00:10.885880 2021-04-15 00:06:40,757 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.84ms, fps=1205 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:29.491056, arrival_time=2021-04-15 00:07:10.248655, cost_time=0:00:13.010774 2021-04-15 00:06:42,885 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0091, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:27.249390, arrival_time=2021-04-15 00:07:10.134820, cost_time=0:00:15.138537 2021-04-15 00:06:45,004 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.60ms, fps=1209 images/s, loss=0.0090, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:25.022824, arrival_time=2021-04-15 00:07:10.026775, cost_time=0:00:17.257132 2021-04-15 00:06:47,126 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:22.824556, arrival_time=2021-04-15 00:07:09.950668, cost_time=0:00:19.379300 2021-04-15 00:06:49,245 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:20.638944, arrival_time=2021-04-15 00:07:09.884738, cost_time=0:00:21.498892 2021-04-15 00:06:51,365 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.64ms, fps=1208 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.465232, arrival_time=2021-04-15 00:07:09.830374, cost_time=0:00:23.618305 2021-04-15 00:06:53,483 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0087, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.299796, arrival_time=2021-04-15 00:07:09.783093, cost_time=0:00:25.736487 2021-04-15 00:06:55,609 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.98ms, fps=1204 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.145450, arrival_time=2021-04-15 00:07:09.754598, cost_time=0:00:27.862213 2021-04-15 00:06:57,740 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0086, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.997552, arrival_time=2021-04-15 00:07:09.738319, cost_time=0:00:29.993841 2021-04-15 00:06:59,856 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.39ms, fps=1210 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.847036, arrival_time=2021-04-15 00:07:09.703753, cost_time=0:00:32.109914 2021-04-15 00:07:01,985 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.66ms, fps=1203 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.703640, arrival_time=2021-04-15 00:07:09.688906, cost_time=0:00:34.238361 2021-04-15 00:07:04,112 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.561842, arrival_time=2021-04-15 00:07:09.674479, cost_time=0:00:36.365832 2021-04-15 00:07:06,242 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.0088, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.421856, arrival_time=2021-04-15 00:07:09.664545, cost_time=0:00:38.495843 2021-04-15 00:07:08,374 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0090, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.282980, arrival_time=2021-04-15 00:07:09.657656, cost_time=0:00:40.627793 2021-04-15 00:07:09,532 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.25ms, fps=1176 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:09.531983, cost_time=0:00:41.785167 2021-04-15 00:07:10,516 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.34ms, fps=2607 images/s, loss=0.3135, top1-acc=92.70%, top5-acc=99.80%, remaining_time=0:00:02.946300, arrival_time=2021-04-15 00:07:13.462358, cost_time=0:00:00.982095 2021-04-15 00:07:11,370 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.39ms, fps=2999 images/s, loss=0.3006, top1-acc=92.66%, top5-acc=99.75%, remaining_time=0:00:01.836220, arrival_time=2021-04-15 00:07:13.206389, cost_time=0:00:01.836228 2021-04-15 00:07:12,224 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=2.47ms, fps=2999 images/s, loss=0.2865, top1-acc=92.76%, top5-acc=99.78%, remaining_time=0:00:00.896750, arrival_time=2021-04-15 00:07:13.121009, cost_time=0:00:02.690261 2021-04-15 00:07:13,005 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.09ms, fps=2973 images/s, loss=0.2919, top1-acc=92.60%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:13.005567, cost_time=0:00:03.471640 2021-04-15 00:07:13,299 INFO : Epoch=0166 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:25:53.914274, arrival_time=2021-04-15 00:33:07.213718, cost_time=2:06:26.757908 2021-04-15 00:07:13,301 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 00:07:15,594 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.52ms, fps=1116 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:42.657240, arrival_time=2021-04-15 00:07:58.251993, cost_time=0:00:02.293405 2021-04-15 00:07:17,714 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.47ms, fps=1208 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:38.838448, arrival_time=2021-04-15 00:07:56.553266, cost_time=0:00:04.413461 2021-04-15 00:07:19,834 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.56ms, fps=1208 images/s, loss=0.0104, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:36.150152, arrival_time=2021-04-15 00:07:55.984894, cost_time=0:00:06.533158 2021-04-15 00:07:21,964 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:33.783984, arrival_time=2021-04-15 00:07:55.747981, cost_time=0:00:08.662552 2021-04-15 00:07:24,080 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.97ms, fps=1210 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:31.473658, arrival_time=2021-04-15 00:07:55.553734, cost_time=0:00:10.778651 2021-04-15 00:07:26,209 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.87ms, fps=1203 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:29.257408, arrival_time=2021-04-15 00:07:55.466459, cost_time=0:00:12.907665 2021-04-15 00:07:28,326 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:27.045144, arrival_time=2021-04-15 00:07:55.371626, cost_time=0:00:15.025088 2021-04-15 00:07:30,451 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.0085, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.867848, arrival_time=2021-04-15 00:07:55.319560, cost_time=0:00:17.150214 2021-04-15 00:07:32,580 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:22.706896, arrival_time=2021-04-15 00:07:55.287686, cost_time=0:00:19.279398 2021-04-15 00:07:34,717 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.0094, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:20.559552, arrival_time=2021-04-15 00:07:55.277079, cost_time=0:00:21.416172 2021-04-15 00:07:36,853 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.91ms, fps=1199 images/s, loss=0.0092, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:18.413546, arrival_time=2021-04-15 00:07:55.267101, cost_time=0:00:23.552195 2021-04-15 00:07:38,974 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:16.259972, arrival_time=2021-04-15 00:07:55.234925, cost_time=0:00:25.673596 2021-04-15 00:07:41,115 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=2.14ms, fps=1196 images/s, loss=0.0092, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.120832, arrival_time=2021-04-15 00:07:55.235925, cost_time=0:00:27.813729 2021-04-15 00:07:43,250 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.50ms, fps=1199 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:11.979576, arrival_time=2021-04-15 00:07:55.229912, cost_time=0:00:29.948979 2021-04-15 00:07:45,379 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.80ms, fps=1202 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:09.837376, arrival_time=2021-04-15 00:07:55.217223, cost_time=0:00:32.078411 2021-04-15 00:07:47,495 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.50ms, fps=1210 images/s, loss=0.0091, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:07.693740, arrival_time=2021-04-15 00:07:55.189439, cost_time=0:00:34.194326 2021-04-15 00:07:49,626 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:05.555628, arrival_time=2021-04-15 00:07:55.182252, cost_time=0:00:36.325249 2021-04-15 00:07:51,751 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.417760, arrival_time=2021-04-15 00:07:55.168901, cost_time=0:00:38.449789 2021-04-15 00:07:53,875 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.281288, arrival_time=2021-04-15 00:07:55.156765, cost_time=0:00:40.574124 2021-04-15 00:07:55,038 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.66ms, fps=1170 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:55.037968, cost_time=0:00:41.736607 2021-04-15 00:07:56,003 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.47ms, fps=2658 images/s, loss=0.2796, top1-acc=93.09%, top5-acc=99.92%, remaining_time=0:00:02.889030, arrival_time=2021-04-15 00:07:58.891992, cost_time=0:00:00.963006 2021-04-15 00:07:56,856 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=2.29ms, fps=3002 images/s, loss=0.2820, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:01.816100, arrival_time=2021-04-15 00:07:58.672203, cost_time=0:00:01.816105 2021-04-15 00:07:57,710 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.43ms, fps=2999 images/s, loss=0.2847, top1-acc=92.80%, top5-acc=99.87%, remaining_time=0:00:00.890060, arrival_time=2021-04-15 00:07:58.600201, cost_time=0:00:02.670180 2021-04-15 00:07:58,489 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.2748, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:58.489564, cost_time=0:00:03.449629 2021-04-15 00:07:58,806 INFO : Epoch=0167 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:25:08.172072, arrival_time=2021-04-15 00:33:06.978259, cost_time=2:07:12.264653 2021-04-15 00:07:58,807 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 00:08:01,160 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.73ms, fps=1088 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.763754, arrival_time=2021-04-15 00:08:44.924142, cost_time=0:00:02.352888 2021-04-15 00:08:03,289 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.80ms, fps=1203 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.437904, arrival_time=2021-04-15 00:08:42.726975, cost_time=0:00:04.481580 2021-04-15 00:08:05,417 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:36.576772, arrival_time=2021-04-15 00:08:41.994538, cost_time=0:00:06.610274 2021-04-15 00:08:07,532 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.48ms, fps=1211 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:34.028280, arrival_time=2021-04-15 00:08:41.560996, cost_time=0:00:08.725220 2021-04-15 00:08:09,658 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:31.685212, arrival_time=2021-04-15 00:08:41.343803, cost_time=0:00:10.851098 2021-04-15 00:08:11,777 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.399392, arrival_time=2021-04-15 00:08:41.177189, cost_time=0:00:12.970301 2021-04-15 00:08:13,900 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.64ms, fps=1206 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.166734, arrival_time=2021-04-15 00:08:41.066853, cost_time=0:00:15.092622 2021-04-15 00:08:16,030 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.32ms, fps=1202 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.972596, arrival_time=2021-04-15 00:08:41.002581, cost_time=0:00:17.222470 2021-04-15 00:08:18,153 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.74ms, fps=1206 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:22.785654, arrival_time=2021-04-15 00:08:40.939551, cost_time=0:00:19.346314 2021-04-15 00:08:20,276 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.46ms, fps=1206 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.610048, arrival_time=2021-04-15 00:08:40.886476, cost_time=0:00:21.468839 2021-04-15 00:08:22,406 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.33ms, fps=1202 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.449838, arrival_time=2021-04-15 00:08:40.855976, cost_time=0:00:23.598609 2021-04-15 00:08:24,524 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.287484, arrival_time=2021-04-15 00:08:40.812149, cost_time=0:00:25.717072 2021-04-15 00:08:26,643 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.131920, arrival_time=2021-04-15 00:08:40.774965, cost_time=0:00:27.835547 2021-04-15 00:08:28,760 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.33ms, fps=1209 images/s, loss=0.0072, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:11.981312, arrival_time=2021-04-15 00:08:40.742067, cost_time=0:00:29.953259 2021-04-15 00:08:30,886 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.85ms, fps=1205 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.837468, arrival_time=2021-04-15 00:08:40.723768, cost_time=0:00:32.078723 2021-04-15 00:08:33,015 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.34ms, fps=1203 images/s, loss=0.0072, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.696692, arrival_time=2021-04-15 00:08:40.711673, cost_time=0:00:34.207478 2021-04-15 00:08:35,136 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.50ms, fps=1207 images/s, loss=0.0072, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.556226, arrival_time=2021-04-15 00:08:40.692906, cost_time=0:00:36.329183 2021-04-15 00:08:37,259 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.417920, arrival_time=2021-04-15 00:08:40.677019, cost_time=0:00:38.451569 2021-04-15 00:08:39,388 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0074, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.281498, arrival_time=2021-04-15 00:08:40.669721, cost_time=0:00:40.580726 2021-04-15 00:08:40,542 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.63ms, fps=1179 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:40.542449, cost_time=0:00:41.734926 2021-04-15 00:08:41,512 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.02ms, fps=2645 images/s, loss=0.2895, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:02.903490, arrival_time=2021-04-15 00:08:44.416114, cost_time=0:00:00.967832 2021-04-15 00:08:42,366 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.77ms, fps=3000 images/s, loss=0.2950, top1-acc=92.64%, top5-acc=99.79%, remaining_time=0:00:01.821560, arrival_time=2021-04-15 00:08:44.187898, cost_time=0:00:01.821551 2021-04-15 00:08:43,218 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.31ms, fps=3007 images/s, loss=0.2842, top1-acc=92.86%, top5-acc=99.77%, remaining_time=0:00:00.891120, arrival_time=2021-04-15 00:08:44.109342, cost_time=0:00:02.673349 2021-04-15 00:08:43,999 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.10ms, fps=2973 images/s, loss=0.2768, top1-acc=92.84%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:43.999080, cost_time=0:00:03.454273 2021-04-15 00:08:44,298 INFO : Epoch=0168 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:24:22.429824, arrival_time=2021-04-15 00:33:06.728022, cost_time=2:07:57.756658 2021-04-15 00:08:44,299 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 00:08:46,638 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.38ms, fps=1094 images/s, loss=0.0054, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:43.506702, arrival_time=2021-04-15 00:09:30.145358, cost_time=0:00:02.339071 2021-04-15 00:08:48,757 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.231280, arrival_time=2021-04-15 00:09:27.988960, cost_time=0:00:04.458098 2021-04-15 00:08:50,878 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:36.404464, arrival_time=2021-04-15 00:09:27.283174, cost_time=0:00:06.579119 2021-04-15 00:08:53,001 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:33.937176, arrival_time=2021-04-15 00:09:26.938597, cost_time=0:00:08.701852 2021-04-15 00:08:55,124 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=2.09ms, fps=1206 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:31.609292, arrival_time=2021-04-15 00:09:26.733970, cost_time=0:00:10.825114 2021-04-15 00:08:57,249 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.352336, arrival_time=2021-04-15 00:09:26.601488, cost_time=0:00:12.949564 2021-04-15 00:08:59,378 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:27.142164, arrival_time=2021-04-15 00:09:26.520695, cost_time=0:00:15.078967 2021-04-15 00:09:01,504 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.36ms, fps=1204 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.947192, arrival_time=2021-04-15 00:09:26.451829, cost_time=0:00:17.204961 2021-04-15 00:09:03,628 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.765726, arrival_time=2021-04-15 00:09:26.394678, cost_time=0:00:19.329374 2021-04-15 00:09:05,746 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.588544, arrival_time=2021-04-15 00:09:26.334562, cost_time=0:00:21.446443 2021-04-15 00:09:07,874 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.430918, arrival_time=2021-04-15 00:09:26.304946, cost_time=0:00:23.574457 2021-04-15 00:09:10,000 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.60ms, fps=1204 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.277376, arrival_time=2021-04-15 00:09:26.278081, cost_time=0:00:25.701127 2021-04-15 00:09:12,129 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.129082, arrival_time=2021-04-15 00:09:26.258626, cost_time=0:00:27.829946 2021-04-15 00:09:14,267 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.46ms, fps=1198 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.987024, arrival_time=2021-04-15 00:09:26.254107, cost_time=0:00:29.967498 2021-04-15 00:09:16,391 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.55ms, fps=1206 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.841332, arrival_time=2021-04-15 00:09:26.232364, cost_time=0:00:32.091283 2021-04-15 00:09:18,511 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.697700, arrival_time=2021-04-15 00:09:26.209340, cost_time=0:00:34.212001 2021-04-15 00:09:20,642 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.558254, arrival_time=2021-04-15 00:09:26.200487, cost_time=0:00:36.342496 2021-04-15 00:09:22,782 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.50ms, fps=1196 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.420720, arrival_time=2021-04-15 00:09:26.203418, cost_time=0:00:38.483086 2021-04-15 00:09:24,911 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.282488, arrival_time=2021-04-15 00:09:26.194283, cost_time=0:00:40.612209 2021-04-15 00:09:26,065 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.62ms, fps=1180 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:26.065105, cost_time=0:00:41.765525 2021-04-15 00:09:27,093 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.34ms, fps=2494 images/s, loss=0.2867, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:03.079560, arrival_time=2021-04-15 00:09:30.173214, cost_time=0:00:01.026518 2021-04-15 00:09:27,944 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.38ms, fps=3009 images/s, loss=0.2805, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:00:01.877660, arrival_time=2021-04-15 00:09:29.822401, cost_time=0:00:01.877657 2021-04-15 00:09:28,800 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=2.00ms, fps=2993 images/s, loss=0.2827, top1-acc=92.83%, top5-acc=99.78%, remaining_time=0:00:00.911200, arrival_time=2021-04-15 00:09:29.711853, cost_time=0:00:02.733604 2021-04-15 00:09:29,579 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=2978 images/s, loss=0.2767, top1-acc=92.84%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:29.579919, cost_time=0:00:03.512874 2021-04-15 00:09:29,876 INFO : Epoch=0169 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:23:36.706355, arrival_time=2021-04-15 00:33:06.582510, cost_time=2:08:43.334618 2021-04-15 00:09:29,877 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 00:09:32,198 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.80ms, fps=1103 images/s, loss=0.0042, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.170414, arrival_time=2021-04-15 00:10:15.368975, cost_time=0:00:02.320989 2021-04-15 00:09:34,322 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.115824, arrival_time=2021-04-15 00:10:13.438382, cost_time=0:00:04.444988 2021-04-15 00:09:36,464 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=2.63ms, fps=1196 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.446462, arrival_time=2021-04-15 00:10:12.910864, cost_time=0:00:06.586709 2021-04-15 00:09:38,595 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.47ms, fps=1202 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:34.000200, arrival_time=2021-04-15 00:10:12.595966, cost_time=0:00:08.718012 2021-04-15 00:09:40,733 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.50ms, fps=1198 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.699374, arrival_time=2021-04-15 00:10:12.432903, cost_time=0:00:10.855950 2021-04-15 00:09:42,862 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.59ms, fps=1203 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.431352, arrival_time=2021-04-15 00:10:12.293438, cost_time=0:00:12.984430 2021-04-15 00:09:44,980 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.50ms, fps=1209 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.185508, arrival_time=2021-04-15 00:10:12.166130, cost_time=0:00:15.103052 2021-04-15 00:09:47,099 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.48ms, fps=1208 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.972016, arrival_time=2021-04-15 00:10:12.071672, cost_time=0:00:17.222093 2021-04-15 00:09:49,232 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.795936, arrival_time=2021-04-15 00:10:12.028658, cost_time=0:00:19.355069 2021-04-15 00:09:51,357 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.620992, arrival_time=2021-04-15 00:10:11.978808, cost_time=0:00:21.480245 2021-04-15 00:09:53,485 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.457320, arrival_time=2021-04-15 00:10:11.943043, cost_time=0:00:23.608152 2021-04-15 00:09:55,604 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.293868, arrival_time=2021-04-15 00:10:11.898590, cost_time=0:00:25.727157 2021-04-15 00:09:57,730 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.140632, arrival_time=2021-04-15 00:10:11.871003, cost_time=0:00:27.852802 2021-04-15 00:09:59,855 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.991112, arrival_time=2021-04-15 00:10:11.846489, cost_time=0:00:29.977805 2021-04-15 00:10:01,984 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.846024, arrival_time=2021-04-15 00:10:11.830261, cost_time=0:00:32.106594 2021-04-15 00:10:04,109 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.702236, arrival_time=2021-04-15 00:10:11.812058, cost_time=0:00:34.232232 2021-04-15 00:10:06,235 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.560620, arrival_time=2021-04-15 00:10:11.796059, cost_time=0:00:36.357865 2021-04-15 00:10:08,367 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.421360, arrival_time=2021-04-15 00:10:11.789149, cost_time=0:00:38.490213 2021-04-15 00:10:10,501 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.23ms, fps=1200 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.282866, arrival_time=2021-04-15 00:10:11.784602, cost_time=0:00:40.624171 2021-04-15 00:10:11,649 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.23ms, fps=1185 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:11.649340, cost_time=0:00:41.771780 2021-04-15 00:10:12,641 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.34ms, fps=2585 images/s, loss=0.2937, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:02.971230, arrival_time=2021-04-15 00:10:15.612817, cost_time=0:00:00.990412 2021-04-15 00:10:13,492 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.44ms, fps=3011 images/s, loss=0.2870, top1-acc=93.07%, top5-acc=99.84%, remaining_time=0:00:01.841040, arrival_time=2021-04-15 00:10:15.333263, cost_time=0:00:01.841048 2021-04-15 00:10:14,349 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.51ms, fps=2989 images/s, loss=0.2864, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:00.899280, arrival_time=2021-04-15 00:10:15.248401, cost_time=0:00:02.697850 2021-04-15 00:10:15,127 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.08ms, fps=2982 images/s, loss=0.2851, top1-acc=92.83%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:15.127648, cost_time=0:00:03.476497 2021-04-15 00:10:15,448 INFO : Epoch=0170 complete, best val top1-acc=92.92%, top5-acc=99.72% (epoch=165), remaining_time=0:22:50.983530, arrival_time=2021-04-15 00:33:06.431699, cost_time=2:09:28.906629 2021-04-15 00:10:15,449 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 00:10:17,775 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=2.18ms, fps=1101 images/s, loss=0.0080, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.253184, arrival_time=2021-04-15 00:11:01.028290, cost_time=0:00:02.325439 2021-04-15 00:10:19,907 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:39.228464, arrival_time=2021-04-15 00:10:59.135930, cost_time=0:00:04.457776 2021-04-15 00:10:22,029 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:36.409942, arrival_time=2021-04-15 00:10:58.439631, cost_time=0:00:06.580118 2021-04-15 00:10:24,154 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.73ms, fps=1205 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:33.950436, arrival_time=2021-04-15 00:10:58.105327, cost_time=0:00:08.705224 2021-04-15 00:10:26,277 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.0063, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:31.617906, arrival_time=2021-04-15 00:10:57.895535, cost_time=0:00:10.828065 2021-04-15 00:10:28,415 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.55ms, fps=1198 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:29.389056, arrival_time=2021-04-15 00:10:57.804362, cost_time=0:00:12.965730 2021-04-15 00:10:30,548 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0071, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:27.177066, arrival_time=2021-04-15 00:10:57.725097, cost_time=0:00:15.098380 2021-04-15 00:10:32,676 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.90ms, fps=1203 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.979208, arrival_time=2021-04-15 00:10:57.655831, cost_time=0:00:17.227031 2021-04-15 00:10:34,807 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:22.799116, arrival_time=2021-04-15 00:10:57.606457, cost_time=0:00:19.357749 2021-04-15 00:10:36,929 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.56ms, fps=1206 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.620896, arrival_time=2021-04-15 00:10:57.550553, cost_time=0:00:21.480082 2021-04-15 00:10:39,047 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.51ms, fps=1209 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.449236, arrival_time=2021-04-15 00:10:57.496724, cost_time=0:00:23.597915 2021-04-15 00:10:41,167 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.56ms, fps=1208 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.287712, arrival_time=2021-04-15 00:10:57.454775, cost_time=0:00:25.717486 2021-04-15 00:10:43,293 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.0063, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.136012, arrival_time=2021-04-15 00:10:57.429373, cost_time=0:00:27.843691 2021-04-15 00:10:45,413 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.65ms, fps=1208 images/s, loss=0.0062, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.985456, arrival_time=2021-04-15 00:10:57.398649, cost_time=0:00:29.963622 2021-04-15 00:10:47,534 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.839446, arrival_time=2021-04-15 00:10:57.374242, cost_time=0:00:32.085221 2021-04-15 00:10:49,665 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.49ms, fps=1202 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.698492, arrival_time=2021-04-15 00:10:57.363622, cost_time=0:00:34.215558 2021-04-15 00:10:51,790 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.558046, arrival_time=2021-04-15 00:10:57.348608, cost_time=0:00:36.341000 2021-04-15 00:10:53,919 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.86ms, fps=1203 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.419536, arrival_time=2021-04-15 00:10:57.338878, cost_time=0:00:38.469768 2021-04-15 00:10:56,048 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.22ms, fps=1203 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.282074, arrival_time=2021-04-15 00:10:57.330675, cost_time=0:00:40.598962 2021-04-15 00:10:57,205 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.39ms, fps=1177 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:57.205224, cost_time=0:00:41.755555 2021-04-15 00:10:58,228 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.21ms, fps=2508 images/s, loss=0.2326, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:03.062580, arrival_time=2021-04-15 00:11:01.290712, cost_time=0:00:01.020860 2021-04-15 00:10:59,079 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.47ms, fps=3010 images/s, loss=0.2563, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:01.871780, arrival_time=2021-04-15 00:11:00.950949, cost_time=0:00:01.871779 2021-04-15 00:10:59,928 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.60ms, fps=3014 images/s, loss=0.2642, top1-acc=93.24%, top5-acc=99.75%, remaining_time=0:00:00.907210, arrival_time=2021-04-15 00:11:00.836133, cost_time=0:00:02.721633 2021-04-15 00:11:00,712 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=2962 images/s, loss=0.2702, top1-acc=93.01%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:00.712493, cost_time=0:00:03.505233 2021-04-15 00:11:01,294 INFO : Epoch=0171 complete, best val top1-acc=93.01%, top5-acc=99.71% (epoch=171), remaining_time=0:22:05.309048, arrival_time=2021-04-15 00:33:06.603923, cost_time=2:10:14.753318 2021-04-15 00:11:01,296 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 00:11:03,579 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.48ms, fps=1121 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:42.473658, arrival_time=2021-04-15 00:11:46.053476, cost_time=0:00:02.283530 2021-04-15 00:11:05,701 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:38.764704, arrival_time=2021-04-15 00:11:44.466053, cost_time=0:00:04.405070 2021-04-15 00:11:07,822 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.112138, arrival_time=2021-04-15 00:11:43.934854, cost_time=0:00:06.526279 2021-04-15 00:11:09,952 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.44ms, fps=1203 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.757776, arrival_time=2021-04-15 00:11:43.709998, cost_time=0:00:08.655850 2021-04-15 00:11:12,082 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.91ms, fps=1202 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.495266, arrival_time=2021-04-15 00:11:43.577730, cost_time=0:00:10.786047 2021-04-15 00:11:14,202 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.254960, arrival_time=2021-04-15 00:11:43.457857, cost_time=0:00:12.906588 2021-04-15 00:11:16,319 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.52ms, fps=1210 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:27.041868, arrival_time=2021-04-15 00:11:43.361371, cost_time=0:00:15.023226 2021-04-15 00:11:18,441 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.36ms, fps=1207 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.860424, arrival_time=2021-04-15 00:11:43.301847, cost_time=0:00:17.145135 2021-04-15 00:11:20,560 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.688876, arrival_time=2021-04-15 00:11:43.249357, cost_time=0:00:19.264115 2021-04-15 00:11:22,690 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.93ms, fps=1202 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.538720, arrival_time=2021-04-15 00:11:43.229488, cost_time=0:00:21.394479 2021-04-15 00:11:24,806 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.37ms, fps=1210 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.380350, arrival_time=2021-04-15 00:11:43.186436, cost_time=0:00:23.509803 2021-04-15 00:11:26,927 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.232916, arrival_time=2021-04-15 00:11:43.160165, cost_time=0:00:25.630966 2021-04-15 00:11:29,045 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.31ms, fps=1209 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.088096, arrival_time=2021-04-15 00:11:43.133602, cost_time=0:00:27.749233 2021-04-15 00:11:31,163 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.946704, arrival_time=2021-04-15 00:11:43.109695, cost_time=0:00:29.866709 2021-04-15 00:11:33,279 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.45ms, fps=1210 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.807982, arrival_time=2021-04-15 00:11:43.086962, cost_time=0:00:31.982615 2021-04-15 00:11:35,400 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.673508, arrival_time=2021-04-15 00:11:43.074225, cost_time=0:00:34.104416 2021-04-15 00:11:37,519 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.53ms, fps=1209 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.539976, arrival_time=2021-04-15 00:11:43.059190, cost_time=0:00:36.222895 2021-04-15 00:11:39,646 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.90ms, fps=1204 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.408864, arrival_time=2021-04-15 00:11:43.054963, cost_time=0:00:38.349774 2021-04-15 00:11:41,780 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.278444, arrival_time=2021-04-15 00:11:43.058716, cost_time=0:00:40.483988 2021-04-15 00:11:42,934 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.25ms, fps=1179 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:42.934626, cost_time=0:00:41.638348 2021-04-15 00:11:43,963 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.32ms, fps=2493 images/s, loss=0.2762, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:03.081060, arrival_time=2021-04-15 00:11:47.044540, cost_time=0:00:01.027017 2021-04-15 00:11:44,814 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.49ms, fps=3011 images/s, loss=0.2946, top1-acc=92.66%, top5-acc=99.79%, remaining_time=0:00:01.877660, arrival_time=2021-04-15 00:11:46.691792, cost_time=0:00:01.877668 2021-04-15 00:11:45,664 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.46ms, fps=3014 images/s, loss=0.2875, top1-acc=92.88%, top5-acc=99.77%, remaining_time=0:00:00.909150, arrival_time=2021-04-15 00:11:46.573118, cost_time=0:00:02.727442 2021-04-15 00:11:46,448 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=2958 images/s, loss=0.2830, top1-acc=92.96%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:46.448768, cost_time=0:00:03.512330 2021-04-15 00:11:46,789 INFO : Epoch=0172 complete, best val top1-acc=93.01%, top5-acc=99.71% (epoch=171), remaining_time=0:21:19.575304, arrival_time=2021-04-15 00:33:06.365121, cost_time=2:11:00.248273 2021-04-15 00:11:46,790 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 00:11:49,133 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.47ms, fps=1093 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.559340, arrival_time=2021-04-15 00:12:32.692330, cost_time=0:00:02.341901 2021-04-15 00:11:51,255 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=2.47ms, fps=1206 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.284256, arrival_time=2021-04-15 00:12:30.539469, cost_time=0:00:04.464118 2021-04-15 00:11:53,387 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.34ms, fps=1201 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.497756, arrival_time=2021-04-15 00:12:29.884922, cost_time=0:00:06.595984 2021-04-15 00:11:55,509 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:34.002384, arrival_time=2021-04-15 00:12:29.512113, cost_time=0:00:08.718542 2021-04-15 00:11:57,643 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.90ms, fps=1200 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:31.686964, arrival_time=2021-04-15 00:12:29.329876, cost_time=0:00:10.851722 2021-04-15 00:11:59,757 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.43ms, fps=1211 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.391232, arrival_time=2021-04-15 00:12:29.149055, cost_time=0:00:12.966713 2021-04-15 00:12:01,880 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.31ms, fps=1206 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:27.161064, arrival_time=2021-04-15 00:12:29.041625, cost_time=0:00:15.089468 2021-04-15 00:12:04,004 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.98ms, fps=1206 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.958676, arrival_time=2021-04-15 00:12:28.962756, cost_time=0:00:17.212915 2021-04-15 00:12:06,126 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.773146, arrival_time=2021-04-15 00:12:28.899916, cost_time=0:00:19.335659 2021-04-15 00:12:08,243 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.59ms, fps=1209 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.594688, arrival_time=2021-04-15 00:12:28.838616, cost_time=0:00:21.452833 2021-04-15 00:12:10,363 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.429198, arrival_time=2021-04-15 00:12:28.792479, cost_time=0:00:23.572187 2021-04-15 00:12:12,482 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.271220, arrival_time=2021-04-15 00:12:28.753692, cost_time=0:00:25.691362 2021-04-15 00:12:14,598 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.117796, arrival_time=2021-04-15 00:12:28.716610, cost_time=0:00:27.807727 2021-04-15 00:12:16,728 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=7.97ms, fps=1203 images/s, loss=0.0047, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.974704, arrival_time=2021-04-15 00:12:28.702667, cost_time=0:00:29.936693 2021-04-15 00:12:18,859 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.84ms, fps=1202 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.834248, arrival_time=2021-04-15 00:12:28.693721, cost_time=0:00:32.068186 2021-04-15 00:12:20,979 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.692444, arrival_time=2021-04-15 00:12:28.672232, cost_time=0:00:34.188688 2021-04-15 00:12:23,100 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.43ms, fps=1207 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.553184, arrival_time=2021-04-15 00:12:28.653714, cost_time=0:00:36.309346 2021-04-15 00:12:25,218 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.36ms, fps=1209 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.415808, arrival_time=2021-04-15 00:12:28.634728, cost_time=0:00:38.427820 2021-04-15 00:12:27,352 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.68ms, fps=1200 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.280880, arrival_time=2021-04-15 00:12:28.633124, cost_time=0:00:40.561155 2021-04-15 00:12:28,504 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.94ms, fps=1181 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:28.504378, cost_time=0:00:41.713285 2021-04-15 00:12:29,524 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=3.27ms, fps=2519 images/s, loss=0.2513, top1-acc=93.48%, top5-acc=99.84%, remaining_time=0:00:03.048480, arrival_time=2021-04-15 00:12:32.572433, cost_time=0:00:01.016163 2021-04-15 00:12:30,372 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.52ms, fps=3020 images/s, loss=0.2728, top1-acc=93.14%, top5-acc=99.77%, remaining_time=0:00:01.864320, arrival_time=2021-04-15 00:12:32.236380, cost_time=0:00:01.864319 2021-04-15 00:12:31,225 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.32ms, fps=3001 images/s, loss=0.2631, top1-acc=93.31%, top5-acc=99.77%, remaining_time=0:00:00.905970, arrival_time=2021-04-15 00:12:32.131614, cost_time=0:00:02.717917 2021-04-15 00:12:32,005 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.2686, top1-acc=93.21%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:32.005237, cost_time=0:00:03.497535 2021-04-15 00:12:32,716 INFO : Epoch=0173 complete, best val top1-acc=93.21%, top5-acc=99.75% (epoch=173), remaining_time=0:20:33.911745, arrival_time=2021-04-15 00:33:06.628591, cost_time=2:11:46.175253 2021-04-15 00:12:32,719 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 00:12:35,034 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.46ms, fps=1106 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:43.062906, arrival_time=2021-04-15 00:13:18.097255, cost_time=0:00:02.315211 2021-04-15 00:12:37,150 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.45ms, fps=1210 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.991744, arrival_time=2021-04-15 00:13:16.141785, cost_time=0:00:04.430880 2021-04-15 00:12:39,273 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.97ms, fps=1206 images/s, loss=0.0050, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.265522, arrival_time=2021-04-15 00:13:15.538678, cost_time=0:00:06.554021 2021-04-15 00:12:41,393 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.830628, arrival_time=2021-04-15 00:13:15.224291, cost_time=0:00:08.674536 2021-04-15 00:12:43,519 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.62ms, fps=1204 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.537606, arrival_time=2021-04-15 00:13:15.057279, cost_time=0:00:10.800544 2021-04-15 00:12:45,642 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.69ms, fps=1206 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.293176, arrival_time=2021-04-15 00:13:14.935771, cost_time=0:00:12.923466 2021-04-15 00:12:47,766 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.085086, arrival_time=2021-04-15 00:13:14.851556, cost_time=0:00:15.047294 2021-04-15 00:12:49,894 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.05ms, fps=1203 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.904040, arrival_time=2021-04-15 00:13:14.798425, cost_time=0:00:17.175171 2021-04-15 00:12:52,025 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.738378, arrival_time=2021-04-15 00:13:14.763673, cost_time=0:00:19.306171 2021-04-15 00:12:54,151 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.575104, arrival_time=2021-04-15 00:13:14.726652, cost_time=0:00:21.432406 2021-04-15 00:12:56,275 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.416384, arrival_time=2021-04-15 00:13:14.691382, cost_time=0:00:23.555873 2021-04-15 00:12:58,402 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.265824, arrival_time=2021-04-15 00:13:14.667859, cost_time=0:00:25.682906 2021-04-15 00:13:00,520 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.49ms, fps=1209 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.114298, arrival_time=2021-04-15 00:13:14.634276, cost_time=0:00:27.800856 2021-04-15 00:13:02,635 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.36ms, fps=1210 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.966416, arrival_time=2021-04-15 00:13:14.601611, cost_time=0:00:29.916067 2021-04-15 00:13:04,750 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0053, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.822978, arrival_time=2021-04-15 00:13:14.573610, cost_time=0:00:32.031504 2021-04-15 00:13:06,868 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.68ms, fps=1209 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.683696, arrival_time=2021-04-15 00:13:14.552569, cost_time=0:00:34.149742 2021-04-15 00:13:08,991 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.47ms, fps=1206 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.547490, arrival_time=2021-04-15 00:13:14.538718, cost_time=0:00:36.272104 2021-04-15 00:13:11,117 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.413232, arrival_time=2021-04-15 00:13:14.531175, cost_time=0:00:38.398813 2021-04-15 00:13:13,240 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.279626, arrival_time=2021-04-15 00:13:14.520379, cost_time=0:00:40.521550 2021-04-15 00:13:14,395 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.19ms, fps=1179 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:14.395097, cost_time=0:00:41.675968 2021-04-15 00:13:15,411 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=2.16ms, fps=2524 images/s, loss=0.2301, top1-acc=93.98%, top5-acc=99.69%, remaining_time=0:00:03.042930, arrival_time=2021-04-15 00:13:18.454402, cost_time=0:00:01.014312 2021-04-15 00:13:16,263 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.69ms, fps=3006 images/s, loss=0.2523, top1-acc=93.40%, top5-acc=99.75%, remaining_time=0:00:01.866460, arrival_time=2021-04-15 00:13:18.129977, cost_time=0:00:01.866455 2021-04-15 00:13:17,115 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.55ms, fps=3005 images/s, loss=0.2636, top1-acc=93.26%, top5-acc=99.74%, remaining_time=0:00:00.906210, arrival_time=2021-04-15 00:13:18.021993, cost_time=0:00:02.718620 2021-04-15 00:13:17,895 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=2976 images/s, loss=0.2714, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:17.895810, cost_time=0:00:03.498772 2021-04-15 00:13:18,481 INFO : Epoch=0174 complete, best val top1-acc=93.28%, top5-acc=99.74% (epoch=174), remaining_time=0:19:48.220852, arrival_time=2021-04-15 00:33:06.702059, cost_time=2:12:31.939621 2021-04-15 00:13:18,483 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 00:13:20,823 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=5.37ms, fps=1094 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.521210, arrival_time=2021-04-15 00:14:04.344595, cost_time=0:00:02.339848 2021-04-15 00:13:22,949 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.83ms, fps=1204 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.303968, arrival_time=2021-04-15 00:14:02.253847, cost_time=0:00:04.466354 2021-04-15 00:13:25,077 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.484310, arrival_time=2021-04-15 00:14:01.561536, cost_time=0:00:06.593553 2021-04-15 00:13:27,206 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.60ms, fps=1203 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.018608, arrival_time=2021-04-15 00:14:01.224927, cost_time=0:00:08.722706 2021-04-15 00:13:29,330 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.71ms, fps=1206 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:31.671926, arrival_time=2021-04-15 00:14:01.002081, cost_time=0:00:10.846548 2021-04-15 00:13:31,453 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.79ms, fps=1206 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.397760, arrival_time=2021-04-15 00:14:00.850922, cost_time=0:00:12.969623 2021-04-15 00:13:33,585 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.183996, arrival_time=2021-04-15 00:14:00.769722, cost_time=0:00:15.102205 2021-04-15 00:13:35,713 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.76ms, fps=1204 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.982688, arrival_time=2021-04-15 00:14:00.695764, cost_time=0:00:17.229419 2021-04-15 00:13:37,842 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=2.03ms, fps=1202 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.800706, arrival_time=2021-04-15 00:14:00.643381, cost_time=0:00:19.359121 2021-04-15 00:13:39,975 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.631936, arrival_time=2021-04-15 00:14:00.607102, cost_time=0:00:21.491640 2021-04-15 00:13:42,092 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.36ms, fps=1209 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.458266, arrival_time=2021-04-15 00:14:00.551202, cost_time=0:00:23.609411 2021-04-15 00:13:44,218 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.48ms, fps=1205 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.298504, arrival_time=2021-04-15 00:14:00.516572, cost_time=0:00:25.734495 2021-04-15 00:13:46,344 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.144724, arrival_time=2021-04-15 00:14:00.489103, cost_time=0:00:27.860857 2021-04-15 00:13:48,463 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.991896, arrival_time=2021-04-15 00:14:00.455155, cost_time=0:00:29.979735 2021-04-15 00:13:50,589 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=2.03ms, fps=1204 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.845840, arrival_time=2021-04-15 00:14:00.435438, cost_time=0:00:32.105933 2021-04-15 00:13:52,726 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.37ms, fps=1199 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.704540, arrival_time=2021-04-15 00:14:00.430542, cost_time=0:00:34.242461 2021-04-15 00:13:54,848 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.61ms, fps=1207 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.561660, arrival_time=2021-04-15 00:14:00.409864, cost_time=0:00:36.364659 2021-04-15 00:13:56,977 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.43ms, fps=1203 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.421648, arrival_time=2021-04-15 00:14:00.398718, cost_time=0:00:38.493543 2021-04-15 00:13:59,106 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.282818, arrival_time=2021-04-15 00:14:00.388866, cost_time=0:00:40.622527 2021-04-15 00:14:00,257 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.43ms, fps=1182 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:00.257258, cost_time=0:00:41.773744 2021-04-15 00:14:01,238 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.32ms, fps=2615 images/s, loss=0.2747, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:02.936580, arrival_time=2021-04-15 00:14:04.174546, cost_time=0:00:00.978855 2021-04-15 00:14:02,091 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.42ms, fps=3003 images/s, loss=0.2588, top1-acc=93.55%, top5-acc=99.82%, remaining_time=0:00:01.831740, arrival_time=2021-04-15 00:14:03.922687, cost_time=0:00:01.831743 2021-04-15 00:14:02,948 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=2.27ms, fps=2986 images/s, loss=0.2710, top1-acc=93.35%, top5-acc=99.78%, remaining_time=0:00:00.896600, arrival_time=2021-04-15 00:14:03.845513, cost_time=0:00:02.689790 2021-04-15 00:14:03,733 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.09ms, fps=2960 images/s, loss=0.2794, top1-acc=93.10%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:03.733079, cost_time=0:00:03.473890 2021-04-15 00:14:04,087 INFO : Epoch=0175 complete, best val top1-acc=93.28%, top5-acc=99.74% (epoch=174), remaining_time=0:19:02.506525, arrival_time=2021-04-15 00:33:06.593767, cost_time=2:13:17.545700 2021-04-15 00:14:04,088 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 00:14:06,470 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.31ms, fps=1075 images/s, loss=0.0027, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.303898, arrival_time=2021-04-15 00:14:50.774574, cost_time=0:00:02.381933 2021-04-15 00:14:08,596 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.663184, arrival_time=2021-04-15 00:14:48.259112, cost_time=0:00:04.507183 2021-04-15 00:14:10,714 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.79ms, fps=1209 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.662926, arrival_time=2021-04-15 00:14:47.377488, cost_time=0:00:06.625831 2021-04-15 00:14:12,829 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.36ms, fps=1211 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.087248, arrival_time=2021-04-15 00:14:46.916233, cost_time=0:00:08.740324 2021-04-15 00:14:14,946 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.704046, arrival_time=2021-04-15 00:14:46.650234, cost_time=0:00:10.857533 2021-04-15 00:14:17,064 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.95ms, fps=1209 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.410680, arrival_time=2021-04-15 00:14:46.475083, cost_time=0:00:12.975306 2021-04-15 00:14:19,195 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.78ms, fps=1202 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.191682, arrival_time=2021-04-15 00:14:46.386965, cost_time=0:00:15.106468 2021-04-15 00:14:21,315 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.979092, arrival_time=2021-04-15 00:14:46.294776, cost_time=0:00:17.226999 2021-04-15 00:14:23,451 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=2.04ms, fps=1199 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.804840, arrival_time=2021-04-15 00:14:46.256230, cost_time=0:00:19.362644 2021-04-15 00:14:25,578 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.630496, arrival_time=2021-04-15 00:14:46.209230, cost_time=0:00:21.490076 2021-04-15 00:14:27,695 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.456288, arrival_time=2021-04-15 00:14:46.151858, cost_time=0:00:23.606926 2021-04-15 00:14:29,822 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.297744, arrival_time=2021-04-15 00:14:46.119738, cost_time=0:00:25.733281 2021-04-15 00:14:31,954 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.147364, arrival_time=2021-04-15 00:14:46.102060, cost_time=0:00:27.866022 2021-04-15 00:14:34,085 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.998896, arrival_time=2021-04-15 00:14:46.084824, cost_time=0:00:29.997272 2021-04-15 00:14:36,217 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.852924, arrival_time=2021-04-15 00:14:46.070610, cost_time=0:00:32.129035 2021-04-15 00:14:38,347 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.72ms, fps=1202 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.708284, arrival_time=2021-04-15 00:14:46.056024, cost_time=0:00:34.259086 2021-04-15 00:14:40,480 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.53ms, fps=1201 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.565742, arrival_time=2021-04-15 00:14:46.045742, cost_time=0:00:36.391354 2021-04-15 00:14:42,606 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.34ms, fps=1204 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.423760, arrival_time=2021-04-15 00:14:46.029748, cost_time=0:00:38.517253 2021-04-15 00:14:44,733 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.283532, arrival_time=2021-04-15 00:14:46.017343, cost_time=0:00:40.645160 2021-04-15 00:14:45,885 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.30ms, fps=1181 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:45.885736, cost_time=0:00:41.797073 2021-04-15 00:14:46,903 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.43ms, fps=2521 images/s, loss=0.2467, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:03.046950, arrival_time=2021-04-15 00:14:49.950296, cost_time=0:00:01.015650 2021-04-15 00:14:47,758 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.35ms, fps=2997 images/s, loss=0.2746, top1-acc=93.36%, top5-acc=99.80%, remaining_time=0:00:01.870280, arrival_time=2021-04-15 00:14:49.628243, cost_time=0:00:01.870270 2021-04-15 00:14:48,608 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.38ms, fps=3012 images/s, loss=0.2762, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:00.906870, arrival_time=2021-04-15 00:14:49.515182, cost_time=0:00:02.720620 2021-04-15 00:14:49,386 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.08ms, fps=2982 images/s, loss=0.2682, top1-acc=93.28%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:49.386692, cost_time=0:00:03.499028 2021-04-15 00:14:49,755 INFO : Epoch=0176 complete, best val top1-acc=93.28%, top5-acc=99.74% (epoch=174), remaining_time=0:18:16.801896, arrival_time=2021-04-15 00:33:06.557324, cost_time=2:14:03.213858 2021-04-15 00:14:49,757 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 00:14:52,079 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.57ms, fps=1103 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.184736, arrival_time=2021-04-15 00:15:35.264159, cost_time=0:00:02.321757 2021-04-15 00:14:54,226 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.62ms, fps=1193 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.319984, arrival_time=2021-04-15 00:15:33.545883, cost_time=0:00:04.468173 2021-04-15 00:14:56,347 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.64ms, fps=1207 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.464888, arrival_time=2021-04-15 00:15:32.812633, cost_time=0:00:06.590048 2021-04-15 00:14:58,472 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.987720, arrival_time=2021-04-15 00:15:32.460209, cost_time=0:00:08.714810 2021-04-15 00:15:00,593 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.35ms, fps=1207 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.641704, arrival_time=2021-04-15 00:15:32.235597, cost_time=0:00:10.836205 2021-04-15 00:15:02,716 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.374368, arrival_time=2021-04-15 00:15:32.091235, cost_time=0:00:12.959275 2021-04-15 00:15:04,842 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.80ms, fps=1205 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.152874, arrival_time=2021-04-15 00:15:31.995458, cost_time=0:00:15.084910 2021-04-15 00:15:06,961 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.946380, arrival_time=2021-04-15 00:15:31.908323, cost_time=0:00:17.204361 2021-04-15 00:15:09,087 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.62ms, fps=1205 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.765726, arrival_time=2021-04-15 00:15:31.852746, cost_time=0:00:19.329427 2021-04-15 00:15:11,231 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.97ms, fps=1194 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.614848, arrival_time=2021-04-15 00:15:31.846362, cost_time=0:00:21.473843 2021-04-15 00:15:13,353 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.52ms, fps=1207 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.447860, arrival_time=2021-04-15 00:15:31.801595, cost_time=0:00:23.596137 2021-04-15 00:15:15,479 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.290600, arrival_time=2021-04-15 00:15:31.770156, cost_time=0:00:25.721969 2021-04-15 00:15:17,605 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.138388, arrival_time=2021-04-15 00:15:31.744245, cost_time=0:00:27.848281 2021-04-15 00:15:19,735 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.991224, arrival_time=2021-04-15 00:15:31.726922, cost_time=0:00:29.978108 2021-04-15 00:15:21,863 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.845794, arrival_time=2021-04-15 00:15:31.709337, cost_time=0:00:32.105803 2021-04-15 00:15:23,987 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.701624, arrival_time=2021-04-15 00:15:31.688754, cost_time=0:00:34.229508 2021-04-15 00:15:26,104 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.558904, arrival_time=2021-04-15 00:15:31.663171, cost_time=0:00:36.346597 2021-04-15 00:15:28,221 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.49ms, fps=1209 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.419024, arrival_time=2021-04-15 00:15:31.640614, cost_time=0:00:38.463988 2021-04-15 00:15:30,349 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.20ms, fps=1203 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.281858, arrival_time=2021-04-15 00:15:31.631629, cost_time=0:00:40.592144 2021-04-15 00:15:31,502 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.39ms, fps=1180 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:31.502822, cost_time=0:00:41.745188 2021-04-15 00:15:32,532 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.34ms, fps=2494 images/s, loss=0.2791, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:00:03.079920, arrival_time=2021-04-15 00:15:35.612526, cost_time=0:00:01.026638 2021-04-15 00:15:33,384 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.31ms, fps=3007 images/s, loss=0.2771, top1-acc=93.11%, top5-acc=99.84%, remaining_time=0:00:01.878560, arrival_time=2021-04-15 00:15:35.263059, cost_time=0:00:01.878550 2021-04-15 00:15:34,240 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.46ms, fps=2993 images/s, loss=0.2778, top1-acc=93.10%, top5-acc=99.83%, remaining_time=0:00:00.911500, arrival_time=2021-04-15 00:15:35.151883, cost_time=0:00:02.734497 2021-04-15 00:15:35,018 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.09ms, fps=2983 images/s, loss=0.2697, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:35.018385, cost_time=0:00:03.512527 2021-04-15 00:15:35,370 INFO : Epoch=0177 complete, best val top1-acc=93.28%, top5-acc=99.74% (epoch=174), remaining_time=0:17:31.090754, arrival_time=2021-04-15 00:33:06.461102, cost_time=2:14:48.828813 2021-04-15 00:15:35,371 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 00:15:37,693 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=2.19ms, fps=1102 images/s, loss=0.0039, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.189572, arrival_time=2021-04-15 00:16:20.883365, cost_time=0:00:02.322022 2021-04-15 00:15:39,820 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.145568, arrival_time=2021-04-15 00:16:18.965636, cost_time=0:00:04.448353 2021-04-15 00:15:41,945 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.373090, arrival_time=2021-04-15 00:16:18.318354, cost_time=0:00:06.573458 2021-04-15 00:15:44,072 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.71ms, fps=1204 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.931560, arrival_time=2021-04-15 00:16:18.003788, cost_time=0:00:08.700411 2021-04-15 00:15:46,193 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.599510, arrival_time=2021-04-15 00:16:17.792986, cost_time=0:00:10.821765 2021-04-15 00:15:48,319 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.347168, arrival_time=2021-04-15 00:16:17.666335, cost_time=0:00:12.947285 2021-04-15 00:15:50,440 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.124524, arrival_time=2021-04-15 00:16:17.565380, cost_time=0:00:15.069150 2021-04-15 00:15:52,565 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.930720, arrival_time=2021-04-15 00:16:17.496058, cost_time=0:00:17.193618 2021-04-15 00:15:54,687 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:22.749932, arrival_time=2021-04-15 00:16:17.437682, cost_time=0:00:19.315949 2021-04-15 00:15:56,806 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.577312, arrival_time=2021-04-15 00:16:17.383759, cost_time=0:00:21.434719 2021-04-15 00:15:58,924 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.35ms, fps=1209 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.414234, arrival_time=2021-04-15 00:16:17.339086, cost_time=0:00:23.553137 2021-04-15 00:16:01,050 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.263164, arrival_time=2021-04-15 00:16:17.313598, cost_time=0:00:25.678721 2021-04-15 00:16:03,170 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.51ms, fps=1208 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.113110, arrival_time=2021-04-15 00:16:17.283428, cost_time=0:00:27.798602 2021-04-15 00:16:05,300 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.77ms, fps=1202 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.971512, arrival_time=2021-04-15 00:16:17.272078, cost_time=0:00:29.928840 2021-04-15 00:16:07,424 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.829556, arrival_time=2021-04-15 00:16:17.254267, cost_time=0:00:32.052924 2021-04-15 00:16:09,547 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.66ms, fps=1206 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.689528, arrival_time=2021-04-15 00:16:17.236999, cost_time=0:00:34.175726 2021-04-15 00:16:11,670 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.551572, arrival_time=2021-04-15 00:16:17.221959, cost_time=0:00:36.298668 2021-04-15 00:16:13,789 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.54ms, fps=1208 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.414928, arrival_time=2021-04-15 00:16:17.204732, cost_time=0:00:38.418027 2021-04-15 00:16:15,913 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.30ms, fps=1206 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.280280, arrival_time=2021-04-15 00:16:17.194148, cost_time=0:00:40.542156 2021-04-15 00:16:17,064 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.26ms, fps=1182 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:17.064457, cost_time=0:00:41.692701 2021-04-15 00:16:18,055 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.35ms, fps=2589 images/s, loss=0.2825, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:02.965860, arrival_time=2021-04-15 00:16:21.021131, cost_time=0:00:00.988619 2021-04-15 00:16:18,909 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.58ms, fps=3000 images/s, loss=0.2824, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:01.842340, arrival_time=2021-04-15 00:16:20.751298, cost_time=0:00:01.842342 2021-04-15 00:16:19,764 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=2.15ms, fps=2995 images/s, loss=0.2759, top1-acc=93.45%, top5-acc=99.77%, remaining_time=0:00:00.899130, arrival_time=2021-04-15 00:16:20.663308, cost_time=0:00:02.697400 2021-04-15 00:16:20,547 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=2963 images/s, loss=0.2649, top1-acc=93.54%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:20.547805, cost_time=0:00:03.481211 2021-04-15 00:16:21,141 INFO : Epoch=0178 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:16:45.400000, arrival_time=2021-04-15 00:33:06.541483, cost_time=2:15:34.599929 2021-04-15 00:16:21,142 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 00:16:23,484 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.36ms, fps=1093 images/s, loss=0.0033, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.551900, arrival_time=2021-04-15 00:17:07.036320, cost_time=0:00:02.341502 2021-04-15 00:16:25,611 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.62ms, fps=1204 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.327376, arrival_time=2021-04-15 00:17:04.939273, cost_time=0:00:04.469024 2021-04-15 00:16:27,743 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.99ms, fps=1201 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.523154, arrival_time=2021-04-15 00:17:04.266706, cost_time=0:00:06.600556 2021-04-15 00:16:29,862 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.008000, arrival_time=2021-04-15 00:17:03.870898, cost_time=0:00:08.720015 2021-04-15 00:16:31,984 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.656012, arrival_time=2021-04-15 00:17:03.640064, cost_time=0:00:10.841086 2021-04-15 00:16:34,120 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.51ms, fps=1199 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.415032, arrival_time=2021-04-15 00:17:03.535114, cost_time=0:00:12.977198 2021-04-15 00:16:36,239 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.47ms, fps=1208 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.173916, arrival_time=2021-04-15 00:17:03.413424, cost_time=0:00:15.096633 2021-04-15 00:16:38,366 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.64ms, fps=1204 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.973408, arrival_time=2021-04-15 00:17:03.339429, cost_time=0:00:17.223077 2021-04-15 00:16:40,493 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.49ms, fps=1204 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.790000, arrival_time=2021-04-15 00:17:03.282947, cost_time=0:00:19.350024 2021-04-15 00:16:42,611 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.610144, arrival_time=2021-04-15 00:17:03.221936, cost_time=0:00:21.468920 2021-04-15 00:16:44,729 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.440292, arrival_time=2021-04-15 00:17:03.169551, cost_time=0:00:23.586380 2021-04-15 00:16:46,859 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.81ms, fps=1202 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.287028, arrival_time=2021-04-15 00:17:03.146270, cost_time=0:00:25.716373 2021-04-15 00:16:48,985 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.135550, arrival_time=2021-04-15 00:17:03.121207, cost_time=0:00:27.842778 2021-04-15 00:16:51,110 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.41ms, fps=1205 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.986800, arrival_time=2021-04-15 00:17:03.096855, cost_time=0:00:29.966991 2021-04-15 00:16:53,234 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.841378, arrival_time=2021-04-15 00:17:03.075734, cost_time=0:00:32.091433 2021-04-15 00:16:55,369 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.89ms, fps=1199 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.701012, arrival_time=2021-04-15 00:17:03.070673, cost_time=0:00:34.226772 2021-04-15 00:16:57,491 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.559242, arrival_time=2021-04-15 00:17:03.051071, cost_time=0:00:36.348949 2021-04-15 00:16:59,624 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.420624, arrival_time=2021-04-15 00:17:03.045531, cost_time=0:00:38.482039 2021-04-15 00:17:01,744 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.282140, arrival_time=2021-04-15 00:17:03.026103, cost_time=0:00:40.601094 2021-04-15 00:17:02,893 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.56ms, fps=1183 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:02.893949, cost_time=0:00:41.751072 2021-04-15 00:17:03,914 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.22ms, fps=2514 images/s, loss=0.2807, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:03.054420, arrival_time=2021-04-15 00:17:06.968401, cost_time=0:00:01.018143 2021-04-15 00:17:04,778 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.33ms, fps=2964 images/s, loss=0.2686, top1-acc=93.57%, top5-acc=99.73%, remaining_time=0:00:01.882100, arrival_time=2021-04-15 00:17:06.660064, cost_time=0:00:01.882092 2021-04-15 00:17:05,629 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.38ms, fps=3008 images/s, loss=0.2723, top1-acc=93.40%, top5-acc=99.77%, remaining_time=0:00:00.911230, arrival_time=2021-04-15 00:17:06.540744, cost_time=0:00:02.733683 2021-04-15 00:17:06,409 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.2811, top1-acc=93.39%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:06.409913, cost_time=0:00:03.514108 2021-04-15 00:17:06,753 INFO : Epoch=0179 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:15:59.689710, arrival_time=2021-04-15 00:33:06.443443, cost_time=2:16:20.212201 2021-04-15 00:17:06,754 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 00:17:09,066 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.58ms, fps=1107 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.998550, arrival_time=2021-04-15 00:17:52.065306, cost_time=0:00:02.311754 2021-04-15 00:17:11,188 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.47ms, fps=1207 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.011984, arrival_time=2021-04-15 00:17:50.200164, cost_time=0:00:04.433178 2021-04-15 00:17:13,316 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.308184, arrival_time=2021-04-15 00:17:49.624999, cost_time=0:00:06.561729 2021-04-15 00:17:15,443 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.57ms, fps=1204 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.885696, arrival_time=2021-04-15 00:17:49.329440, cost_time=0:00:08.688653 2021-04-15 00:17:17,568 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.63ms, fps=1205 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.576296, arrival_time=2021-04-15 00:17:49.145192, cost_time=0:00:10.813806 2021-04-15 00:17:19,695 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.54ms, fps=1204 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.332208, arrival_time=2021-04-15 00:17:49.027908, cost_time=0:00:12.940693 2021-04-15 00:17:21,816 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.110790, arrival_time=2021-04-15 00:17:48.927354, cost_time=0:00:15.061565 2021-04-15 00:17:23,941 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=2.01ms, fps=1205 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.919700, arrival_time=2021-04-15 00:17:48.860809, cost_time=0:00:17.186035 2021-04-15 00:17:26,056 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.53ms, fps=1210 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.733184, arrival_time=2021-04-15 00:17:48.789971, cost_time=0:00:19.301771 2021-04-15 00:17:28,175 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.32ms, fps=1208 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.563776, arrival_time=2021-04-15 00:17:48.739378, cost_time=0:00:21.420589 2021-04-15 00:17:30,298 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.61ms, fps=1206 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.406838, arrival_time=2021-04-15 00:17:48.705518, cost_time=0:00:23.543677 2021-04-15 00:17:32,417 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.252676, arrival_time=2021-04-15 00:17:48.669831, cost_time=0:00:25.662167 2021-04-15 00:17:34,541 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.107038, arrival_time=2021-04-15 00:17:48.648605, cost_time=0:00:27.786565 2021-04-15 00:17:36,666 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.68ms, fps=1205 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.964568, arrival_time=2021-04-15 00:17:48.631009, cost_time=0:00:29.911389 2021-04-15 00:17:38,797 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.58ms, fps=1202 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.826244, arrival_time=2021-04-15 00:17:48.623505, cost_time=0:00:32.042155 2021-04-15 00:17:40,921 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.62ms, fps=1205 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.687548, arrival_time=2021-04-15 00:17:48.609417, cost_time=0:00:34.166868 2021-04-15 00:17:43,040 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.549544, arrival_time=2021-04-15 00:17:48.590125, cost_time=0:00:36.285562 2021-04-15 00:17:45,180 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.93ms, fps=1196 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.415632, arrival_time=2021-04-15 00:17:48.596561, cost_time=0:00:38.425931 2021-04-15 00:17:47,308 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.280628, arrival_time=2021-04-15 00:17:48.588881, cost_time=0:00:40.553256 2021-04-15 00:17:48,459 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.23ms, fps=1182 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:48.459293, cost_time=0:00:41.704261 2021-04-15 00:17:49,427 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.31ms, fps=2650 images/s, loss=0.2777, top1-acc=93.20%, top5-acc=99.65%, remaining_time=0:00:02.898270, arrival_time=2021-04-15 00:17:52.325769, cost_time=0:00:00.966087 2021-04-15 00:17:50,281 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.05ms, fps=3000 images/s, loss=0.2773, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:01.819760, arrival_time=2021-04-15 00:17:52.100945, cost_time=0:00:01.819766 2021-04-15 00:17:51,134 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.53ms, fps=3003 images/s, loss=0.2769, top1-acc=93.27%, top5-acc=99.74%, remaining_time=0:00:00.890850, arrival_time=2021-04-15 00:17:52.024809, cost_time=0:00:02.672540 2021-04-15 00:17:51,913 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=2978 images/s, loss=0.2731, top1-acc=93.33%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:51.913346, cost_time=0:00:03.451951 2021-04-15 00:17:52,226 INFO : Epoch=0180 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:15:13.964960, arrival_time=2021-04-15 00:33:06.191188, cost_time=2:17:05.684692 2021-04-15 00:17:52,227 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 00:17:54,540 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.47ms, fps=1107 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.014918, arrival_time=2021-04-15 00:18:37.555086, cost_time=0:00:02.312628 2021-04-15 00:17:56,669 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.093120, arrival_time=2021-04-15 00:18:35.763073, cost_time=0:00:04.442403 2021-04-15 00:17:58,800 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.63ms, fps=1202 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.371430, arrival_time=2021-04-15 00:18:35.172123, cost_time=0:00:06.573148 2021-04-15 00:18:00,919 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.899736, arrival_time=2021-04-15 00:18:34.819507, cost_time=0:00:08.692222 2021-04-15 00:18:03,038 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.569142, arrival_time=2021-04-15 00:18:34.608025, cost_time=0:00:10.811331 2021-04-15 00:18:05,166 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.69ms, fps=1204 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.326904, arrival_time=2021-04-15 00:18:34.492857, cost_time=0:00:12.938361 2021-04-15 00:18:07,295 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.37ms, fps=1203 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.121374, arrival_time=2021-04-15 00:18:34.416372, cost_time=0:00:15.067446 2021-04-15 00:18:09,424 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.935940, arrival_time=2021-04-15 00:18:34.360719, cost_time=0:00:17.197227 2021-04-15 00:18:11,549 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.756822, arrival_time=2021-04-15 00:18:34.306255, cost_time=0:00:19.321833 2021-04-15 00:18:13,663 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.38ms, fps=1211 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.578272, arrival_time=2021-04-15 00:18:34.241522, cost_time=0:00:21.435697 2021-04-15 00:18:15,789 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.420942, arrival_time=2021-04-15 00:18:34.210256, cost_time=0:00:23.561684 2021-04-15 00:18:17,915 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.75ms, fps=1205 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.268712, arrival_time=2021-04-15 00:18:34.183716, cost_time=0:00:25.687429 2021-04-15 00:18:20,045 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.50ms, fps=1202 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.123010, arrival_time=2021-04-15 00:18:34.168782, cost_time=0:00:27.818022 2021-04-15 00:18:22,174 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.79ms, fps=1203 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.978568, arrival_time=2021-04-15 00:18:34.152687, cost_time=0:00:29.946485 2021-04-15 00:18:24,293 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.46ms, fps=1209 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.833374, arrival_time=2021-04-15 00:18:34.126371, cost_time=0:00:32.065346 2021-04-15 00:18:26,425 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=6.45ms, fps=1201 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.694604, arrival_time=2021-04-15 00:18:34.120454, cost_time=0:00:34.198178 2021-04-15 00:18:28,546 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.554666, arrival_time=2021-04-15 00:18:34.101309, cost_time=0:00:36.318916 2021-04-15 00:18:30,685 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.41ms, fps=1198 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.418432, arrival_time=2021-04-15 00:18:34.103512, cost_time=0:00:38.457432 2021-04-15 00:18:32,804 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.21ms, fps=1208 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.281360, arrival_time=2021-04-15 00:18:34.085424, cost_time=0:00:40.576442 2021-04-15 00:18:33,956 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.41ms, fps=1181 images/s, loss=0.0031, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:33.955967, cost_time=0:00:41.728396 2021-04-15 00:18:34,924 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.40ms, fps=2647 images/s, loss=0.2783, top1-acc=93.12%, top5-acc=99.53%, remaining_time=0:00:02.901270, arrival_time=2021-04-15 00:18:37.826185, cost_time=0:00:00.967092 2021-04-15 00:18:35,776 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.45ms, fps=3009 images/s, loss=0.2726, top1-acc=93.30%, top5-acc=99.59%, remaining_time=0:00:01.818200, arrival_time=2021-04-15 00:18:37.594218, cost_time=0:00:01.818190 2021-04-15 00:18:36,628 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.39ms, fps=3003 images/s, loss=0.2760, top1-acc=93.28%, top5-acc=99.67%, remaining_time=0:00:00.890320, arrival_time=2021-04-15 00:18:37.519115, cost_time=0:00:02.670973 2021-04-15 00:18:37,408 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.2670, top1-acc=93.41%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:37.408307, cost_time=0:00:03.450494 2021-04-15 00:18:37,744 INFO : Epoch=0181 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:14:28.247807, arrival_time=2021-04-15 00:33:05.992113, cost_time=2:17:51.202776 2021-04-15 00:18:37,745 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 00:18:40,088 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.44ms, fps=1093 images/s, loss=0.0025, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.574964, arrival_time=2021-04-15 00:19:23.663310, cost_time=0:00:02.342742 2021-04-15 00:18:42,200 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.31ms, fps=1212 images/s, loss=0.0025, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.206112, arrival_time=2021-04-15 00:19:21.406958, cost_time=0:00:04.455233 2021-04-15 00:18:44,332 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.444802, arrival_time=2021-04-15 00:19:20.776995, cost_time=0:00:06.586420 2021-04-15 00:18:46,458 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.979140, arrival_time=2021-04-15 00:19:20.437439, cost_time=0:00:08.712608 2021-04-15 00:18:48,578 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=2.00ms, fps=1208 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.632798, arrival_time=2021-04-15 00:19:20.211658, cost_time=0:00:10.833163 2021-04-15 00:18:50,699 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.362672, arrival_time=2021-04-15 00:19:20.062446, cost_time=0:00:12.954150 2021-04-15 00:18:52,826 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.82ms, fps=1204 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.146070, arrival_time=2021-04-15 00:19:19.972804, cost_time=0:00:15.081130 2021-04-15 00:18:54,950 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.83ms, fps=1206 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.946380, arrival_time=2021-04-15 00:19:19.896499, cost_time=0:00:17.204435 2021-04-15 00:18:57,072 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.50ms, fps=1206 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.762652, arrival_time=2021-04-15 00:19:19.835092, cost_time=0:00:19.326802 2021-04-15 00:18:59,208 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.604672, arrival_time=2021-04-15 00:19:19.813456, cost_time=0:00:21.463172 2021-04-15 00:19:01,329 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.30ms, fps=1208 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.438056, arrival_time=2021-04-15 00:19:19.767374, cost_time=0:00:23.583613 2021-04-15 00:19:03,450 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.85ms, fps=1207 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.279808, arrival_time=2021-04-15 00:19:19.730513, cost_time=0:00:25.704997 2021-04-15 00:19:05,584 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.70ms, fps=1200 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.133570, arrival_time=2021-04-15 00:19:19.718124, cost_time=0:00:27.838857 2021-04-15 00:19:07,727 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.91ms, fps=1195 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.992792, arrival_time=2021-04-15 00:19:19.720427, cost_time=0:00:29.981939 2021-04-15 00:19:09,854 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.72ms, fps=1204 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.846806, arrival_time=2021-04-15 00:19:19.701593, cost_time=0:00:32.109085 2021-04-15 00:19:11,972 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.40ms, fps=1209 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.701048, arrival_time=2021-04-15 00:19:19.673598, cost_time=0:00:34.226929 2021-04-15 00:19:14,098 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.559866, arrival_time=2021-04-15 00:19:19.658578, cost_time=0:00:36.353010 2021-04-15 00:19:16,223 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.420304, arrival_time=2021-04-15 00:19:19.644243, cost_time=0:00:38.478332 2021-04-15 00:19:18,349 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.63ms, fps=1204 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.282236, arrival_time=2021-04-15 00:19:19.631956, cost_time=0:00:40.604110 2021-04-15 00:19:19,504 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.82ms, fps=1178 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:19.504214, cost_time=0:00:41.758537 2021-04-15 00:19:20,537 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.32ms, fps=2483 images/s, loss=0.2468, top1-acc=93.67%, top5-acc=99.84%, remaining_time=0:00:03.093420, arrival_time=2021-04-15 00:19:23.630670, cost_time=0:00:01.031140 2021-04-15 00:19:21,386 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.43ms, fps=3015 images/s, loss=0.2550, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:01.880800, arrival_time=2021-04-15 00:19:23.267684, cost_time=0:00:01.880802 2021-04-15 00:19:22,239 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.46ms, fps=3003 images/s, loss=0.2587, top1-acc=93.70%, top5-acc=99.73%, remaining_time=0:00:00.911160, arrival_time=2021-04-15 00:19:23.150767, cost_time=0:00:02.733480 2021-04-15 00:19:23,020 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.09ms, fps=2974 images/s, loss=0.2615, top1-acc=93.49%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:23.020209, cost_time=0:00:03.514140 2021-04-15 00:19:23,350 INFO : Epoch=0182 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:13:42.541518, arrival_time=2021-04-15 00:33:05.891736, cost_time=2:18:36.808680 2021-04-15 00:19:23,351 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 00:19:25,667 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.36ms, fps=1105 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.082436, arrival_time=2021-04-15 00:20:08.750245, cost_time=0:00:02.316262 2021-04-15 00:19:27,801 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.32ms, fps=1200 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.158592, arrival_time=2021-04-15 00:20:06.959983, cost_time=0:00:04.449839 2021-04-15 00:19:29,926 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.47ms, fps=1205 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.382718, arrival_time=2021-04-15 00:20:06.309541, cost_time=0:00:06.575182 2021-04-15 00:19:32,061 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.83ms, fps=1199 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.969000, arrival_time=2021-04-15 00:20:06.030657, cost_time=0:00:08.710013 2021-04-15 00:19:34,198 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.37ms, fps=1198 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.673386, arrival_time=2021-04-15 00:20:05.872054, cost_time=0:00:10.847047 2021-04-15 00:19:36,325 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.407688, arrival_time=2021-04-15 00:20:05.733243, cost_time=0:00:12.973962 2021-04-15 00:19:38,449 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.176562, arrival_time=2021-04-15 00:20:05.626222, cost_time=0:00:15.098105 2021-04-15 00:19:40,574 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.972596, arrival_time=2021-04-15 00:20:05.546765, cost_time=0:00:17.222471 2021-04-15 00:19:42,711 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.53ms, fps=1198 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.801554, arrival_time=2021-04-15 00:20:05.512978, cost_time=0:00:19.359818 2021-04-15 00:19:44,840 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.37ms, fps=1202 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.629632, arrival_time=2021-04-15 00:20:05.470438, cost_time=0:00:21.489245 2021-04-15 00:19:46,970 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.67ms, fps=1202 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.465748, arrival_time=2021-04-15 00:20:05.436345, cost_time=0:00:23.618949 2021-04-15 00:19:49,111 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.58ms, fps=1196 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.314388, arrival_time=2021-04-15 00:20:05.425597, cost_time=0:00:25.759564 2021-04-15 00:19:51,239 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.59ms, fps=1203 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.158518, arrival_time=2021-04-15 00:20:05.398014, cost_time=0:00:27.887944 2021-04-15 00:19:53,362 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.39ms, fps=1206 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.004216, arrival_time=2021-04-15 00:20:05.366512, cost_time=0:00:30.010590 2021-04-15 00:19:55,483 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.44ms, fps=1207 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.853660, arrival_time=2021-04-15 00:20:05.336656, cost_time=0:00:32.131437 2021-04-15 00:19:57,601 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.36ms, fps=1209 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.706196, arrival_time=2021-04-15 00:20:05.307534, cost_time=0:00:34.249787 2021-04-15 00:19:59,719 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.562154, arrival_time=2021-04-15 00:20:05.281712, cost_time=0:00:36.367922 2021-04-15 00:20:01,837 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.46ms, fps=1209 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.420928, arrival_time=2021-04-15 00:20:05.257982, cost_time=0:00:38.485491 2021-04-15 00:20:03,968 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.282632, arrival_time=2021-04-15 00:20:05.250883, cost_time=0:00:40.616697 2021-04-15 00:20:05,125 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.23ms, fps=1176 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:05.125429, cost_time=0:00:41.773876 2021-04-15 00:20:06,139 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.23ms, fps=2529 images/s, loss=0.2762, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:03.037200, arrival_time=2021-04-15 00:20:09.176950, cost_time=0:00:01.012404 2021-04-15 00:20:06,989 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.31ms, fps=3012 images/s, loss=0.2838, top1-acc=92.99%, top5-acc=99.75%, remaining_time=0:00:01.862540, arrival_time=2021-04-15 00:20:08.852415, cost_time=0:00:01.862534 2021-04-15 00:20:07,838 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.32ms, fps=3017 images/s, loss=0.2799, top1-acc=93.35%, top5-acc=99.74%, remaining_time=0:00:00.903810, arrival_time=2021-04-15 00:20:08.742598, cost_time=0:00:02.711440 2021-04-15 00:20:08,623 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.11ms, fps=2957 images/s, loss=0.2715, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:08.623633, cost_time=0:00:03.496299 2021-04-15 00:20:09,055 INFO : Epoch=0183 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:12:56.845566, arrival_time=2021-04-15 00:33:05.901168, cost_time=2:19:22.514048 2021-04-15 00:20:09,057 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 00:20:11,411 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.39ms, fps=1088 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.780680, arrival_time=2021-04-15 00:20:55.192113, cost_time=0:00:02.353804 2021-04-15 00:20:13,546 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.500912, arrival_time=2021-04-15 00:20:53.047286, cost_time=0:00:04.488745 2021-04-15 00:20:15,667 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.70ms, fps=1207 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.575444, arrival_time=2021-04-15 00:20:52.243282, cost_time=0:00:06.610035 2021-04-15 00:20:17,793 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.66ms, fps=1205 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.069464, arrival_time=2021-04-15 00:20:51.862871, cost_time=0:00:08.735741 2021-04-15 00:20:19,921 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.50ms, fps=1203 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.723318, arrival_time=2021-04-15 00:20:51.645171, cost_time=0:00:10.864128 2021-04-15 00:20:22,054 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.45ms, fps=1201 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.458960, arrival_time=2021-04-15 00:20:51.513317, cost_time=0:00:12.996624 2021-04-15 00:20:24,181 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.222930, arrival_time=2021-04-15 00:20:51.404557, cost_time=0:00:15.123849 2021-04-15 00:20:26,303 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.41ms, fps=1207 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.006352, arrival_time=2021-04-15 00:20:51.309738, cost_time=0:00:17.245730 2021-04-15 00:20:28,425 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.811518, arrival_time=2021-04-15 00:20:51.237407, cost_time=0:00:19.368252 2021-04-15 00:20:30,546 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.629056, arrival_time=2021-04-15 00:20:51.175285, cost_time=0:00:21.488594 2021-04-15 00:20:32,683 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.47ms, fps=1198 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.471080, arrival_time=2021-04-15 00:20:51.154597, cost_time=0:00:23.625799 2021-04-15 00:20:34,800 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.46ms, fps=1209 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.303900, arrival_time=2021-04-15 00:20:51.104577, cost_time=0:00:25.743039 2021-04-15 00:20:36,915 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.57ms, fps=1211 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.143338, arrival_time=2021-04-15 00:20:51.059071, cost_time=0:00:27.858101 2021-04-15 00:20:39,040 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.993016, arrival_time=2021-04-15 00:20:51.033199, cost_time=0:00:29.982552 2021-04-15 00:20:41,173 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.34ms, fps=1200 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.848968, arrival_time=2021-04-15 00:20:51.022739, cost_time=0:00:32.116140 2021-04-15 00:20:43,300 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.704720, arrival_time=2021-04-15 00:20:51.005572, cost_time=0:00:34.243222 2021-04-15 00:20:45,428 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.562518, arrival_time=2021-04-15 00:20:50.990639, cost_time=0:00:36.370346 2021-04-15 00:20:47,546 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.38ms, fps=1209 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.421264, arrival_time=2021-04-15 00:20:50.968190, cost_time=0:00:38.489298 2021-04-15 00:20:49,669 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.282482, arrival_time=2021-04-15 00:20:50.952023, cost_time=0:00:40.611896 2021-04-15 00:20:50,817 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.18ms, fps=1185 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:50.817436, cost_time=0:00:41.759813 2021-04-15 00:20:51,831 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.39ms, fps=2529 images/s, loss=0.2586, top1-acc=93.95%, top5-acc=99.77%, remaining_time=0:00:03.036330, arrival_time=2021-04-15 00:20:54.867781, cost_time=0:00:01.012111 2021-04-15 00:20:52,680 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.53ms, fps=3017 images/s, loss=0.2773, top1-acc=93.32%, top5-acc=99.73%, remaining_time=0:00:01.860920, arrival_time=2021-04-15 00:20:54.541189, cost_time=0:00:01.860922 2021-04-15 00:20:53,529 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.36ms, fps=3016 images/s, loss=0.2842, top1-acc=93.16%, top5-acc=99.75%, remaining_time=0:00:00.903390, arrival_time=2021-04-15 00:20:54.432901, cost_time=0:00:02.710177 2021-04-15 00:20:54,306 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=2989 images/s, loss=0.2775, top1-acc=93.45%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:54.306112, cost_time=0:00:03.486790 2021-04-15 00:20:54,635 INFO : Epoch=0184 complete, best val top1-acc=93.54%, top5-acc=99.78% (epoch=178), remaining_time=0:12:11.138608, arrival_time=2021-04-15 00:33:05.774231, cost_time=2:20:08.094061 2021-04-15 00:20:54,637 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 00:20:56,999 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.56ms, fps=1084 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.925016, arrival_time=2021-04-15 00:21:40.924423, cost_time=0:00:02.361562 2021-04-15 00:20:59,130 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.530832, arrival_time=2021-04-15 00:21:38.660789, cost_time=0:00:04.492137 2021-04-15 00:21:01,254 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.43ms, fps=1205 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.611466, arrival_time=2021-04-15 00:21:37.865809, cost_time=0:00:06.616530 2021-04-15 00:21:03,384 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.86ms, fps=1202 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:34.110960, arrival_time=2021-04-15 00:21:37.495296, cost_time=0:00:08.746407 2021-04-15 00:21:05,514 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.760694, arrival_time=2021-04-15 00:21:37.275470, cost_time=0:00:10.876959 2021-04-15 00:21:07,653 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.41ms, fps=1197 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.501120, arrival_time=2021-04-15 00:21:37.154199, cost_time=0:00:13.015182 2021-04-15 00:21:09,777 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.46ms, fps=1205 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.251406, arrival_time=2021-04-15 00:21:37.028985, cost_time=0:00:15.139690 2021-04-15 00:21:11,915 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.49ms, fps=1198 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.052636, arrival_time=2021-04-15 00:21:36.968181, cost_time=0:00:17.277674 2021-04-15 00:21:14,058 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.76ms, fps=1195 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.873104, arrival_time=2021-04-15 00:21:36.931532, cost_time=0:00:19.420537 2021-04-15 00:21:16,183 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.52ms, fps=1205 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.683776, arrival_time=2021-04-15 00:21:36.867250, cost_time=0:00:21.545628 2021-04-15 00:21:18,301 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.48ms, fps=1209 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.500664, arrival_time=2021-04-15 00:21:36.802068, cost_time=0:00:23.663587 2021-04-15 00:21:20,418 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.327764, arrival_time=2021-04-15 00:21:36.746302, cost_time=0:00:25.780725 2021-04-15 00:21:22,539 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.165184, arrival_time=2021-04-15 00:21:36.704161, cost_time=0:00:27.901160 2021-04-15 00:21:24,658 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.58ms, fps=1208 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.008304, arrival_time=2021-04-15 00:21:36.666818, cost_time=0:00:30.020704 2021-04-15 00:21:26,783 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=2.09ms, fps=1205 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.857800, arrival_time=2021-04-15 00:21:36.640755, cost_time=0:00:32.145067 2021-04-15 00:21:28,905 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.710156, arrival_time=2021-04-15 00:21:36.615425, cost_time=0:00:34.267430 2021-04-15 00:21:31,025 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.565144, arrival_time=2021-04-15 00:21:36.590497, cost_time=0:00:36.387538 2021-04-15 00:21:33,150 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.423344, arrival_time=2021-04-15 00:21:36.573711, cost_time=0:00:38.512536 2021-04-15 00:21:35,278 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.283394, arrival_time=2021-04-15 00:21:36.561983, cost_time=0:00:40.640769 2021-04-15 00:21:36,432 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.66ms, fps=1179 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:36.432792, cost_time=0:00:41.794981 2021-04-15 00:21:37,420 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.22ms, fps=2596 images/s, loss=0.2872, top1-acc=93.32%, top5-acc=99.73%, remaining_time=0:00:02.958480, arrival_time=2021-04-15 00:21:40.379346, cost_time=0:00:00.986158 2021-04-15 00:21:38,279 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.33ms, fps=2982 images/s, loss=0.2720, top1-acc=93.65%, top5-acc=99.65%, remaining_time=0:00:01.845000, arrival_time=2021-04-15 00:21:40.124733, cost_time=0:00:01.845000 2021-04-15 00:21:39,135 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.31ms, fps=2993 images/s, loss=0.2702, top1-acc=93.57%, top5-acc=99.70%, remaining_time=0:00:00.900240, arrival_time=2021-04-15 00:21:40.035660, cost_time=0:00:02.700712 2021-04-15 00:21:39,929 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.11ms, fps=2925 images/s, loss=0.2670, top1-acc=93.73%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:39.928950, cost_time=0:00:03.494102 2021-04-15 00:21:40,599 INFO : Epoch=0185 complete, best val top1-acc=93.73%, top5-acc=99.73% (epoch=185), remaining_time=0:11:25.464150, arrival_time=2021-04-15 00:33:06.063667, cost_time=2:20:54.057915 2021-04-15 00:21:40,602 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 00:21:42,897 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.63ms, fps=1115 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.692580, arrival_time=2021-04-15 00:22:25.590061, cost_time=0:00:02.295302 2021-04-15 00:21:45,022 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.901456, arrival_time=2021-04-15 00:22:23.924182, cost_time=0:00:04.420627 2021-04-15 00:21:47,149 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.225848, arrival_time=2021-04-15 00:22:23.374881, cost_time=0:00:06.546845 2021-04-15 00:21:49,273 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.90ms, fps=1205 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.817524, arrival_time=2021-04-15 00:22:23.090800, cost_time=0:00:08.671174 2021-04-15 00:21:51,392 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.507968, arrival_time=2021-04-15 00:22:22.900494, cost_time=0:00:10.790416 2021-04-15 00:21:53,512 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.62ms, fps=1208 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.264072, arrival_time=2021-04-15 00:22:22.776853, cost_time=0:00:12.910594 2021-04-15 00:21:55,637 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.54ms, fps=1205 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.063414, arrival_time=2021-04-15 00:22:22.700772, cost_time=0:00:15.035254 2021-04-15 00:21:57,756 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.873764, arrival_time=2021-04-15 00:22:22.630223, cost_time=0:00:17.154359 2021-04-15 00:21:59,871 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.695342, arrival_time=2021-04-15 00:22:22.567095, cost_time=0:00:19.269658 2021-04-15 00:22:01,995 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.98ms, fps=1206 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.537760, arrival_time=2021-04-15 00:22:22.533394, cost_time=0:00:21.393542 2021-04-15 00:22:04,113 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.34ms, fps=1209 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.381296, arrival_time=2021-04-15 00:22:22.494404, cost_time=0:00:23.511015 2021-04-15 00:22:06,247 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.53ms, fps=1199 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.242340, arrival_time=2021-04-15 00:22:22.490258, cost_time=0:00:25.645757 2021-04-15 00:22:08,377 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.63ms, fps=1203 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.101098, arrival_time=2021-04-15 00:22:22.478065, cost_time=0:00:27.774848 2021-04-15 00:22:10,505 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.57ms, fps=1203 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.961376, arrival_time=2021-04-15 00:22:22.466934, cost_time=0:00:29.903462 2021-04-15 00:22:12,626 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.75ms, fps=1208 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.820632, arrival_time=2021-04-15 00:22:22.446600, cost_time=0:00:32.023851 2021-04-15 00:22:14,747 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.682652, arrival_time=2021-04-15 00:22:22.429846, cost_time=0:00:34.145104 2021-04-15 00:22:16,869 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.546710, arrival_time=2021-04-15 00:22:22.415806, cost_time=0:00:36.266999 2021-04-15 00:22:18,993 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.412544, arrival_time=2021-04-15 00:22:22.405724, cost_time=0:00:38.391039 2021-04-15 00:22:21,125 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.41ms, fps=1201 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.279668, arrival_time=2021-04-15 00:22:22.404667, cost_time=0:00:40.522908 2021-04-15 00:22:22,281 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.29ms, fps=1176 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:22.281431, cost_time=0:00:41.679331 2021-04-15 00:22:23,312 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.22ms, fps=2488 images/s, loss=0.2951, top1-acc=92.85%, top5-acc=99.77%, remaining_time=0:00:03.087180, arrival_time=2021-04-15 00:22:26.399610, cost_time=0:00:01.029062 2021-04-15 00:22:24,161 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.57ms, fps=3016 images/s, loss=0.2929, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:01.878100, arrival_time=2021-04-15 00:22:26.039554, cost_time=0:00:01.878097 2021-04-15 00:22:25,015 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=2.36ms, fps=3000 images/s, loss=0.2830, top1-acc=93.31%, top5-acc=99.77%, remaining_time=0:00:00.910570, arrival_time=2021-04-15 00:22:25.925697, cost_time=0:00:02.731705 2021-04-15 00:22:25,794 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.2652, top1-acc=93.39%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:25.794808, cost_time=0:00:03.511457 2021-04-15 00:22:26,086 INFO : Epoch=0186 complete, best val top1-acc=93.73%, top5-acc=99.73% (epoch=185), remaining_time=0:10:39.750720, arrival_time=2021-04-15 00:33:05.837569, cost_time=2:21:39.545317 2021-04-15 00:22:26,088 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 00:22:28,391 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.34ms, fps=1111 images/s, loss=0.0032, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:42.842310, arrival_time=2021-04-15 00:23:11.233810, cost_time=0:00:02.303348 2021-04-15 00:22:30,517 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.37ms, fps=1204 images/s, loss=0.0030, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:38.978016, arrival_time=2021-04-15 00:23:09.495492, cost_time=0:00:04.429321 2021-04-15 00:22:32,642 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:36.264028, arrival_time=2021-04-15 00:23:08.906097, cost_time=0:00:06.553733 2021-04-15 00:22:34,770 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.91ms, fps=1203 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.859332, arrival_time=2021-04-15 00:23:08.629397, cost_time=0:00:08.681881 2021-04-15 00:22:36,890 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.40ms, fps=1208 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.542278, arrival_time=2021-04-15 00:23:08.432658, cost_time=0:00:10.802146 2021-04-15 00:22:39,012 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.294944, arrival_time=2021-04-15 00:23:08.307376, cost_time=0:00:12.924266 2021-04-15 00:22:41,139 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.092646, arrival_time=2021-04-15 00:23:08.232264, cost_time=0:00:15.051467 2021-04-15 00:22:43,264 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.61ms, fps=1205 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.906128, arrival_time=2021-04-15 00:23:08.170977, cost_time=0:00:17.176607 2021-04-15 00:22:45,397 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.44ms, fps=1201 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.742194, arrival_time=2021-04-15 00:23:08.139741, cost_time=0:00:19.309374 2021-04-15 00:22:47,526 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.39ms, fps=1202 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.581248, arrival_time=2021-04-15 00:23:08.108154, cost_time=0:00:21.438754 2021-04-15 00:22:49,649 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.99ms, fps=1207 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.420340, arrival_time=2021-04-15 00:23:08.069458, cost_time=0:00:23.560924 2021-04-15 00:22:51,773 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.34ms, fps=1206 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.267116, arrival_time=2021-04-15 00:23:08.040228, cost_time=0:00:25.684959 2021-04-15 00:22:53,894 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.38ms, fps=1207 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.117004, arrival_time=2021-04-15 00:23:08.011358, cost_time=0:00:27.806200 2021-04-15 00:22:56,016 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.37ms, fps=1207 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.971064, arrival_time=2021-04-15 00:23:07.987011, cost_time=0:00:29.927719 2021-04-15 00:22:58,133 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.41ms, fps=1209 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.827256, arrival_time=2021-04-15 00:23:07.960786, cost_time=0:00:32.045345 2021-04-15 00:23:00,257 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.33ms, fps=1205 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.688160, arrival_time=2021-04-15 00:23:07.945983, cost_time=0:00:34.169581 2021-04-15 00:23:02,381 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.75ms, fps=1206 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.550792, arrival_time=2021-04-15 00:23:07.932655, cost_time=0:00:36.293620 2021-04-15 00:23:04,510 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.60ms, fps=1203 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.415344, arrival_time=2021-04-15 00:23:07.926042, cost_time=0:00:38.422536 2021-04-15 00:23:06,642 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.32ms, fps=1201 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.280664, arrival_time=2021-04-15 00:23:07.923209, cost_time=0:00:40.554391 2021-04-15 00:23:07,795 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=2.09ms, fps=1181 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:07.795028, cost_time=0:00:41.706747 2021-04-15 00:23:08,772 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.75ms, fps=2626 images/s, loss=0.2829, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:02.924040, arrival_time=2021-04-15 00:23:11.696165, cost_time=0:00:00.974677 2021-04-15 00:23:09,626 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.86ms, fps=2998 images/s, loss=0.2635, top1-acc=93.77%, top5-acc=99.79%, remaining_time=0:00:01.829040, arrival_time=2021-04-15 00:23:11.455577, cost_time=0:00:01.829037 2021-04-15 00:23:10,479 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.51ms, fps=3004 images/s, loss=0.2594, top1-acc=93.88%, top5-acc=99.79%, remaining_time=0:00:00.893930, arrival_time=2021-04-15 00:23:11.373192, cost_time=0:00:02.681801 2021-04-15 00:23:11,262 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.09ms, fps=2962 images/s, loss=0.2672, top1-acc=93.68%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:11.262905, cost_time=0:00:03.465503 2021-04-15 00:23:11,558 INFO : Epoch=0187 complete, best val top1-acc=93.73%, top5-acc=99.73% (epoch=185), remaining_time=0:09:54.038614, arrival_time=2021-04-15 00:33:05.597078, cost_time=2:22:25.016927 2021-04-15 00:23:11,559 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 00:23:13,872 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.51ms, fps=1107 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.013244, arrival_time=2021-04-15 00:23:56.885700, cost_time=0:00:02.312545 2021-04-15 00:23:16,003 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=7.69ms, fps=1201 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.104736, arrival_time=2021-04-15 00:23:55.108345, cost_time=0:00:04.443711 2021-04-15 00:23:18,133 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.41ms, fps=1202 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.371430, arrival_time=2021-04-15 00:23:54.504574, cost_time=0:00:06.573161 2021-04-15 00:23:20,249 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.40ms, fps=1210 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.887568, arrival_time=2021-04-15 00:23:54.136699, cost_time=0:00:08.689134 2021-04-15 00:23:22,372 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.91ms, fps=1206 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.571186, arrival_time=2021-04-15 00:23:53.943243, cost_time=0:00:10.812066 2021-04-15 00:23:24,501 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.334656, arrival_time=2021-04-15 00:23:53.836323, cost_time=0:00:12.941768 2021-04-15 00:23:26,623 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.64ms, fps=1207 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.114444, arrival_time=2021-04-15 00:23:53.737932, cost_time=0:00:15.063584 2021-04-15 00:23:28,749 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=2.54ms, fps=1204 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.924804, arrival_time=2021-04-15 00:23:53.674322, cost_time=0:00:17.189485 2021-04-15 00:23:30,883 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.38ms, fps=1200 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.758730, arrival_time=2021-04-15 00:23:53.642059, cost_time=0:00:19.323409 2021-04-15 00:23:33,001 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.583744, arrival_time=2021-04-15 00:23:53.585056, cost_time=0:00:21.441395 2021-04-15 00:23:35,129 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.427306, arrival_time=2021-04-15 00:23:53.557064, cost_time=0:00:23.569854 2021-04-15 00:23:37,269 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.74ms, fps=1197 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.282544, arrival_time=2021-04-15 00:23:53.551714, cost_time=0:00:25.709269 2021-04-15 00:23:39,390 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.129148, arrival_time=2021-04-15 00:23:53.519263, cost_time=0:00:27.830178 2021-04-15 00:23:41,521 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.60ms, fps=1202 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.984504, arrival_time=2021-04-15 00:23:53.505665, cost_time=0:00:29.961255 2021-04-15 00:23:43,650 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.841056, arrival_time=2021-04-15 00:23:53.491408, cost_time=0:00:32.090342 2021-04-15 00:23:45,769 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.697232, arrival_time=2021-04-15 00:23:53.467123, cost_time=0:00:34.209988 2021-04-15 00:23:47,894 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.557084, arrival_time=2021-04-15 00:23:53.451786, cost_time=0:00:36.334787 2021-04-15 00:23:50,016 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.80ms, fps=1206 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.418400, arrival_time=2021-04-15 00:23:53.435347, cost_time=0:00:38.457035 2021-04-15 00:23:52,148 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.281726, arrival_time=2021-04-15 00:23:53.429696, cost_time=0:00:40.588068 2021-04-15 00:23:53,305 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.48ms, fps=1176 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:53.304993, cost_time=0:00:41.745089 2021-04-15 00:23:54,308 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.35ms, fps=2556 images/s, loss=0.2822, top1-acc=93.16%, top5-acc=99.65%, remaining_time=0:00:03.004080, arrival_time=2021-04-15 00:23:57.312337, cost_time=0:00:01.001362 2021-04-15 00:23:55,157 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.36ms, fps=3017 images/s, loss=0.2827, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:01.850080, arrival_time=2021-04-15 00:23:57.007066, cost_time=0:00:01.850090 2021-04-15 00:23:56,006 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.25ms, fps=3014 images/s, loss=0.2772, top1-acc=93.44%, top5-acc=99.74%, remaining_time=0:00:00.899890, arrival_time=2021-04-15 00:23:56.906446, cost_time=0:00:02.699659 2021-04-15 00:23:56,785 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.08ms, fps=2978 images/s, loss=0.2674, top1-acc=93.49%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:56.785821, cost_time=0:00:03.478954 2021-04-15 00:23:57,098 INFO : Epoch=0188 complete, best val top1-acc=93.73%, top5-acc=99.73% (epoch=185), remaining_time=0:09:08.333436, arrival_time=2021-04-15 00:33:05.432093, cost_time=2:23:10.557123 2021-04-15 00:23:57,099 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 00:23:59,396 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.38ms, fps=1114 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.724200, arrival_time=2021-04-15 00:24:42.121135, cost_time=0:00:02.297002 2021-04-15 00:24:01,517 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.30ms, fps=1207 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.873824, arrival_time=2021-04-15 00:24:40.391232, cost_time=0:00:04.417487 2021-04-15 00:24:03,640 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.54ms, fps=1206 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.191320, arrival_time=2021-04-15 00:24:39.831957, cost_time=0:00:06.540609 2021-04-15 00:24:05,767 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.55ms, fps=1204 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.803016, arrival_time=2021-04-15 00:24:39.570475, cost_time=0:00:08.667434 2021-04-15 00:24:07,894 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.56ms, fps=1204 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.518480, arrival_time=2021-04-15 00:24:39.412507, cost_time=0:00:10.793987 2021-04-15 00:24:10,012 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.68ms, fps=1209 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.268968, arrival_time=2021-04-15 00:24:39.281688, cost_time=0:00:12.912779 2021-04-15 00:24:12,140 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.33ms, fps=1204 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.072234, arrival_time=2021-04-15 00:24:39.212309, cost_time=0:00:15.040145 2021-04-15 00:24:14,263 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.76ms, fps=1206 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.886872, arrival_time=2021-04-15 00:24:39.150199, cost_time=0:00:17.163325 2021-04-15 00:24:16,387 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.715800, arrival_time=2021-04-15 00:24:39.102784, cost_time=0:00:19.287030 2021-04-15 00:24:18,509 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.34ms, fps=1207 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.552640, arrival_time=2021-04-15 00:24:39.061614, cost_time=0:00:21.409031 2021-04-15 00:24:20,636 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.401076, arrival_time=2021-04-15 00:24:39.037273, cost_time=0:00:23.536272 2021-04-15 00:24:22,758 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.250320, arrival_time=2021-04-15 00:24:39.008642, cost_time=0:00:25.658395 2021-04-15 00:24:24,878 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.103012, arrival_time=2021-04-15 00:24:38.981589, cost_time=0:00:27.778642 2021-04-15 00:24:27,001 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.960536, arrival_time=2021-04-15 00:24:38.961820, cost_time=0:00:29.901317 2021-04-15 00:24:29,134 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.36ms, fps=1201 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.823760, arrival_time=2021-04-15 00:24:38.957761, cost_time=0:00:32.033999 2021-04-15 00:24:31,258 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.685676, arrival_time=2021-04-15 00:24:38.944132, cost_time=0:00:34.158494 2021-04-15 00:24:33,374 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.41ms, fps=1210 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.547802, arrival_time=2021-04-15 00:24:38.921832, cost_time=0:00:36.274091 2021-04-15 00:24:35,492 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.39ms, fps=1209 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.412640, arrival_time=2021-04-15 00:24:38.904826, cost_time=0:00:38.392262 2021-04-15 00:24:37,607 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.24ms, fps=1210 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.279188, arrival_time=2021-04-15 00:24:38.886734, cost_time=0:00:40.507614 2021-04-15 00:24:38,759 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.24ms, fps=1181 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:38.759505, cost_time=0:00:41.659575 2021-04-15 00:24:39,737 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=2.21ms, fps=2624 images/s, loss=0.2423, top1-acc=93.67%, top5-acc=99.92%, remaining_time=0:00:02.927040, arrival_time=2021-04-15 00:24:42.664127, cost_time=0:00:00.975679 2021-04-15 00:24:40,587 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.57ms, fps=3010 images/s, loss=0.2716, top1-acc=93.36%, top5-acc=99.86%, remaining_time=0:00:01.826380, arrival_time=2021-04-15 00:24:42.414176, cost_time=0:00:01.826388 2021-04-15 00:24:41,438 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.32ms, fps=3010 images/s, loss=0.2646, top1-acc=93.45%, top5-acc=99.80%, remaining_time=0:00:00.892450, arrival_time=2021-04-15 00:24:42.331215, cost_time=0:00:02.677363 2021-04-15 00:24:42,219 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=2973 images/s, loss=0.2580, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:42.219391, cost_time=0:00:03.458018 2021-04-15 00:24:42,543 INFO : Epoch=0189 complete, best val top1-acc=93.73%, top5-acc=99.73% (epoch=185), remaining_time=0:08:22.624474, arrival_time=2021-04-15 00:33:05.168314, cost_time=2:23:56.002302 2021-04-15 00:24:42,545 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 00:24:44,895 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.35ms, fps=1089 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.707396, arrival_time=2021-04-15 00:25:28.602392, cost_time=0:00:02.349862 2021-04-15 00:24:47,033 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=2.02ms, fps=1197 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.496336, arrival_time=2021-04-15 00:25:26.529700, cost_time=0:00:04.488223 2021-04-15 00:24:49,164 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.627568, arrival_time=2021-04-15 00:25:25.792149, cost_time=0:00:06.619431 2021-04-15 00:24:51,303 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.44ms, fps=1197 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.157448, arrival_time=2021-04-15 00:25:25.460897, cost_time=0:00:08.758319 2021-04-15 00:24:53,434 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.43ms, fps=1202 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.796464, arrival_time=2021-04-15 00:25:25.230774, cost_time=0:00:10.889176 2021-04-15 00:24:55,556 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.493368, arrival_time=2021-04-15 00:25:25.050287, cost_time=0:00:13.011793 2021-04-15 00:24:57,677 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.238428, arrival_time=2021-04-15 00:25:24.916050, cost_time=0:00:15.132491 2021-04-15 00:24:59,802 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=2.16ms, fps=1205 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.022592, arrival_time=2021-04-15 00:25:24.824746, cost_time=0:00:17.256991 2021-04-15 00:25:01,925 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.66ms, fps=1206 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.826146, arrival_time=2021-04-15 00:25:24.752042, cost_time=0:00:19.380670 2021-04-15 00:25:04,050 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.37ms, fps=1205 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.644896, arrival_time=2021-04-15 00:25:24.695152, cost_time=0:00:21.505117 2021-04-15 00:25:06,166 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.51ms, fps=1210 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.467296, arrival_time=2021-04-15 00:25:24.633347, cost_time=0:00:23.620915 2021-04-15 00:25:08,285 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.41ms, fps=1208 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.302380, arrival_time=2021-04-15 00:25:24.588081, cost_time=0:00:25.740553 2021-04-15 00:25:10,403 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.32ms, fps=1209 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.143602, arrival_time=2021-04-15 00:25:24.547325, cost_time=0:00:27.858588 2021-04-15 00:25:12,519 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.40ms, fps=1210 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.989656, arrival_time=2021-04-15 00:25:24.508931, cost_time=0:00:29.974139 2021-04-15 00:25:14,645 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.72ms, fps=1204 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.844138, arrival_time=2021-04-15 00:25:24.489755, cost_time=0:00:32.100444 2021-04-15 00:25:16,770 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.45ms, fps=1205 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.700616, arrival_time=2021-04-15 00:25:24.470651, cost_time=0:00:34.224897 2021-04-15 00:25:18,887 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.56ms, fps=1209 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.558280, arrival_time=2021-04-15 00:25:24.445930, cost_time=0:00:36.342515 2021-04-15 00:25:21,004 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.53ms, fps=1209 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.418640, arrival_time=2021-04-15 00:25:24.423494, cost_time=0:00:38.459717 2021-04-15 00:25:23,123 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.24ms, fps=1209 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.281414, arrival_time=2021-04-15 00:25:24.404703, cost_time=0:00:40.578151 2021-04-15 00:25:24,275 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.29ms, fps=1181 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:24.275021, cost_time=0:00:41.729880 2021-04-15 00:25:25,251 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=2.26ms, fps=2628 images/s, loss=0.2636, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:02.922630, arrival_time=2021-04-15 00:25:28.173820, cost_time=0:00:00.974206 2021-04-15 00:25:26,106 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.38ms, fps=2995 images/s, loss=0.2692, top1-acc=93.55%, top5-acc=99.63%, remaining_time=0:00:01.829320, arrival_time=2021-04-15 00:25:27.935595, cost_time=0:00:01.829319 2021-04-15 00:25:26,957 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.30ms, fps=3008 images/s, loss=0.2747, top1-acc=93.70%, top5-acc=99.61%, remaining_time=0:00:00.893580, arrival_time=2021-04-15 00:25:27.851276, cost_time=0:00:02.680743 2021-04-15 00:25:27,735 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.07ms, fps=2986 images/s, loss=0.2672, top1-acc=93.78%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:27.734987, cost_time=0:00:03.458061 2021-04-15 00:25:28,402 INFO : Epoch=0190 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:07:36.940050, arrival_time=2021-04-15 00:33:05.342674, cost_time=2:24:41.861029 2021-04-15 00:25:28,404 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 00:25:30,680 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.38ms, fps=1125 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.330624, arrival_time=2021-04-15 00:26:13.010795, cost_time=0:00:02.275838 2021-04-15 00:25:32,804 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.716304, arrival_time=2021-04-15 00:26:11.520281, cost_time=0:00:04.399580 2021-04-15 00:25:34,930 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.108818, arrival_time=2021-04-15 00:26:11.038839, cost_time=0:00:06.525694 2021-04-15 00:25:37,056 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.744672, arrival_time=2021-04-15 00:26:10.801470, cost_time=0:00:08.652461 2021-04-15 00:25:39,187 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.486360, arrival_time=2021-04-15 00:26:10.673779, cost_time=0:00:10.783009 2021-04-15 00:25:41,327 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.55ms, fps=1196 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.292768, arrival_time=2021-04-15 00:26:10.620387, cost_time=0:00:12.923289 2021-04-15 00:25:43,450 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.35ms, fps=1206 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.082818, arrival_time=2021-04-15 00:26:10.533180, cost_time=0:00:15.046016 2021-04-15 00:25:45,572 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.18ms, fps=1207 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.893484, arrival_time=2021-04-15 00:26:10.465815, cost_time=0:00:17.167933 2021-04-15 00:25:47,696 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.99ms, fps=1205 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.722054, arrival_time=2021-04-15 00:26:10.418653, cost_time=0:00:19.292273 2021-04-15 00:25:49,828 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.43ms, fps=1201 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.567424, arrival_time=2021-04-15 00:26:10.396293, cost_time=0:00:21.424446 2021-04-15 00:25:51,953 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.410880, arrival_time=2021-04-15 00:26:10.364140, cost_time=0:00:23.548773 2021-04-15 00:25:54,076 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.258756, arrival_time=2021-04-15 00:26:10.334993, cost_time=0:00:25.671709 2021-04-15 00:25:56,209 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.116542, arrival_time=2021-04-15 00:26:10.326197, cost_time=0:00:27.805246 2021-04-15 00:25:58,328 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.42ms, fps=1209 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.969440, arrival_time=2021-04-15 00:26:10.297399, cost_time=0:00:29.923627 2021-04-15 00:26:00,445 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.826014, arrival_time=2021-04-15 00:26:10.271687, cost_time=0:00:32.041340 2021-04-15 00:26:02,567 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.40ms, fps=1207 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.686684, arrival_time=2021-04-15 00:26:10.254069, cost_time=0:00:34.162966 2021-04-15 00:26:04,697 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.40ms, fps=1202 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.550766, arrival_time=2021-04-15 00:26:10.248549, cost_time=0:00:36.293386 2021-04-15 00:26:06,829 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.415520, arrival_time=2021-04-15 00:26:10.244479, cost_time=0:00:38.424636 2021-04-15 00:26:08,952 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.280454, arrival_time=2021-04-15 00:26:10.232428, cost_time=0:00:40.547641 2021-04-15 00:26:10,102 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.19ms, fps=1182 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:10.102821, cost_time=0:00:41.698500 2021-04-15 00:26:11,067 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.21ms, fps=2660 images/s, loss=0.2720, top1-acc=93.28%, top5-acc=99.84%, remaining_time=0:00:02.887380, arrival_time=2021-04-15 00:26:13.954431, cost_time=0:00:00.962460 2021-04-15 00:26:11,916 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.79ms, fps=3013 images/s, loss=0.2702, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:01.812340, arrival_time=2021-04-15 00:26:13.729259, cost_time=0:00:01.812340 2021-04-15 00:26:12,766 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.30ms, fps=3015 images/s, loss=0.2684, top1-acc=93.46%, top5-acc=99.73%, remaining_time=0:00:00.887240, arrival_time=2021-04-15 00:26:13.653563, cost_time=0:00:02.661733 2021-04-15 00:26:13,546 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=2974 images/s, loss=0.2582, top1-acc=93.47%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:13.546708, cost_time=0:00:03.442144 2021-04-15 00:26:13,862 INFO : Epoch=0191 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:06:51.235029, arrival_time=2021-04-15 00:33:05.097656, cost_time=2:25:27.321086 2021-04-15 00:26:13,863 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 00:26:16,159 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.30ms, fps=1115 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.696858, arrival_time=2021-04-15 00:26:58.856314, cost_time=0:00:02.295532 2021-04-15 00:26:18,290 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.95ms, fps=1201 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.957248, arrival_time=2021-04-15 00:26:57.248173, cost_time=0:00:04.426961 2021-04-15 00:26:20,416 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.258052, arrival_time=2021-04-15 00:26:56.674800, cost_time=0:00:06.552645 2021-04-15 00:26:22,552 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.39ms, fps=1199 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.885540, arrival_time=2021-04-15 00:26:56.438073, cost_time=0:00:08.688584 2021-04-15 00:26:24,670 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.48ms, fps=1209 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.556002, arrival_time=2021-04-15 00:26:56.226848, cost_time=0:00:10.806839 2021-04-15 00:26:26,786 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.49ms, fps=1210 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.290864, arrival_time=2021-04-15 00:26:56.077263, cost_time=0:00:12.922459 2021-04-15 00:26:28,904 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.44ms, fps=1209 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.073242, arrival_time=2021-04-15 00:26:55.977862, cost_time=0:00:15.040703 2021-04-15 00:26:31,025 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.39ms, fps=1207 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.884320, arrival_time=2021-04-15 00:26:55.909938, cost_time=0:00:17.161636 2021-04-15 00:26:33,148 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.712726, arrival_time=2021-04-15 00:26:55.861112, cost_time=0:00:19.284416 2021-04-15 00:26:35,266 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.37ms, fps=1209 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.546208, arrival_time=2021-04-15 00:26:55.812449, cost_time=0:00:21.402328 2021-04-15 00:26:37,382 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.42ms, fps=1210 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.387316, arrival_time=2021-04-15 00:26:55.769915, cost_time=0:00:23.518689 2021-04-15 00:26:39,505 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.239832, arrival_time=2021-04-15 00:26:55.745596, cost_time=0:00:25.641846 2021-04-15 00:26:41,634 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.098854, arrival_time=2021-04-15 00:26:55.733226, cost_time=0:00:27.770451 2021-04-15 00:26:43,760 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.36ms, fps=1205 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.958352, arrival_time=2021-04-15 00:26:55.718407, cost_time=0:00:29.895838 2021-04-15 00:26:45,891 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.38ms, fps=1202 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.821690, arrival_time=2021-04-15 00:26:55.712934, cost_time=0:00:32.027272 2021-04-15 00:26:48,025 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.90ms, fps=1200 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.686360, arrival_time=2021-04-15 00:26:55.711954, cost_time=0:00:34.161666 2021-04-15 00:26:50,145 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.548946, arrival_time=2021-04-15 00:26:55.694514, cost_time=0:00:36.281652 2021-04-15 00:26:52,271 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.66ms, fps=1204 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.414016, arrival_time=2021-04-15 00:26:55.685605, cost_time=0:00:38.407638 2021-04-15 00:26:54,397 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.32ms, fps=1205 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.279992, arrival_time=2021-04-15 00:26:55.677012, cost_time=0:00:40.533071 2021-04-15 00:26:55,546 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.23ms, fps=1184 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:55.546010, cost_time=0:00:41.682105 2021-04-15 00:26:56,535 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.86ms, fps=2591 images/s, loss=0.2310, top1-acc=94.18%, top5-acc=99.84%, remaining_time=0:00:02.964000, arrival_time=2021-04-15 00:26:59.499800, cost_time=0:00:00.987997 2021-04-15 00:26:57,388 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.33ms, fps=3003 images/s, loss=0.2517, top1-acc=93.79%, top5-acc=99.79%, remaining_time=0:00:01.840700, arrival_time=2021-04-15 00:26:59.229208, cost_time=0:00:01.840697 2021-04-15 00:26:58,238 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.33ms, fps=3014 images/s, loss=0.2568, top1-acc=93.70%, top5-acc=99.78%, remaining_time=0:00:00.896770, arrival_time=2021-04-15 00:26:59.134911, cost_time=0:00:02.690303 2021-04-15 00:26:59,017 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.09ms, fps=2977 images/s, loss=0.2537, top1-acc=93.67%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:59.017726, cost_time=0:00:03.469950 2021-04-15 00:26:59,339 INFO : Epoch=0192 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:06:05.533232, arrival_time=2021-04-15 00:33:04.872350, cost_time=2:26:12.797587 2021-04-15 00:26:59,340 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 00:27:01,638 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.37ms, fps=1114 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.740754, arrival_time=2021-04-15 00:27:44.379036, cost_time=0:00:02.297888 2021-04-15 00:27:03,762 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.916592, arrival_time=2021-04-15 00:27:42.679310, cost_time=0:00:04.422342 2021-04-15 00:27:05,897 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.42ms, fps=1199 images/s, loss=0.0023, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.282786, arrival_time=2021-04-15 00:27:42.180379, cost_time=0:00:06.557126 2021-04-15 00:27:08,022 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.38ms, fps=1205 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.859800, arrival_time=2021-04-15 00:27:41.882338, cost_time=0:00:08.682000 2021-04-15 00:27:10,140 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.59ms, fps=1209 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.535270, arrival_time=2021-04-15 00:27:41.675467, cost_time=0:00:10.799731 2021-04-15 00:27:12,260 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.29ms, fps=1208 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.284744, arrival_time=2021-04-15 00:27:41.544874, cost_time=0:00:12.919752 2021-04-15 00:27:14,405 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.41ms, fps=1194 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.116838, arrival_time=2021-04-15 00:27:41.522229, cost_time=0:00:15.064929 2021-04-15 00:27:16,525 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.44ms, fps=1208 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.917728, arrival_time=2021-04-15 00:27:41.442764, cost_time=0:00:17.184659 2021-04-15 00:27:18,648 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.57ms, fps=1206 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.740498, arrival_time=2021-04-15 00:27:41.388814, cost_time=0:00:19.307939 2021-04-15 00:27:20,770 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.572512, arrival_time=2021-04-15 00:27:41.342654, cost_time=0:00:21.429703 2021-04-15 00:27:22,898 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.417932, arrival_time=2021-04-15 00:27:41.316174, cost_time=0:00:23.557818 2021-04-15 00:27:25,016 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.36ms, fps=1209 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.261720, arrival_time=2021-04-15 00:27:41.278547, cost_time=0:00:25.676455 2021-04-15 00:27:27,142 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.115090, arrival_time=2021-04-15 00:27:41.257857, cost_time=0:00:27.802398 2021-04-15 00:27:29,269 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.971792, arrival_time=2021-04-15 00:27:41.241638, cost_time=0:00:29.929471 2021-04-15 00:27:31,394 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.829970, arrival_time=2021-04-15 00:27:41.224639, cost_time=0:00:32.054298 2021-04-15 00:27:33,522 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.47ms, fps=1203 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.690932, arrival_time=2021-04-15 00:27:41.213386, cost_time=0:00:34.181938 2021-04-15 00:27:35,642 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.52ms, fps=1208 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.552092, arrival_time=2021-04-15 00:27:41.194672, cost_time=0:00:36.302185 2021-04-15 00:27:37,775 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.35ms, fps=1201 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.416416, arrival_time=2021-04-15 00:27:41.191469, cost_time=0:00:38.434640 2021-04-15 00:27:39,906 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.54ms, fps=1201 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.281036, arrival_time=2021-04-15 00:27:41.187622, cost_time=0:00:40.566213 2021-04-15 00:27:41,059 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.22ms, fps=1180 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:41.059339, cost_time=0:00:41.718925 2021-04-15 00:27:42,089 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.29ms, fps=2491 images/s, loss=0.2709, top1-acc=93.44%, top5-acc=99.73%, remaining_time=0:00:03.082980, arrival_time=2021-04-15 00:27:45.172875, cost_time=0:00:01.027658 2021-04-15 00:27:42,942 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.38ms, fps=3005 images/s, loss=0.2744, top1-acc=93.34%, top5-acc=99.71%, remaining_time=0:00:01.879980, arrival_time=2021-04-15 00:27:44.822210, cost_time=0:00:01.879984 2021-04-15 00:27:43,795 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=2.04ms, fps=3003 images/s, loss=0.2762, top1-acc=93.40%, top5-acc=99.69%, remaining_time=0:00:00.910890, arrival_time=2021-04-15 00:27:44.705843, cost_time=0:00:02.732659 2021-04-15 00:27:44,583 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.11ms, fps=2944 images/s, loss=0.2631, top1-acc=93.48%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:44.583332, cost_time=0:00:03.521061 2021-04-15 00:27:44,935 INFO : Epoch=0193 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:05:19.838106, arrival_time=2021-04-15 00:33:04.773191, cost_time=2:26:58.393548 2021-04-15 00:27:44,936 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 00:27:47,260 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.54ms, fps=1101 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.236072, arrival_time=2021-04-15 00:28:30.496955, cost_time=0:00:02.324520 2021-04-15 00:27:49,379 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.66ms, fps=1209 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.099984, arrival_time=2021-04-15 00:28:28.479536, cost_time=0:00:04.443183 2021-04-15 00:27:51,507 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.40ms, fps=1203 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.359478, arrival_time=2021-04-15 00:28:27.866925, cost_time=0:00:06.570993 2021-04-15 00:27:53,634 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.43ms, fps=1204 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.919704, arrival_time=2021-04-15 00:28:27.553615, cost_time=0:00:08.697365 2021-04-15 00:27:55,754 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.50ms, fps=1208 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.587684, arrival_time=2021-04-15 00:28:27.341765, cost_time=0:00:10.817693 2021-04-15 00:27:57,878 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.57ms, fps=1205 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.335608, arrival_time=2021-04-15 00:28:27.214251, cost_time=0:00:12.942191 2021-04-15 00:28:00,005 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.52ms, fps=1204 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.125028, arrival_time=2021-04-15 00:28:27.130862, cost_time=0:00:15.069465 2021-04-15 00:28:02,141 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.946960, arrival_time=2021-04-15 00:28:27.088118, cost_time=0:00:17.204794 2021-04-15 00:28:04,271 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.65ms, fps=1202 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.772298, arrival_time=2021-04-15 00:28:27.043713, cost_time=0:00:19.334985 2021-04-15 00:28:06,404 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.65ms, fps=1201 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.608992, arrival_time=2021-04-15 00:28:27.013137, cost_time=0:00:21.467710 2021-04-15 00:28:08,530 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.446054, arrival_time=2021-04-15 00:28:26.976249, cost_time=0:00:23.593778 2021-04-15 00:28:10,661 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.56ms, fps=1202 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.292272, arrival_time=2021-04-15 00:28:26.953340, cost_time=0:00:25.724699 2021-04-15 00:28:12,784 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.138256, arrival_time=2021-04-15 00:28:26.922681, cost_time=0:00:27.848054 2021-04-15 00:28:14,914 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.54ms, fps=1202 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.991280, arrival_time=2021-04-15 00:28:26.905890, cost_time=0:00:29.978239 2021-04-15 00:28:17,044 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.53ms, fps=1202 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.846622, arrival_time=2021-04-15 00:28:26.891529, cost_time=0:00:32.108539 2021-04-15 00:28:19,170 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.72ms, fps=1204 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.702740, arrival_time=2021-04-15 00:28:26.873537, cost_time=0:00:34.234347 2021-04-15 00:28:21,306 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.54ms, fps=1199 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.562518, arrival_time=2021-04-15 00:28:26.869174, cost_time=0:00:36.370235 2021-04-15 00:28:23,433 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.74ms, fps=1204 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.421904, arrival_time=2021-04-15 00:28:26.854872, cost_time=0:00:38.496480 2021-04-15 00:28:25,567 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.70ms, fps=1199 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.283100, arrival_time=2021-04-15 00:28:26.850985, cost_time=0:00:40.631422 2021-04-15 00:28:26,717 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.45ms, fps=1183 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:26.717727, cost_time=0:00:41.781355 2021-04-15 00:28:27,721 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=2.05ms, fps=2557 images/s, loss=0.2946, top1-acc=93.24%, top5-acc=99.73%, remaining_time=0:00:03.003300, arrival_time=2021-04-15 00:28:30.724828, cost_time=0:00:01.001098 2021-04-15 00:28:28,576 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.40ms, fps=2998 images/s, loss=0.2918, top1-acc=92.83%, top5-acc=99.79%, remaining_time=0:00:01.855480, arrival_time=2021-04-15 00:28:30.431417, cost_time=0:00:01.855470 2021-04-15 00:28:29,426 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.59ms, fps=3012 images/s, loss=0.2833, top1-acc=93.16%, top5-acc=99.74%, remaining_time=0:00:00.902030, arrival_time=2021-04-15 00:28:30.328518, cost_time=0:00:02.706094 2021-04-15 00:28:30,205 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.08ms, fps=2981 images/s, loss=0.2705, top1-acc=93.43%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:30.205078, cost_time=0:00:03.484720 2021-04-15 00:28:30,501 INFO : Epoch=0194 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:04:34.143108, arrival_time=2021-04-15 00:33:04.645049, cost_time=2:27:43.960399 2021-04-15 00:28:30,503 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 00:28:32,845 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.35ms, fps=1093 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.559154, arrival_time=2021-04-15 00:29:16.404389, cost_time=0:00:02.341893 2021-04-15 00:28:34,964 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:39.255744, arrival_time=2021-04-15 00:29:14.219953, cost_time=0:00:04.460880 2021-04-15 00:28:37,101 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.60ms, fps=1198 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.507716, arrival_time=2021-04-15 00:29:13.608972, cost_time=0:00:06.597769 2021-04-15 00:28:39,228 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.73ms, fps=1204 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.025784, arrival_time=2021-04-15 00:29:13.253794, cost_time=0:00:08.724551 2021-04-15 00:28:41,351 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.676890, arrival_time=2021-04-15 00:29:13.028464, cost_time=0:00:10.848237 2021-04-15 00:28:43,480 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.76ms, fps=1203 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.413264, arrival_time=2021-04-15 00:29:12.893203, cost_time=0:00:12.976436 2021-04-15 00:28:45,615 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.43ms, fps=1199 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.202266, arrival_time=2021-04-15 00:29:12.817994, cost_time=0:00:15.112393 2021-04-15 00:28:47,746 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.55ms, fps=1202 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.002872, arrival_time=2021-04-15 00:29:12.749604, cost_time=0:00:17.243393 2021-04-15 00:28:49,889 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.56ms, fps=1195 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.832188, arrival_time=2021-04-15 00:29:12.721463, cost_time=0:00:19.385858 2021-04-15 00:28:52,023 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.50ms, fps=1200 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.658720, arrival_time=2021-04-15 00:29:12.681654, cost_time=0:00:21.519545 2021-04-15 00:28:54,156 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.57ms, fps=1200 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.492150, arrival_time=2021-04-15 00:29:12.648232, cost_time=0:00:23.652715 2021-04-15 00:28:56,275 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.38ms, fps=1208 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.322520, arrival_time=2021-04-15 00:29:12.598232, cost_time=0:00:25.772380 2021-04-15 00:28:58,405 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.42ms, fps=1202 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.165778, arrival_time=2021-04-15 00:29:12.571446, cost_time=0:00:27.902305 2021-04-15 00:29:00,527 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.96ms, fps=1207 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.009536, arrival_time=2021-04-15 00:29:12.536875, cost_time=0:00:30.023854 2021-04-15 00:29:02,659 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.38ms, fps=1201 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.861158, arrival_time=2021-04-15 00:29:12.520465, cost_time=0:00:32.155879 2021-04-15 00:29:04,788 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.39ms, fps=1203 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.714044, arrival_time=2021-04-15 00:29:12.502084, cost_time=0:00:34.284623 2021-04-15 00:29:06,907 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.33ms, fps=1208 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.567692, arrival_time=2021-04-15 00:29:12.475387, cost_time=0:00:36.404126 2021-04-15 00:29:09,040 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.67ms, fps=1201 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.425472, arrival_time=2021-04-15 00:29:12.465517, cost_time=0:00:38.536627 2021-04-15 00:29:11,165 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.66ms, fps=1205 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.284072, arrival_time=2021-04-15 00:29:12.449705, cost_time=0:00:40.662260 2021-04-15 00:29:12,321 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.35ms, fps=1177 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:12.321427, cost_time=0:00:41.818092 2021-04-15 00:29:13,288 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.23ms, fps=2652 images/s, loss=0.2617, top1-acc=93.40%, top5-acc=99.77%, remaining_time=0:00:02.896320, arrival_time=2021-04-15 00:29:16.185102, cost_time=0:00:00.965440 2021-04-15 00:29:14,140 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.33ms, fps=3006 images/s, loss=0.2792, top1-acc=93.32%, top5-acc=99.82%, remaining_time=0:00:01.817300, arrival_time=2021-04-15 00:29:15.958029, cost_time=0:00:01.817307 2021-04-15 00:29:14,993 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.66ms, fps=3005 images/s, loss=0.2748, top1-acc=93.53%, top5-acc=99.75%, remaining_time=0:00:00.889870, arrival_time=2021-04-15 00:29:15.882855, cost_time=0:00:02.669620 2021-04-15 00:29:15,772 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=2977 images/s, loss=0.2692, top1-acc=93.51%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:15.772639, cost_time=0:00:03.449312 2021-04-15 00:29:16,099 INFO : Epoch=0195 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:03:48.450200, arrival_time=2021-04-15 00:33:04.549441, cost_time=2:28:29.557704 2021-04-15 00:29:16,100 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 00:29:18,411 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.40ms, fps=1108 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:42.977532, arrival_time=2021-04-15 00:30:01.388777, cost_time=0:00:02.310616 2021-04-15 00:29:20,537 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.58ms, fps=1204 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.044192, arrival_time=2021-04-15 00:29:59.581669, cost_time=0:00:04.436846 2021-04-15 00:29:22,666 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:36.329266, arrival_time=2021-04-15 00:29:58.995506, cost_time=0:00:06.565527 2021-04-15 00:29:24,797 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.84ms, fps=1202 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:33.917208, arrival_time=2021-04-15 00:29:58.714634, cost_time=0:00:08.696713 2021-04-15 00:29:26,928 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=2.33ms, fps=1201 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.618052, arrival_time=2021-04-15 00:29:58.546871, cost_time=0:00:10.828084 2021-04-15 00:29:29,052 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.357776, arrival_time=2021-04-15 00:29:58.410373, cost_time=0:00:12.951933 2021-04-15 00:29:31,183 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.61ms, fps=1201 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.149598, arrival_time=2021-04-15 00:29:58.333342, cost_time=0:00:15.083125 2021-04-15 00:29:33,306 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.51ms, fps=1206 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.947888, arrival_time=2021-04-15 00:29:58.253955, cost_time=0:00:17.205441 2021-04-15 00:29:35,431 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.767846, arrival_time=2021-04-15 00:29:58.199747, cost_time=0:00:19.331194 2021-04-15 00:29:37,558 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.599392, arrival_time=2021-04-15 00:29:58.157706, cost_time=0:00:21.457677 2021-04-15 00:29:39,686 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.53ms, fps=1203 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.439432, arrival_time=2021-04-15 00:29:58.125423, cost_time=0:00:23.585367 2021-04-15 00:29:41,810 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.283000, arrival_time=2021-04-15 00:29:58.093621, cost_time=0:00:25.709956 2021-04-15 00:29:43,939 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.31ms, fps=1203 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.133702, arrival_time=2021-04-15 00:29:58.073471, cost_time=0:00:27.839152 2021-04-15 00:29:46,079 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.84ms, fps=1197 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.991448, arrival_time=2021-04-15 00:29:58.070673, cost_time=0:00:29.978606 2021-04-15 00:29:48,204 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.91ms, fps=1205 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.845196, arrival_time=2021-04-15 00:29:58.049889, cost_time=0:00:32.103968 2021-04-15 00:29:50,329 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.49ms, fps=1205 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.701372, arrival_time=2021-04-15 00:29:58.030323, cost_time=0:00:34.228307 2021-04-15 00:29:52,458 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.560568, arrival_time=2021-04-15 00:29:58.018777, cost_time=0:00:36.357479 2021-04-15 00:29:54,586 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.420960, arrival_time=2021-04-15 00:29:58.007459, cost_time=0:00:38.485874 2021-04-15 00:29:56,712 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.23ms, fps=1204 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.282482, arrival_time=2021-04-15 00:29:57.995029, cost_time=0:00:40.611911 2021-04-15 00:29:57,860 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.26ms, fps=1185 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:57.860535, cost_time=0:00:41.759898 2021-04-15 00:29:58,890 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.21ms, fps=2489 images/s, loss=0.2748, top1-acc=93.01%, top5-acc=99.69%, remaining_time=0:00:03.085020, arrival_time=2021-04-15 00:30:01.975834, cost_time=0:00:01.028344 2021-04-15 00:29:59,739 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.39ms, fps=3016 images/s, loss=0.2826, top1-acc=93.03%, top5-acc=99.75%, remaining_time=0:00:01.877480, arrival_time=2021-04-15 00:30:01.617423, cost_time=0:00:01.877471 2021-04-15 00:30:00,588 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.34ms, fps=3017 images/s, loss=0.2726, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:00.908750, arrival_time=2021-04-15 00:30:01.497472, cost_time=0:00:02.726243 2021-04-15 00:30:01,365 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=2987 images/s, loss=0.2678, top1-acc=93.45%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:01.365606, cost_time=0:00:03.503163 2021-04-15 00:30:01,660 INFO : Epoch=0196 complete, best val top1-acc=93.78%, top5-acc=99.66% (epoch=190), remaining_time=0:03:02.757532, arrival_time=2021-04-15 00:33:04.418112, cost_time=2:29:15.119043 2021-04-15 00:30:01,661 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 00:30:03,935 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.29ms, fps=1126 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.291006, arrival_time=2021-04-15 00:30:46.226575, cost_time=0:00:02.273708 2021-04-15 00:30:06,054 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.43ms, fps=1208 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.655056, arrival_time=2021-04-15 00:30:44.709544, cost_time=0:00:04.392622 2021-04-15 00:30:08,178 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.40ms, fps=1206 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:36.058022, arrival_time=2021-04-15 00:30:44.236390, cost_time=0:00:06.516506 2021-04-15 00:30:10,307 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.62ms, fps=1203 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.718152, arrival_time=2021-04-15 00:30:44.025694, cost_time=0:00:08.645677 2021-04-15 00:30:12,427 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.52ms, fps=1208 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.436136, arrival_time=2021-04-15 00:30:43.863793, cost_time=0:00:10.765797 2021-04-15 00:30:14,550 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.214024, arrival_time=2021-04-15 00:30:43.764454, cost_time=0:00:12.888565 2021-04-15 00:30:16,688 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.81ms, fps=1198 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.047286, arrival_time=2021-04-15 00:30:43.735425, cost_time=0:00:15.026278 2021-04-15 00:30:18,820 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.48ms, fps=1201 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.879564, arrival_time=2021-04-15 00:30:43.699748, cost_time=0:00:17.158299 2021-04-15 00:30:20,946 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.712726, arrival_time=2021-04-15 00:30:43.659018, cost_time=0:00:19.284369 2021-04-15 00:30:23,071 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.553312, arrival_time=2021-04-15 00:30:43.624982, cost_time=0:00:21.409735 2021-04-15 00:30:25,193 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.42ms, fps=1207 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.397378, arrival_time=2021-04-15 00:30:43.590812, cost_time=0:00:23.531568 2021-04-15 00:30:27,310 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.43ms, fps=1209 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.244164, arrival_time=2021-04-15 00:30:43.554685, cost_time=0:00:25.648646 2021-04-15 00:30:29,430 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.52ms, fps=1208 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.097864, arrival_time=2021-04-15 00:30:43.528279, cost_time=0:00:27.768557 2021-04-15 00:30:31,557 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.42ms, fps=1204 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.958296, arrival_time=2021-04-15 00:30:43.515939, cost_time=0:00:29.895782 2021-04-15 00:30:33,685 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.38ms, fps=1204 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.820448, arrival_time=2021-04-15 00:30:43.505500, cost_time=0:00:32.023186 2021-04-15 00:30:35,810 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.683372, arrival_time=2021-04-15 00:30:43.493643, cost_time=0:00:34.148372 2021-04-15 00:30:37,936 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.35ms, fps=1204 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.547932, arrival_time=2021-04-15 00:30:43.484817, cost_time=0:00:36.275023 2021-04-15 00:30:40,060 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.43ms, fps=1206 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.413168, arrival_time=2021-04-15 00:30:43.473243, cost_time=0:00:38.398209 2021-04-15 00:30:42,180 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.22ms, fps=1208 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.279530, arrival_time=2021-04-15 00:30:43.459794, cost_time=0:00:40.518414 2021-04-15 00:30:43,331 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.27ms, fps=1182 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:43.331610, cost_time=0:00:41.669750 2021-04-15 00:30:44,324 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.33ms, fps=2584 images/s, loss=0.2289, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:02.972130, arrival_time=2021-04-15 00:30:47.296468, cost_time=0:00:00.990710 2021-04-15 00:30:45,171 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.35ms, fps=3022 images/s, loss=0.2643, top1-acc=93.75%, top5-acc=99.79%, remaining_time=0:00:01.838140, arrival_time=2021-04-15 00:30:47.009903, cost_time=0:00:01.838138 2021-04-15 00:30:46,021 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.27ms, fps=3015 images/s, loss=0.2638, top1-acc=93.72%, top5-acc=99.79%, remaining_time=0:00:00.895810, arrival_time=2021-04-15 00:30:46.916877, cost_time=0:00:02.687435 2021-04-15 00:30:46,801 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=2975 images/s, loss=0.2631, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:46.801090, cost_time=0:00:03.467492 2021-04-15 00:30:47,406 INFO : Epoch=0197 complete, best val top1-acc=93.81%, top5-acc=99.79% (epoch=197), remaining_time=0:02:17.069004, arrival_time=2021-04-15 00:33:04.475147, cost_time=2:30:00.864564 2021-04-15 00:30:47,408 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 00:30:49,719 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=13.49ms, fps=1108 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.984972, arrival_time=2021-04-15 00:31:32.704201, cost_time=0:00:02.311020 2021-04-15 00:30:51,854 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.58ms, fps=1199 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.122512, arrival_time=2021-04-15 00:31:30.976469, cost_time=0:00:04.445745 2021-04-15 00:30:53,986 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.42ms, fps=1201 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:36.397160, arrival_time=2021-04-15 00:31:30.383351, cost_time=0:00:06.577813 2021-04-15 00:30:56,108 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.45ms, fps=1206 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.931872, arrival_time=2021-04-15 00:31:30.040597, cost_time=0:00:08.700490 2021-04-15 00:30:58,234 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.99ms, fps=1205 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.612650, arrival_time=2021-04-15 00:31:29.847285, cost_time=0:00:10.826258 2021-04-15 00:31:00,377 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.49ms, fps=1196 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.395856, arrival_time=2021-04-15 00:31:29.772872, cost_time=0:00:12.968784 2021-04-15 00:31:02,521 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.58ms, fps=1194 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.204408, arrival_time=2021-04-15 00:31:29.726266, cost_time=0:00:15.113553 2021-04-15 00:31:04,671 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.64ms, fps=1191 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.031872, arrival_time=2021-04-15 00:31:29.703569, cost_time=0:00:17.263326 2021-04-15 00:31:06,800 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.30ms, fps=1203 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.839714, arrival_time=2021-04-15 00:31:29.640127, cost_time=0:00:19.392200 2021-04-15 00:31:08,926 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.48ms, fps=1204 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.657280, arrival_time=2021-04-15 00:31:29.583574, cost_time=0:00:21.517991 2021-04-15 00:31:11,058 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.37ms, fps=1201 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.490516, arrival_time=2021-04-15 00:31:29.549428, cost_time=0:00:23.650702 2021-04-15 00:31:13,190 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.50ms, fps=1201 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.328448, arrival_time=2021-04-15 00:31:29.518461, cost_time=0:00:25.781802 2021-04-15 00:31:15,325 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.49ms, fps=1199 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.173500, arrival_time=2021-04-15 00:31:29.499317, cost_time=0:00:27.917520 2021-04-15 00:31:17,445 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.36ms, fps=1208 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.014856, arrival_time=2021-04-15 00:31:29.460276, cost_time=0:00:30.037206 2021-04-15 00:31:19,563 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.35ms, fps=1209 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.860928, arrival_time=2021-04-15 00:31:29.424273, cost_time=0:00:32.155137 2021-04-15 00:31:21,691 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.45ms, fps=1203 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.713612, arrival_time=2021-04-15 00:31:29.404605, cost_time=0:00:34.282778 2021-04-15 00:31:23,810 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.567432, arrival_time=2021-04-15 00:31:29.378074, cost_time=0:00:36.402433 2021-04-15 00:31:25,938 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.51ms, fps=1203 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.424912, arrival_time=2021-04-15 00:31:29.363435, cost_time=0:00:38.530314 2021-04-15 00:31:28,067 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.24ms, fps=1203 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.283982, arrival_time=2021-04-15 00:31:29.351624, cost_time=0:00:40.659380 2021-04-15 00:31:29,224 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:29.224063, cost_time=0:00:41.815820 2021-04-15 00:31:30,197 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.22ms, fps=2638 images/s, loss=0.2320, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:02.911410, arrival_time=2021-04-15 00:31:33.108716, cost_time=0:00:00.970469 2021-04-15 00:31:31,052 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=2.48ms, fps=2994 images/s, loss=0.2587, top1-acc=93.69%, top5-acc=99.75%, remaining_time=0:00:01.826060, arrival_time=2021-04-15 00:31:32.878932, cost_time=0:00:01.826062 2021-04-15 00:31:31,901 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.49ms, fps=3018 images/s, loss=0.2652, top1-acc=93.40%, top5-acc=99.77%, remaining_time=0:00:00.891560, arrival_time=2021-04-15 00:31:32.793057, cost_time=0:00:02.674688 2021-04-15 00:31:32,682 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=2971 images/s, loss=0.2707, top1-acc=93.25%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:32.682751, cost_time=0:00:03.455957 2021-04-15 00:31:32,975 INFO : Epoch=0198 complete, best val top1-acc=93.81%, top5-acc=99.79% (epoch=197), remaining_time=0:01:31.378122, arrival_time=2021-04-15 00:33:04.353735, cost_time=2:30:46.434082 2021-04-15 00:31:32,976 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 00:31:35,288 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.55ms, fps=1108 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:42.990552, arrival_time=2021-04-15 00:32:18.278769, cost_time=0:00:02.311321 2021-04-15 00:31:37,417 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.85ms, fps=1203 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.076224, arrival_time=2021-04-15 00:32:16.493599, cost_time=0:00:04.440482 2021-04-15 00:31:39,553 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.33ms, fps=1199 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.391682, arrival_time=2021-04-15 00:32:15.945481, cost_time=0:00:06.576802 2021-04-15 00:31:41,679 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.53ms, fps=1205 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:33.938736, arrival_time=2021-04-15 00:32:15.617972, cost_time=0:00:08.702257 2021-04-15 00:31:43,806 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.621264, arrival_time=2021-04-15 00:32:15.427502, cost_time=0:00:10.829215 2021-04-15 00:31:45,931 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.44ms, fps=1205 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.364032, arrival_time=2021-04-15 00:32:15.295683, cost_time=0:00:12.954723 2021-04-15 00:31:48,058 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.41ms, fps=1204 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.146574, arrival_time=2021-04-15 00:32:15.204898, cost_time=0:00:15.081427 2021-04-15 00:31:50,183 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.58ms, fps=1205 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.950208, arrival_time=2021-04-15 00:32:15.134128, cost_time=0:00:17.207022 2021-04-15 00:31:52,308 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.42ms, fps=1205 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.767952, arrival_time=2021-04-15 00:32:15.076256, cost_time=0:00:19.331320 2021-04-15 00:31:54,432 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.51ms, fps=1205 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.597664, arrival_time=2021-04-15 00:32:15.030515, cost_time=0:00:21.455949 2021-04-15 00:31:56,551 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.431348, arrival_time=2021-04-15 00:32:14.983266, cost_time=0:00:23.575025 2021-04-15 00:31:58,671 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.46ms, fps=1208 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.273348, arrival_time=2021-04-15 00:32:14.945007, cost_time=0:00:25.694757 2021-04-15 00:32:00,793 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.53ms, fps=1207 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.122284, arrival_time=2021-04-15 00:32:14.915802, cost_time=0:00:27.816617 2021-04-15 00:32:02,929 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.64ms, fps=1199 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.980976, arrival_time=2021-04-15 00:32:14.910261, cost_time=0:00:29.952384 2021-04-15 00:32:05,056 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.837836, arrival_time=2021-04-15 00:32:14.894713, cost_time=0:00:32.079914 2021-04-15 00:32:07,184 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.696764, arrival_time=2021-04-15 00:32:14.881510, cost_time=0:00:34.207787 2021-04-15 00:32:09,310 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.68ms, fps=1205 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.556902, arrival_time=2021-04-15 00:32:14.867324, cost_time=0:00:36.333518 2021-04-15 00:32:11,430 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.418080, arrival_time=2021-04-15 00:32:14.848320, cost_time=0:00:38.453347 2021-04-15 00:32:13,552 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.16ms, fps=1207 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.281318, arrival_time=2021-04-15 00:32:14.833293, cost_time=0:00:40.575081 2021-04-15 00:32:14,703 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.38ms, fps=1182 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:14.703022, cost_time=0:00:41.726125 2021-04-15 00:32:15,673 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.45ms, fps=2643 images/s, loss=0.2811, top1-acc=93.40%, top5-acc=99.92%, remaining_time=0:00:02.905200, arrival_time=2021-04-15 00:32:18.578575, cost_time=0:00:00.968402 2021-04-15 00:32:16,522 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.29ms, fps=3017 images/s, loss=0.2741, top1-acc=93.67%, top5-acc=99.79%, remaining_time=0:00:01.817280, arrival_time=2021-04-15 00:32:18.339537, cost_time=0:00:01.817286 2021-04-15 00:32:17,373 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.45ms, fps=3010 images/s, loss=0.2729, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:00.889410, arrival_time=2021-04-15 00:32:18.262610, cost_time=0:00:02.668226 2021-04-15 00:32:18,159 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.12ms, fps=2953 images/s, loss=0.2619, top1-acc=93.58%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:18.159262, cost_time=0:00:03.454281 2021-04-15 00:32:18,494 INFO : Epoch=0199 complete, best val top1-acc=93.81%, top5-acc=99.79% (epoch=197), remaining_time=0:00:45.688207, arrival_time=2021-04-15 00:33:04.182926, cost_time=2:31:31.953147 2021-04-15 00:32:18,496 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 00:32:20,843 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.38ms, fps=1091 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.648620, arrival_time=2021-04-15 00:33:04.492205, cost_time=0:00:02.346697 2021-04-15 00:32:22,960 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.53ms, fps=1210 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.277040, arrival_time=2021-04-15 00:33:02.237225, cost_time=0:00:04.463298 2021-04-15 00:32:25,086 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.46ms, fps=1204 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:36.461568, arrival_time=2021-04-15 00:33:01.547885, cost_time=0:00:06.589427 2021-04-15 00:32:27,214 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.48ms, fps=1203 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:33.996924, arrival_time=2021-04-15 00:33:01.210955, cost_time=0:00:08.717141 2021-04-15 00:32:29,341 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.45ms, fps=1204 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:31.665356, arrival_time=2021-04-15 00:33:01.006559, cost_time=0:00:10.844311 2021-04-15 00:32:31,461 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.49ms, fps=1208 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.385248, arrival_time=2021-04-15 00:33:00.846233, cost_time=0:00:12.964096 2021-04-15 00:32:33,585 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.39ms, fps=1205 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.158796, arrival_time=2021-04-15 00:33:00.743933, cost_time=0:00:15.088240 2021-04-15 00:32:35,714 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=2.03ms, fps=1203 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.965288, arrival_time=2021-04-15 00:33:00.679771, cost_time=0:00:17.217469 2021-04-15 00:32:37,842 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.41ms, fps=1203 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.784806, arrival_time=2021-04-15 00:33:00.627318, cost_time=0:00:19.345606 2021-04-15 00:32:39,965 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.53ms, fps=1206 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.609472, arrival_time=2021-04-15 00:33:00.574711, cost_time=0:00:21.468227 2021-04-15 00:32:42,087 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.52ms, fps=1206 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.443904, arrival_time=2021-04-15 00:33:00.531791, cost_time=0:00:23.590991 2021-04-15 00:32:44,211 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=2.19ms, fps=1205 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.286116, arrival_time=2021-04-15 00:33:00.497992, cost_time=0:00:25.714979 2021-04-15 00:32:46,338 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.53ms, fps=1204 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.135022, arrival_time=2021-04-15 00:33:00.473720, cost_time=0:00:27.841701 2021-04-15 00:32:48,465 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.39ms, fps=1204 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.987248, arrival_time=2021-04-15 00:33:00.452265, cost_time=0:00:29.968107 2021-04-15 00:32:50,599 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.36ms, fps=1200 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.844644, arrival_time=2021-04-15 00:33:00.443619, cost_time=0:00:32.102088 2021-04-15 00:32:52,726 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.47ms, fps=1204 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.701552, arrival_time=2021-04-15 00:33:00.427540, cost_time=0:00:34.229095 2021-04-15 00:32:54,852 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.32ms, fps=1204 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.560204, arrival_time=2021-04-15 00:33:00.412301, cost_time=0:00:36.355213 2021-04-15 00:32:56,975 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.38ms, fps=1206 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.420304, arrival_time=2021-04-15 00:33:00.395696, cost_time=0:00:38.478499 2021-04-15 00:32:59,100 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.40ms, fps=1205 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.282206, arrival_time=2021-04-15 00:33:00.382441, cost_time=0:00:40.603198 2021-04-15 00:33:00,252 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.25ms, fps=1181 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:00.252132, cost_time=0:00:41.755235 2021-04-15 00:33:01,215 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.36ms, fps=2664 images/s, loss=0.2709, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:00:02.882580, arrival_time=2021-04-15 00:33:04.097570, cost_time=0:00:00.960862 2021-04-15 00:33:02,068 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.60ms, fps=3002 images/s, loss=0.2812, top1-acc=93.38%, top5-acc=99.79%, remaining_time=0:00:01.814040, arrival_time=2021-04-15 00:33:03.882195, cost_time=0:00:01.814048 2021-04-15 00:33:02,917 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.31ms, fps=3016 images/s, loss=0.2738, top1-acc=93.52%, top5-acc=99.75%, remaining_time=0:00:00.887770, arrival_time=2021-04-15 00:33:03.805174, cost_time=0:00:02.663298 2021-04-15 00:33:03,696 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=2980 images/s, loss=0.2703, top1-acc=93.65%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:03.696420, cost_time=0:00:03.442334 2021-04-15 00:33:03,996 INFO : Epoch=0200 complete, best val top1-acc=93.81%, top5-acc=99.79% (epoch=197), remaining_time=0:00:00, arrival_time=2021-04-15 00:33:03.996829, cost_time=2:32:17.455276