2021-04-14 23:49:07,611 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 23:49:07,624 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_mobilenetv2_x0_75'), ('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://127.0.0.1:35277', 'modifications': ['model.name=cifar10_mobilenetv2_x0_75'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/mobilenetv2_x0_75'), 'world_size': 1} 2021-04-14 23:49:07,912 INFO : Model details: n_params=1.37M, flops=59.31M. 2021-04-14 23:49:14,115 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 23:49:16,975 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.43ms, fps=895 images/s, loss=5.0548, top1-acc=11.29%, top5-acc=50.39%, remaining_time=0:00:53.189304, arrival_time=2021-04-14 23:50:10.164350, cost_time=0:00:02.859636 2021-04-14 23:49:18,880 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=4.3723, top1-acc=12.21%, top5-acc=52.89%, remaining_time=0:00:41.935344, arrival_time=2021-04-14 23:50:00.816013, cost_time=0:00:04.765371 2021-04-14 23:49:20,786 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=3.6600, top1-acc=15.66%, top5-acc=59.66%, remaining_time=0:00:36.915246, arrival_time=2021-04-14 23:49:57.701910, cost_time=0:00:06.671427 2021-04-14 23:49:22,706 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.46ms, fps=1334 images/s, loss=3.2331, top1-acc=18.13%, top5-acc=64.67%, remaining_time=0:00:33.505212, arrival_time=2021-04-14 23:49:56.211583, cost_time=0:00:08.591096 2021-04-14 23:49:24,616 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=2.9680, top1-acc=19.93%, top5-acc=68.32%, remaining_time=0:00:30.664672, arrival_time=2021-04-14 23:49:55.281521, cost_time=0:00:10.501611 2021-04-14 23:49:26,539 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.56ms, fps=1332 images/s, loss=2.7757, top1-acc=21.93%, top5-acc=71.09%, remaining_time=0:00:28.160160, arrival_time=2021-04-14 23:49:54.699090, cost_time=0:00:12.423613 2021-04-14 23:49:28,479 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.11ms, fps=1319 images/s, loss=2.6351, top1-acc=23.55%, top5-acc=73.14%, remaining_time=0:00:25.856334, arrival_time=2021-04-14 23:49:54.336221, cost_time=0:00:14.364643 2021-04-14 23:49:30,396 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=2.5242, top1-acc=24.76%, top5-acc=74.90%, remaining_time=0:00:23.607972, arrival_time=2021-04-14 23:49:54.004629, cost_time=0:00:16.281338 2021-04-14 23:49:32,310 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=2.4339, top1-acc=26.06%, top5-acc=76.35%, remaining_time=0:00:21.430020, arrival_time=2021-04-14 23:49:53.740660, cost_time=0:00:18.195314 2021-04-14 23:49:34,216 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.55ms, fps=1344 images/s, loss=2.3570, top1-acc=27.14%, top5-acc=77.64%, remaining_time=0:00:19.297248, arrival_time=2021-04-14 23:49:53.513849, cost_time=0:00:20.101297 2021-04-14 23:49:36,135 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.40ms, fps=1334 images/s, loss=2.2937, top1-acc=28.12%, top5-acc=78.66%, remaining_time=0:00:17.215824, arrival_time=2021-04-14 23:49:53.351318, cost_time=0:00:22.020238 2021-04-14 23:49:38,049 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=2.2380, top1-acc=29.13%, top5-acc=79.55%, remaining_time=0:00:15.158276, arrival_time=2021-04-14 23:49:53.207613, cost_time=0:00:23.934097 2021-04-14 23:49:39,955 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=2.1893, top1-acc=30.10%, top5-acc=80.34%, remaining_time=0:00:13.118688, arrival_time=2021-04-14 23:49:53.073966, cost_time=0:00:25.839888 2021-04-14 23:49:41,870 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=2.1459, top1-acc=30.95%, top5-acc=81.02%, remaining_time=0:00:11.102112, arrival_time=2021-04-14 23:49:52.972649, cost_time=0:00:27.755281 2021-04-14 23:49:43,781 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.58ms, fps=1340 images/s, loss=2.1061, top1-acc=31.72%, top5-acc=81.66%, remaining_time=0:00:09.097512, arrival_time=2021-04-14 23:49:52.878493, cost_time=0:00:29.665748 2021-04-14 23:49:45,695 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=2.0738, top1-acc=32.34%, top5-acc=82.17%, remaining_time=0:00:07.105608, arrival_time=2021-04-14 23:49:52.801370, cost_time=0:00:31.580526 2021-04-14 23:49:47,610 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.10ms, fps=1337 images/s, loss=2.0445, top1-acc=32.94%, top5-acc=82.65%, remaining_time=0:00:05.122858, arrival_time=2021-04-14 23:49:52.733750, cost_time=0:00:33.495583 2021-04-14 23:49:49,522 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.56ms, fps=1340 images/s, loss=2.0157, top1-acc=33.56%, top5-acc=83.11%, remaining_time=0:00:03.147264, arrival_time=2021-04-14 23:49:52.669253, cost_time=0:00:35.406743 2021-04-14 23:49:51,430 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=1.9894, top1-acc=34.02%, top5-acc=83.58%, remaining_time=0:00:01.178364, arrival_time=2021-04-14 23:49:52.608576, cost_time=0:00:37.314905 2021-04-14 23:49:52,494 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.39ms, fps=1279 images/s, loss=1.9757, top1-acc=34.25%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:52.494417, cost_time=0:00:38.379191 2021-04-14 23:49:53,399 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.20ms, fps=2837 images/s, loss=1.6333, top1-acc=38.87%, top5-acc=89.88%, remaining_time=0:00:02.707140, arrival_time=2021-04-14 23:49:56.106068, cost_time=0:00:00.902380 2021-04-14 23:49:53,988 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.34ms, fps=4348 images/s, loss=1.6373, top1-acc=39.26%, top5-acc=89.96%, remaining_time=0:00:01.491680, arrival_time=2021-04-14 23:49:55.479814, cost_time=0:00:01.491689 2021-04-14 23:49:54,579 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.45ms, fps=4333 images/s, loss=1.6443, top1-acc=38.74%, top5-acc=90.13%, remaining_time=0:00:00.694280, arrival_time=2021-04-14 23:49:55.273576, cost_time=0:00:02.082850 2021-04-14 23:49:55,124 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=4259 images/s, loss=1.6463, top1-acc=38.37%, top5-acc=89.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:55.124325, cost_time=0:00:02.627901 2021-04-14 23:49:55,264 INFO : Epoch=0001 complete, best val top1-acc=38.37%, top5-acc=89.91% (epoch=1), remaining_time=2:16:28.963032, arrival_time=2021-04-15 02:06:24.227792, cost_time=0:00:41.150568 2021-04-14 23:49:55,266 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 23:49:57,331 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.73ms, fps=1240 images/s, loss=1.4835, top1-acc=46.29%, top5-acc=91.80%, remaining_time=0:00:38.414952, arrival_time=2021-04-14 23:50:35.746869, cost_time=0:00:02.065320 2021-04-14 23:49:59,241 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.13ms, fps=1341 images/s, loss=1.4673, top1-acc=46.68%, top5-acc=91.86%, remaining_time=0:00:34.977888, arrival_time=2021-04-14 23:50:34.219297, cost_time=0:00:03.974762 2021-04-14 23:50:01,155 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=1.4605, top1-acc=46.64%, top5-acc=91.99%, remaining_time=0:00:32.585136, arrival_time=2021-04-14 23:50:33.740615, cost_time=0:00:05.888880 2021-04-14 23:50:03,068 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=1.4570, top1-acc=46.53%, top5-acc=92.11%, remaining_time=0:00:30.427020, arrival_time=2021-04-14 23:50:33.495461, cost_time=0:00:07.801792 2021-04-14 23:50:04,979 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=1.4465, top1-acc=46.92%, top5-acc=92.23%, remaining_time=0:00:28.360792, arrival_time=2021-04-14 23:50:33.340049, cost_time=0:00:09.712595 2021-04-14 23:50:06,898 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=1.4405, top1-acc=46.95%, top5-acc=92.38%, remaining_time=0:00:26.365504, arrival_time=2021-04-14 23:50:33.264100, cost_time=0:00:11.631847 2021-04-14 23:50:08,824 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.98ms, fps=1330 images/s, loss=1.4310, top1-acc=47.31%, top5-acc=92.55%, remaining_time=0:00:24.403554, arrival_time=2021-04-14 23:50:33.227733, cost_time=0:00:13.557549 2021-04-14 23:50:10,733 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.56ms, fps=1341 images/s, loss=1.4262, top1-acc=47.61%, top5-acc=92.59%, remaining_time=0:00:22.427208, arrival_time=2021-04-14 23:50:33.160803, cost_time=0:00:15.467010 2021-04-14 23:50:12,656 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=1.4196, top1-acc=47.89%, top5-acc=92.75%, remaining_time=0:00:20.481744, arrival_time=2021-04-14 23:50:33.138493, cost_time=0:00:17.390166 2021-04-14 23:50:14,563 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=1.4115, top1-acc=48.24%, top5-acc=92.77%, remaining_time=0:00:18.525312, arrival_time=2021-04-14 23:50:33.089174, cost_time=0:00:19.297221 2021-04-14 23:50:16,478 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=1.4063, top1-acc=48.42%, top5-acc=92.87%, remaining_time=0:00:16.584068, arrival_time=2021-04-14 23:50:33.062781, cost_time=0:00:21.212127 2021-04-14 23:50:18,392 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.56ms, fps=1338 images/s, loss=1.3966, top1-acc=48.88%, top5-acc=92.91%, remaining_time=0:00:14.646188, arrival_time=2021-04-14 23:50:33.038267, cost_time=0:00:23.125502 2021-04-14 23:50:20,303 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.60ms, fps=1340 images/s, loss=1.3901, top1-acc=49.22%, top5-acc=92.97%, remaining_time=0:00:12.710808, arrival_time=2021-04-14 23:50:33.013881, cost_time=0:00:25.036498 2021-04-14 23:50:22,219 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=1.3810, top1-acc=49.60%, top5-acc=93.14%, remaining_time=0:00:10.781176, arrival_time=2021-04-14 23:50:33.000635, cost_time=0:00:26.952875 2021-04-14 23:50:24,131 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.59ms, fps=1339 images/s, loss=1.3731, top1-acc=49.91%, top5-acc=93.18%, remaining_time=0:00:08.851872, arrival_time=2021-04-14 23:50:32.983263, cost_time=0:00:28.864810 2021-04-14 23:50:26,040 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.66ms, fps=1342 images/s, loss=1.3673, top1-acc=50.12%, top5-acc=93.25%, remaining_time=0:00:06.924024, arrival_time=2021-04-14 23:50:32.964129, cost_time=0:00:30.773455 2021-04-14 23:50:27,956 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=1.3604, top1-acc=50.40%, top5-acc=93.31%, remaining_time=0:00:04.999644, arrival_time=2021-04-14 23:50:32.956151, cost_time=0:00:32.689917 2021-04-14 23:50:29,866 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.63ms, fps=1341 images/s, loss=1.3522, top1-acc=50.74%, top5-acc=93.41%, remaining_time=0:00:03.075568, arrival_time=2021-04-14 23:50:32.942213, cost_time=0:00:34.600060 2021-04-14 23:50:31,784 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.45ms, fps=1335 images/s, loss=1.3437, top1-acc=51.09%, top5-acc=93.48%, remaining_time=0:00:01.153188, arrival_time=2021-04-14 23:50:32.937458, cost_time=0:00:36.517692 2021-04-14 23:50:32,817 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.23ms, fps=1316 images/s, loss=1.3412, top1-acc=51.22%, top5-acc=93.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:32.817899, cost_time=0:00:37.551328 2021-04-14 23:50:33,545 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.22ms, fps=3526 images/s, loss=1.3150, top1-acc=52.89%, top5-acc=94.10%, remaining_time=0:00:02.177940, arrival_time=2021-04-14 23:50:35.723537, cost_time=0:00:00.725982 2021-04-14 23:50:34,137 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.26ms, fps=4328 images/s, loss=1.3144, top1-acc=52.62%, top5-acc=93.67%, remaining_time=0:00:01.317780, arrival_time=2021-04-14 23:50:35.455220, cost_time=0:00:01.317783 2021-04-14 23:50:34,731 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.37ms, fps=4311 images/s, loss=1.3158, top1-acc=52.80%, top5-acc=93.39%, remaining_time=0:00:00.637380, arrival_time=2021-04-14 23:50:35.369139, cost_time=0:00:01.912150 2021-04-14 23:50:35,271 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.05ms, fps=4298 images/s, loss=1.3041, top1-acc=52.94%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:35.271849, cost_time=0:00:02.452273 2021-04-14 23:50:35,469 INFO : Epoch=0002 complete, best val top1-acc=52.94%, top5-acc=93.52% (epoch=2), remaining_time=2:14:14.130744, arrival_time=2021-04-15 02:04:49.599782, cost_time=0:01:21.354856 2021-04-14 23:50:35,470 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 23:50:37,549 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.53ms, fps=1231 images/s, loss=1.1995, top1-acc=57.19%, top5-acc=94.84%, remaining_time=0:00:38.669586, arrival_time=2021-04-14 23:51:16.219017, cost_time=0:00:02.079014 2021-04-14 23:50:39,466 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.58ms, fps=1336 images/s, loss=1.2051, top1-acc=56.86%, top5-acc=94.69%, remaining_time=0:00:35.161280, arrival_time=2021-04-14 23:51:14.627296, cost_time=0:00:03.995603 2021-04-14 23:50:41,371 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=1.1889, top1-acc=57.63%, top5-acc=95.05%, remaining_time=0:00:32.650872, arrival_time=2021-04-14 23:51:14.022055, cost_time=0:00:05.900760 2021-04-14 23:50:43,281 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.48ms, fps=1340 images/s, loss=1.1818, top1-acc=57.79%, top5-acc=95.01%, remaining_time=0:00:30.463680, arrival_time=2021-04-14 23:51:13.745225, cost_time=0:00:07.811181 2021-04-14 23:50:45,196 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=1.1754, top1-acc=58.15%, top5-acc=95.01%, remaining_time=0:00:28.400066, arrival_time=2021-04-14 23:51:13.596476, cost_time=0:00:09.726065 2021-04-14 23:50:47,125 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.57ms, fps=1328 images/s, loss=1.1719, top1-acc=58.09%, top5-acc=95.16%, remaining_time=0:00:26.417320, arrival_time=2021-04-14 23:51:13.542532, cost_time=0:00:11.654702 2021-04-14 23:50:49,047 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.41ms, fps=1332 images/s, loss=1.1672, top1-acc=58.38%, top5-acc=95.22%, remaining_time=0:00:24.438960, arrival_time=2021-04-14 23:51:13.486480, cost_time=0:00:13.577169 2021-04-14 23:50:50,971 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.68ms, fps=1331 images/s, loss=1.1570, top1-acc=58.79%, top5-acc=95.33%, remaining_time=0:00:22.476856, arrival_time=2021-04-14 23:51:13.448469, cost_time=0:00:15.501266 2021-04-14 23:50:52,882 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=1.1479, top1-acc=59.08%, top5-acc=95.43%, remaining_time=0:00:20.508032, arrival_time=2021-04-14 23:51:13.390888, cost_time=0:00:17.412509 2021-04-14 23:50:54,799 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=1.1408, top1-acc=59.30%, top5-acc=95.46%, remaining_time=0:00:18.555840, arrival_time=2021-04-14 23:51:13.355239, cost_time=0:00:19.329024 2021-04-14 23:50:56,722 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=1.1396, top1-acc=59.33%, top5-acc=95.50%, remaining_time=0:00:16.615544, arrival_time=2021-04-14 23:51:13.338307, cost_time=0:00:21.252414 2021-04-14 23:50:58,632 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=1.1316, top1-acc=59.68%, top5-acc=95.59%, remaining_time=0:00:14.669444, arrival_time=2021-04-14 23:51:13.302075, cost_time=0:00:23.162275 2021-04-14 23:51:00,543 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=1.1263, top1-acc=59.88%, top5-acc=95.63%, remaining_time=0:00:12.729156, arrival_time=2021-04-14 23:51:13.272165, cost_time=0:00:25.072593 2021-04-14 23:51:02,458 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=1.1185, top1-acc=60.14%, top5-acc=95.71%, remaining_time=0:00:10.795064, arrival_time=2021-04-14 23:51:13.253120, cost_time=0:00:26.987713 2021-04-14 23:51:04,368 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=1.1122, top1-acc=60.38%, top5-acc=95.76%, remaining_time=0:00:08.862038, arrival_time=2021-04-14 23:51:13.230414, cost_time=0:00:28.898016 2021-04-14 23:51:06,277 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=1.1079, top1-acc=60.64%, top5-acc=95.81%, remaining_time=0:00:06.931656, arrival_time=2021-04-14 23:51:13.209322, cost_time=0:00:30.807317 2021-04-14 23:51:08,192 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=1.1016, top1-acc=60.86%, top5-acc=95.87%, remaining_time=0:00:05.004558, arrival_time=2021-04-14 23:51:13.197101, cost_time=0:00:32.722179 2021-04-14 23:51:10,097 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.59ms, fps=1344 images/s, loss=1.0962, top1-acc=61.15%, top5-acc=95.92%, remaining_time=0:00:03.077936, arrival_time=2021-04-14 23:51:13.175031, cost_time=0:00:34.626752 2021-04-14 23:51:12,010 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=1.0909, top1-acc=61.30%, top5-acc=95.96%, remaining_time=0:00:01.153890, arrival_time=2021-04-14 23:51:13.164027, cost_time=0:00:36.539790 2021-04-14 23:51:13,040 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.38ms, fps=1320 images/s, loss=1.0882, top1-acc=61.37%, top5-acc=95.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:13.040521, cost_time=0:00:37.570177 2021-04-14 23:51:13,774 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.35ms, fps=3498 images/s, loss=1.1941, top1-acc=57.38%, top5-acc=95.00%, remaining_time=0:00:02.195790, arrival_time=2021-04-14 23:51:15.970031, cost_time=0:00:00.731933 2021-04-14 23:51:14,369 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.31ms, fps=4306 images/s, loss=1.1817, top1-acc=57.83%, top5-acc=95.14%, remaining_time=0:00:01.326820, arrival_time=2021-04-14 23:51:15.695932, cost_time=0:00:01.326815 2021-04-14 23:51:14,959 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.26ms, fps=4342 images/s, loss=1.1710, top1-acc=58.49%, top5-acc=94.96%, remaining_time=0:00:00.638940, arrival_time=2021-04-14 23:51:15.598044, cost_time=0:00:01.916810 2021-04-14 23:51:15,502 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=4273 images/s, loss=1.1608, top1-acc=58.55%, top5-acc=94.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:15.502404, cost_time=0:00:02.460096 2021-04-14 23:51:15,727 INFO : Epoch=0003 complete, best val top1-acc=58.55%, top5-acc=94.94% (epoch=3), remaining_time=2:13:05.963345, arrival_time=2021-04-15 02:04:21.691189, cost_time=0:02:01.613656 2021-04-14 23:51:15,729 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 23:51:17,836 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.30ms, fps=1215 images/s, loss=1.0358, top1-acc=64.10%, top5-acc=96.25%, remaining_time=0:00:39.193734, arrival_time=2021-04-14 23:51:57.030167, cost_time=0:00:02.107192 2021-04-14 23:51:19,739 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.35ms, fps=1345 images/s, loss=1.0081, top1-acc=64.65%, top5-acc=96.52%, remaining_time=0:00:35.293984, arrival_time=2021-04-14 23:51:55.033895, cost_time=0:00:04.010674 2021-04-14 23:51:21,654 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.9842, top1-acc=65.49%, top5-acc=96.77%, remaining_time=0:00:32.787158, arrival_time=2021-04-14 23:51:54.441803, cost_time=0:00:05.925396 2021-04-14 23:51:23,572 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.9784, top1-acc=65.63%, top5-acc=96.85%, remaining_time=0:00:30.589728, arrival_time=2021-04-14 23:51:54.162566, cost_time=0:00:07.843531 2021-04-14 23:51:25,482 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.9703, top1-acc=65.77%, top5-acc=96.87%, remaining_time=0:00:28.478614, arrival_time=2021-04-14 23:51:53.960820, cost_time=0:00:09.752965 2021-04-14 23:51:27,400 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.9645, top1-acc=65.83%, top5-acc=97.01%, remaining_time=0:00:26.455400, arrival_time=2021-04-14 23:51:53.856138, cost_time=0:00:11.671486 2021-04-14 23:51:29,317 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=2.08ms, fps=1336 images/s, loss=0.9560, top1-acc=66.24%, top5-acc=97.01%, remaining_time=0:00:24.458994, arrival_time=2021-04-14 23:51:53.776537, cost_time=0:00:13.588308 2021-04-14 23:51:31,225 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.9563, top1-acc=66.14%, top5-acc=97.04%, remaining_time=0:00:22.469200, arrival_time=2021-04-14 23:51:53.694410, cost_time=0:00:15.495970 2021-04-14 23:51:33,135 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.9475, top1-acc=66.46%, top5-acc=97.09%, remaining_time=0:00:20.500082, arrival_time=2021-04-14 23:51:53.635039, cost_time=0:00:17.405732 2021-04-14 23:51:35,051 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.51ms, fps=1336 images/s, loss=0.9431, top1-acc=66.66%, top5-acc=97.08%, remaining_time=0:00:18.549120, arrival_time=2021-04-14 23:51:53.600394, cost_time=0:00:19.322036 2021-04-14 23:51:36,961 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.9388, top1-acc=66.89%, top5-acc=97.14%, remaining_time=0:00:16.599720, arrival_time=2021-04-14 23:51:53.561219, cost_time=0:00:21.232242 2021-04-14 23:51:38,883 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.46ms, fps=1332 images/s, loss=0.9347, top1-acc=67.06%, top5-acc=97.20%, remaining_time=0:00:14.664428, arrival_time=2021-04-14 23:51:53.548052, cost_time=0:00:23.154380 2021-04-14 23:51:40,802 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.9301, top1-acc=67.24%, top5-acc=97.24%, remaining_time=0:00:12.729420, arrival_time=2021-04-14 23:51:53.531723, cost_time=0:00:25.073061 2021-04-14 23:51:42,707 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.9259, top1-acc=67.40%, top5-acc=97.26%, remaining_time=0:00:10.791144, arrival_time=2021-04-14 23:51:53.498219, cost_time=0:00:26.977824 2021-04-14 23:51:44,622 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.9211, top1-acc=67.62%, top5-acc=97.27%, remaining_time=0:00:08.860658, arrival_time=2021-04-14 23:51:53.483367, cost_time=0:00:28.893469 2021-04-14 23:51:46,538 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.9172, top1-acc=67.73%, top5-acc=97.31%, remaining_time=0:00:06.931980, arrival_time=2021-04-14 23:51:53.470128, cost_time=0:00:30.808839 2021-04-14 23:51:48,443 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.9117, top1-acc=67.88%, top5-acc=97.35%, remaining_time=0:00:05.003388, arrival_time=2021-04-14 23:51:53.447041, cost_time=0:00:32.714415 2021-04-14 23:51:50,353 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.9073, top1-acc=68.11%, top5-acc=97.32%, remaining_time=0:00:03.077680, arrival_time=2021-04-14 23:51:53.430812, cost_time=0:00:34.623892 2021-04-14 23:51:52,272 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.42ms, fps=1334 images/s, loss=0.9051, top1-acc=68.24%, top5-acc=97.32%, remaining_time=0:00:01.154010, arrival_time=2021-04-14 23:51:53.426841, cost_time=0:00:36.543576 2021-04-14 23:51:53,297 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.39ms, fps=1327 images/s, loss=0.9016, top1-acc=68.31%, top5-acc=97.36%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:53.297883, cost_time=0:00:37.568648 2021-04-14 23:51:54,069 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.51ms, fps=3326 images/s, loss=0.9785, top1-acc=65.31%, top5-acc=96.80%, remaining_time=0:00:02.309370, arrival_time=2021-04-14 23:51:56.378721, cost_time=0:00:00.769789 2021-04-14 23:51:54,658 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.30ms, fps=4346 images/s, loss=0.9461, top1-acc=66.09%, top5-acc=97.01%, remaining_time=0:00:01.359240, arrival_time=2021-04-14 23:51:56.018032, cost_time=0:00:01.359246 2021-04-14 23:51:55,252 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=2.62ms, fps=4317 images/s, loss=0.9577, top1-acc=65.90%, top5-acc=96.97%, remaining_time=0:00:00.650860, arrival_time=2021-04-14 23:51:55.903019, cost_time=0:00:01.952566 2021-04-14 23:51:55,808 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=4172 images/s, loss=0.9470, top1-acc=66.21%, top5-acc=97.01%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:55.808761, cost_time=0:00:02.509219 2021-04-14 23:51:56,059 INFO : Epoch=0004 complete, best val top1-acc=66.21%, top5-acc=97.01% (epoch=4), remaining_time=2:12:15.333028, arrival_time=2021-04-15 02:04:11.392777, cost_time=0:02:41.945571 2021-04-14 23:51:56,060 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 23:51:58,144 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.33ms, fps=1229 images/s, loss=0.8099, top1-acc=71.05%, top5-acc=98.32%, remaining_time=0:00:38.747706, arrival_time=2021-04-14 23:52:36.892079, cost_time=0:00:02.083209 2021-04-14 23:52:00,061 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.8151, top1-acc=71.54%, top5-acc=98.01%, remaining_time=0:00:35.201232, arrival_time=2021-04-14 23:52:35.262539, cost_time=0:00:04.000146 2021-04-14 23:52:01,966 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.7997, top1-acc=71.95%, top5-acc=98.05%, remaining_time=0:00:32.674942, arrival_time=2021-04-14 23:52:34.641200, cost_time=0:00:05.905106 2021-04-14 23:52:03,876 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.8016, top1-acc=71.98%, top5-acc=97.93%, remaining_time=0:00:30.481308, arrival_time=2021-04-14 23:52:34.358133, cost_time=0:00:07.815719 2021-04-14 23:52:05,788 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.66ms, fps=1340 images/s, loss=0.8017, top1-acc=71.98%, top5-acc=97.95%, remaining_time=0:00:28.402548, arrival_time=2021-04-14 23:52:34.190536, cost_time=0:00:09.726875 2021-04-14 23:52:07,706 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.8030, top1-acc=71.95%, top5-acc=97.96%, remaining_time=0:00:26.395424, arrival_time=2021-04-14 23:52:34.101678, cost_time=0:00:11.645046 2021-04-14 23:52:09,625 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=2.27ms, fps=1335 images/s, loss=0.7957, top1-acc=72.25%, top5-acc=97.99%, remaining_time=0:00:24.415020, arrival_time=2021-04-14 23:52:34.040049, cost_time=0:00:13.563929 2021-04-14 23:52:11,532 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.7909, top1-acc=72.51%, top5-acc=98.00%, remaining_time=0:00:22.432892, arrival_time=2021-04-14 23:52:33.964924, cost_time=0:00:15.470945 2021-04-14 23:52:13,437 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.7948, top1-acc=72.31%, top5-acc=97.98%, remaining_time=0:00:20.465950, arrival_time=2021-04-14 23:52:33.903741, cost_time=0:00:17.376712 2021-04-14 23:52:15,349 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.7922, top1-acc=72.45%, top5-acc=97.98%, remaining_time=0:00:18.517248, arrival_time=2021-04-14 23:52:33.867132, cost_time=0:00:19.288798 2021-04-14 23:52:17,257 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.7863, top1-acc=72.65%, top5-acc=97.99%, remaining_time=0:00:16.571684, arrival_time=2021-04-14 23:52:33.829136, cost_time=0:00:21.196370 2021-04-14 23:52:19,166 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.7855, top1-acc=72.65%, top5-acc=98.06%, remaining_time=0:00:14.633496, arrival_time=2021-04-14 23:52:33.800086, cost_time=0:00:23.105488 2021-04-14 23:52:21,084 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.7833, top1-acc=72.72%, top5-acc=98.08%, remaining_time=0:00:12.704274, arrival_time=2021-04-14 23:52:33.789037, cost_time=0:00:25.023608 2021-04-14 23:52:22,992 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.7798, top1-acc=72.81%, top5-acc=98.14%, remaining_time=0:00:10.772664, arrival_time=2021-04-14 23:52:33.765431, cost_time=0:00:26.931681 2021-04-14 23:52:24,899 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.7752, top1-acc=72.92%, top5-acc=98.18%, remaining_time=0:00:08.843776, arrival_time=2021-04-14 23:52:33.743337, cost_time=0:00:28.838461 2021-04-14 23:52:26,814 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.7727, top1-acc=73.03%, top5-acc=98.19%, remaining_time=0:00:06.919488, arrival_time=2021-04-14 23:52:33.733805, cost_time=0:00:30.753222 2021-04-14 23:52:28,729 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.7725, top1-acc=73.07%, top5-acc=98.18%, remaining_time=0:00:04.996290, arrival_time=2021-04-14 23:52:33.725496, cost_time=0:00:32.668113 2021-04-14 23:52:30,645 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.7688, top1-acc=73.20%, top5-acc=98.21%, remaining_time=0:00:03.074128, arrival_time=2021-04-14 23:52:33.719111, cost_time=0:00:34.583893 2021-04-14 23:52:32,556 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.54ms, fps=1340 images/s, loss=0.7658, top1-acc=73.28%, top5-acc=98.20%, remaining_time=0:00:01.152486, arrival_time=2021-04-14 23:52:33.708913, cost_time=0:00:36.495343 2021-04-14 23:52:33,585 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.36ms, fps=1321 images/s, loss=0.7637, top1-acc=73.33%, top5-acc=98.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:33.585928, cost_time=0:00:37.524843 2021-04-14 23:52:34,298 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=3.77ms, fps=3599 images/s, loss=0.8673, top1-acc=69.65%, top5-acc=97.70%, remaining_time=0:00:02.133780, arrival_time=2021-04-14 23:52:36.432722, cost_time=0:00:00.711257 2021-04-14 23:52:34,888 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.47ms, fps=4348 images/s, loss=0.8635, top1-acc=69.98%, top5-acc=97.87%, remaining_time=0:00:01.300440, arrival_time=2021-04-14 23:52:36.188542, cost_time=0:00:01.300439 2021-04-14 23:52:35,480 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.78ms, fps=4324 images/s, loss=0.8664, top1-acc=70.21%, top5-acc=97.66%, remaining_time=0:00:00.630910, arrival_time=2021-04-14 23:52:36.111358, cost_time=0:00:01.892742 2021-04-14 23:52:36,027 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=4242 images/s, loss=0.8706, top1-acc=69.89%, top5-acc=97.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:36.027856, cost_time=0:00:02.440164 2021-04-14 23:52:36,231 INFO : Epoch=0005 complete, best val top1-acc=69.89%, top5-acc=97.52% (epoch=5), remaining_time=2:11:22.568460, arrival_time=2021-04-15 02:03:58.799787, cost_time=0:03:22.117138 2021-04-14 23:52:36,232 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 23:52:38,353 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.49ms, fps=1207 images/s, loss=0.7122, top1-acc=75.20%, top5-acc=97.85%, remaining_time=0:00:39.448740, arrival_time=2021-04-14 23:53:17.802322, cost_time=0:00:02.120896 2021-04-14 23:52:40,262 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.72ms, fps=1341 images/s, loss=0.6983, top1-acc=75.82%, top5-acc=98.16%, remaining_time=0:00:35.462240, arrival_time=2021-04-14 23:53:15.724720, cost_time=0:00:04.029792 2021-04-14 23:52:42,175 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.7029, top1-acc=75.29%, top5-acc=98.35%, remaining_time=0:00:32.883936, arrival_time=2021-04-14 23:53:15.059502, cost_time=0:00:05.942873 2021-04-14 23:52:44,088 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.55ms, fps=1338 images/s, loss=0.7069, top1-acc=75.11%, top5-acc=98.36%, remaining_time=0:00:30.638556, arrival_time=2021-04-14 23:53:14.727276, cost_time=0:00:07.856046 2021-04-14 23:52:46,001 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.6944, top1-acc=75.70%, top5-acc=98.46%, remaining_time=0:00:28.524896, arrival_time=2021-04-14 23:53:14.526357, cost_time=0:00:09.768778 2021-04-14 23:52:47,921 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.38ms, fps=1334 images/s, loss=0.6888, top1-acc=75.97%, top5-acc=98.51%, remaining_time=0:00:26.494160, arrival_time=2021-04-14 23:53:14.415420, cost_time=0:00:11.688575 2021-04-14 23:52:49,846 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.35ms, fps=1330 images/s, loss=0.6884, top1-acc=76.01%, top5-acc=98.55%, remaining_time=0:00:24.504228, arrival_time=2021-04-14 23:53:14.350419, cost_time=0:00:13.613445 2021-04-14 23:52:51,761 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.6860, top1-acc=76.15%, top5-acc=98.54%, remaining_time=0:00:22.516528, arrival_time=2021-04-14 23:53:14.277847, cost_time=0:00:15.528650 2021-04-14 23:52:53,673 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.6843, top1-acc=76.12%, top5-acc=98.58%, remaining_time=0:00:20.541740, arrival_time=2021-04-14 23:53:14.215506, cost_time=0:00:17.441077 2021-04-14 23:52:55,589 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.6853, top1-acc=76.14%, top5-acc=98.54%, remaining_time=0:00:18.582240, arrival_time=2021-04-14 23:53:14.171376, cost_time=0:00:19.356461 2021-04-14 23:52:57,504 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.6822, top1-acc=76.34%, top5-acc=98.52%, remaining_time=0:00:16.630422, arrival_time=2021-04-14 23:53:14.134612, cost_time=0:00:21.271512 2021-04-14 23:52:59,407 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.37ms, fps=1345 images/s, loss=0.6771, top1-acc=76.50%, top5-acc=98.54%, remaining_time=0:00:14.677348, arrival_time=2021-04-14 23:53:14.084769, cost_time=0:00:23.174746 2021-04-14 23:53:01,317 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.6742, top1-acc=76.60%, top5-acc=98.55%, remaining_time=0:00:12.735624, arrival_time=2021-04-14 23:53:14.053568, cost_time=0:00:25.085265 2021-04-14 23:53:03,237 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.51ms, fps=1334 images/s, loss=0.6733, top1-acc=76.60%, top5-acc=98.56%, remaining_time=0:00:10.801784, arrival_time=2021-04-14 23:53:14.038947, cost_time=0:00:27.004480 2021-04-14 23:53:05,146 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.6712, top1-acc=76.69%, top5-acc=98.57%, remaining_time=0:00:08.866776, arrival_time=2021-04-14 23:53:14.012795, cost_time=0:00:28.913344 2021-04-14 23:53:07,058 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.6684, top1-acc=76.77%, top5-acc=98.58%, remaining_time=0:00:06.935868, arrival_time=2021-04-14 23:53:13.994637, cost_time=0:00:30.826084 2021-04-14 23:53:08,978 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.94ms, fps=1334 images/s, loss=0.6651, top1-acc=76.89%, top5-acc=98.59%, remaining_time=0:00:05.008198, arrival_time=2021-04-14 23:53:13.986816, cost_time=0:00:32.745946 2021-04-14 23:53:10,882 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.62ms, fps=1345 images/s, loss=0.6631, top1-acc=76.96%, top5-acc=98.59%, remaining_time=0:00:03.079968, arrival_time=2021-04-14 23:53:13.962234, cost_time=0:00:34.649588 2021-04-14 23:53:12,792 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.23ms, fps=1340 images/s, loss=0.6624, top1-acc=76.95%, top5-acc=98.60%, remaining_time=0:00:01.154526, arrival_time=2021-04-14 23:53:13.947191, cost_time=0:00:36.559990 2021-04-14 23:53:13,828 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.41ms, fps=1314 images/s, loss=0.6618, top1-acc=76.97%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:13.828324, cost_time=0:00:37.595645 2021-04-14 23:53:14,549 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.79ms, fps=3560 images/s, loss=0.7769, top1-acc=73.55%, top5-acc=98.32%, remaining_time=0:00:02.157330, arrival_time=2021-04-14 23:53:16.706626, cost_time=0:00:00.719114 2021-04-14 23:53:15,143 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.48ms, fps=4315 images/s, loss=0.8066, top1-acc=72.50%, top5-acc=98.11%, remaining_time=0:00:01.312780, arrival_time=2021-04-14 23:53:16.455735, cost_time=0:00:01.312787 2021-04-14 23:53:15,735 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.37ms, fps=4321 images/s, loss=0.7946, top1-acc=72.86%, top5-acc=98.20%, remaining_time=0:00:00.635180, arrival_time=2021-04-14 23:53:16.370866, cost_time=0:00:01.905534 2021-04-14 23:53:16,277 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=4286 images/s, loss=0.7935, top1-acc=72.94%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:16.277335, cost_time=0:00:02.447194 2021-04-14 23:53:16,516 INFO : Epoch=0006 complete, best val top1-acc=72.94%, top5-acc=98.25% (epoch=6), remaining_time=2:10:37.682256, arrival_time=2021-04-15 02:03:54.198993, cost_time=0:04:02.402547 2021-04-14 23:53:16,518 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 23:53:18,589 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.53ms, fps=1236 images/s, loss=0.5966, top1-acc=78.91%, top5-acc=99.02%, remaining_time=0:00:38.531202, arrival_time=2021-04-14 23:53:57.120953, cost_time=0:00:02.071568 2021-04-14 23:53:20,494 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.58ms, fps=1344 images/s, loss=0.6043, top1-acc=78.93%, top5-acc=98.87%, remaining_time=0:00:34.995488, arrival_time=2021-04-14 23:53:55.490424, cost_time=0:00:03.976762 2021-04-14 23:53:22,408 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.6019, top1-acc=79.09%, top5-acc=98.89%, remaining_time=0:00:32.592108, arrival_time=2021-04-14 23:53:55.000416, cost_time=0:00:05.890133 2021-04-14 23:53:24,322 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.6039, top1-acc=78.87%, top5-acc=98.78%, remaining_time=0:00:30.436068, arrival_time=2021-04-14 23:53:54.758363, cost_time=0:00:07.804123 2021-04-14 23:53:26,238 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.6064, top1-acc=78.77%, top5-acc=98.78%, remaining_time=0:00:28.381816, arrival_time=2021-04-14 23:53:54.619786, cost_time=0:00:09.719792 2021-04-14 23:53:28,164 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.45ms, fps=1329 images/s, loss=0.6034, top1-acc=78.95%, top5-acc=98.78%, remaining_time=0:00:26.397872, arrival_time=2021-04-14 23:53:54.562200, cost_time=0:00:11.646150 2021-04-14 23:53:30,082 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.48ms, fps=1335 images/s, loss=0.6068, top1-acc=78.78%, top5-acc=98.79%, remaining_time=0:00:24.415272, arrival_time=2021-04-14 23:53:54.497545, cost_time=0:00:13.564022 2021-04-14 23:53:32,006 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.57ms, fps=1331 images/s, loss=0.6049, top1-acc=78.97%, top5-acc=98.74%, remaining_time=0:00:22.458412, arrival_time=2021-04-14 23:53:54.465121, cost_time=0:00:15.488532 2021-04-14 23:53:33,916 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.6085, top1-acc=78.87%, top5-acc=98.71%, remaining_time=0:00:20.491602, arrival_time=2021-04-14 23:53:54.408308, cost_time=0:00:17.398511 2021-04-14 23:53:35,828 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.6045, top1-acc=78.99%, top5-acc=98.74%, remaining_time=0:00:18.537696, arrival_time=2021-04-14 23:53:54.365941, cost_time=0:00:19.310069 2021-04-14 23:53:37,749 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.38ms, fps=1333 images/s, loss=0.6070, top1-acc=78.99%, top5-acc=98.73%, remaining_time=0:00:16.599032, arrival_time=2021-04-14 23:53:54.348517, cost_time=0:00:21.231300 2021-04-14 23:53:39,657 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.6034, top1-acc=79.10%, top5-acc=98.76%, remaining_time=0:00:14.655080, arrival_time=2021-04-14 23:53:54.312912, cost_time=0:00:23.139647 2021-04-14 23:53:41,567 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.6028, top1-acc=79.13%, top5-acc=98.79%, remaining_time=0:00:12.717474, arrival_time=2021-04-14 23:53:54.285233, cost_time=0:00:25.049541 2021-04-14 23:53:43,483 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.64ms, fps=1337 images/s, loss=0.6012, top1-acc=79.15%, top5-acc=98.79%, remaining_time=0:00:10.786104, arrival_time=2021-04-14 23:53:54.269517, cost_time=0:00:26.965191 2021-04-14 23:53:45,393 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.5994, top1-acc=79.24%, top5-acc=98.79%, remaining_time=0:00:08.854908, arrival_time=2021-04-14 23:53:54.247861, cost_time=0:00:28.874747 2021-04-14 23:53:47,302 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.5988, top1-acc=79.24%, top5-acc=98.81%, remaining_time=0:00:06.926580, arrival_time=2021-04-14 23:53:54.229523, cost_time=0:00:30.784768 2021-04-14 23:53:49,215 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.5981, top1-acc=79.22%, top5-acc=98.82%, remaining_time=0:00:05.000788, arrival_time=2021-04-14 23:53:54.216389, cost_time=0:00:32.697423 2021-04-14 23:53:51,131 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.5975, top1-acc=79.25%, top5-acc=98.82%, remaining_time=0:00:03.076736, arrival_time=2021-04-14 23:53:54.208138, cost_time=0:00:34.613229 2021-04-14 23:53:53,035 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.19ms, fps=1345 images/s, loss=0.5978, top1-acc=79.21%, top5-acc=98.82%, remaining_time=0:00:01.153182, arrival_time=2021-04-14 23:53:54.188848, cost_time=0:00:36.517491 2021-04-14 23:53:54,062 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.43ms, fps=1325 images/s, loss=0.5974, top1-acc=79.21%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:54.062620, cost_time=0:00:37.544434 2021-04-14 23:53:54,833 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.21ms, fps=3331 images/s, loss=0.7303, top1-acc=74.34%, top5-acc=98.36%, remaining_time=0:00:02.305590, arrival_time=2021-04-14 23:53:57.138649, cost_time=0:00:00.768529 2021-04-14 23:53:55,423 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.47ms, fps=4342 images/s, loss=0.7383, top1-acc=74.18%, top5-acc=98.09%, remaining_time=0:00:01.358540, arrival_time=2021-04-14 23:53:56.781599, cost_time=0:00:01.358536 2021-04-14 23:53:56,016 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.40ms, fps=4319 images/s, loss=0.7370, top1-acc=74.11%, top5-acc=98.10%, remaining_time=0:00:00.650570, arrival_time=2021-04-14 23:53:56.666799, cost_time=0:00:01.951709 2021-04-14 23:53:56,558 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.07ms, fps=4284 images/s, loss=0.7206, top1-acc=74.57%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:56.558062, cost_time=0:00:02.493570 2021-04-14 23:53:56,775 INFO : Epoch=0007 complete, best val top1-acc=74.57%, top5-acc=98.23% (epoch=7), remaining_time=2:09:53.366248, arrival_time=2021-04-15 02:03:50.141390, cost_time=0:04:42.660950 2021-04-14 23:53:56,776 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 23:53:58,843 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.70ms, fps=1239 images/s, loss=0.5686, top1-acc=80.00%, top5-acc=98.87%, remaining_time=0:00:38.438760, arrival_time=2021-04-14 23:54:37.281915, cost_time=0:00:02.066601 2021-04-14 23:54:00,793 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.40ms, fps=1313 images/s, loss=0.5629, top1-acc=80.57%, top5-acc=98.91%, remaining_time=0:00:35.343616, arrival_time=2021-04-14 23:54:36.136578, cost_time=0:00:04.016320 2021-04-14 23:54:02,712 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.5624, top1-acc=80.36%, top5-acc=98.97%, remaining_time=0:00:32.842934, arrival_time=2021-04-14 23:54:35.555002, cost_time=0:00:05.935456 2021-04-14 23:54:04,628 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.75ms, fps=1336 images/s, loss=0.5625, top1-acc=80.62%, top5-acc=99.00%, remaining_time=0:00:30.621552, arrival_time=2021-04-14 23:54:35.249760, cost_time=0:00:07.851688 2021-04-14 23:54:06,557 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.39ms, fps=1327 images/s, loss=0.5638, top1-acc=80.43%, top5-acc=98.98%, remaining_time=0:00:28.560812, arrival_time=2021-04-14 23:54:35.118497, cost_time=0:00:09.781103 2021-04-14 23:54:08,481 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.51ms, fps=1331 images/s, loss=0.5646, top1-acc=80.40%, top5-acc=99.00%, remaining_time=0:00:26.531288, arrival_time=2021-04-14 23:54:35.012829, cost_time=0:00:11.704953 2021-04-14 23:54:10,400 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.5641, top1-acc=80.27%, top5-acc=99.01%, remaining_time=0:00:24.522246, arrival_time=2021-04-14 23:54:34.922319, cost_time=0:00:13.623493 2021-04-14 23:54:12,314 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.5627, top1-acc=80.29%, top5-acc=99.02%, remaining_time=0:00:22.529288, arrival_time=2021-04-14 23:54:34.843247, cost_time=0:00:15.537429 2021-04-14 23:54:14,225 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.5632, top1-acc=80.36%, top5-acc=99.01%, remaining_time=0:00:20.550432, arrival_time=2021-04-14 23:54:34.775442, cost_time=0:00:17.448501 2021-04-14 23:54:16,131 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.54ms, fps=1343 images/s, loss=0.5613, top1-acc=80.44%, top5-acc=99.02%, remaining_time=0:00:18.580512, arrival_time=2021-04-14 23:54:34.711876, cost_time=0:00:19.354693 2021-04-14 23:54:18,053 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.38ms, fps=1332 images/s, loss=0.5612, top1-acc=80.44%, top5-acc=99.03%, remaining_time=0:00:16.634980, arrival_time=2021-04-14 23:54:34.688809, cost_time=0:00:21.277295 2021-04-14 23:54:19,971 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.49ms, fps=1335 images/s, loss=0.5610, top1-acc=80.50%, top5-acc=99.01%, remaining_time=0:00:14.690040, arrival_time=2021-04-14 23:54:34.661352, cost_time=0:00:23.194806 2021-04-14 23:54:21,878 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.5611, top1-acc=80.53%, top5-acc=99.02%, remaining_time=0:00:12.743874, arrival_time=2021-04-14 23:54:34.621995, cost_time=0:00:25.101614 2021-04-14 23:54:23,789 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.5610, top1-acc=80.52%, top5-acc=99.04%, remaining_time=0:00:10.805312, arrival_time=2021-04-14 23:54:34.595108, cost_time=0:00:27.013284 2021-04-14 23:54:25,704 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.5583, top1-acc=80.59%, top5-acc=99.04%, remaining_time=0:00:08.871376, arrival_time=2021-04-14 23:54:34.576318, cost_time=0:00:28.928435 2021-04-14 23:54:27,610 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.5570, top1-acc=80.65%, top5-acc=99.05%, remaining_time=0:00:06.937524, arrival_time=2021-04-14 23:54:34.547487, cost_time=0:00:30.833449 2021-04-14 23:54:29,525 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.5560, top1-acc=80.74%, top5-acc=99.04%, remaining_time=0:00:05.008614, arrival_time=2021-04-14 23:54:34.533840, cost_time=0:00:32.748588 2021-04-14 23:54:31,437 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.5551, top1-acc=80.78%, top5-acc=99.05%, remaining_time=0:00:03.080992, arrival_time=2021-04-14 23:54:34.518753, cost_time=0:00:34.661248 2021-04-14 23:54:33,346 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.5533, top1-acc=80.89%, top5-acc=99.06%, remaining_time=0:00:01.154826, arrival_time=2021-04-14 23:54:34.500884, cost_time=0:00:36.569534 2021-04-14 23:54:34,374 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.24ms, fps=1322 images/s, loss=0.5541, top1-acc=80.91%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:34.374824, cost_time=0:00:37.598315 2021-04-14 23:54:35,126 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.21ms, fps=3414 images/s, loss=0.6919, top1-acc=75.78%, top5-acc=98.63%, remaining_time=0:00:02.249700, arrival_time=2021-04-14 23:54:37.376385, cost_time=0:00:00.749896 2021-04-14 23:54:35,715 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.41ms, fps=4354 images/s, loss=0.6808, top1-acc=76.66%, top5-acc=98.61%, remaining_time=0:00:01.338340, arrival_time=2021-04-14 23:54:37.053408, cost_time=0:00:01.338335 2021-04-14 23:54:36,306 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.21ms, fps=4335 images/s, loss=0.6812, top1-acc=76.61%, top5-acc=98.59%, remaining_time=0:00:00.643060, arrival_time=2021-04-14 23:54:36.949027, cost_time=0:00:01.929183 2021-04-14 23:54:36,846 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.06ms, fps=4297 images/s, loss=0.6831, top1-acc=76.27%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:36.846312, cost_time=0:00:02.469605 2021-04-14 23:54:37,037 INFO : Epoch=0008 complete, best val top1-acc=76.27%, top5-acc=98.56% (epoch=8), remaining_time=2:09:10.147392, arrival_time=2021-04-15 02:03:47.184388, cost_time=0:05:22.922808 2021-04-14 23:54:37,038 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 23:54:39,095 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.50ms, fps=1244 images/s, loss=0.5481, top1-acc=80.55%, top5-acc=99.22%, remaining_time=0:00:38.266338, arrival_time=2021-04-14 23:55:17.361981, cost_time=0:00:02.057334 2021-04-14 23:54:41,017 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.47ms, fps=1333 images/s, loss=0.5421, top1-acc=81.19%, top5-acc=99.20%, remaining_time=0:00:35.012208, arrival_time=2021-04-14 23:55:16.029245, cost_time=0:00:03.978651 2021-04-14 23:54:42,926 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.5364, top1-acc=81.55%, top5-acc=99.11%, remaining_time=0:00:32.580488, arrival_time=2021-04-14 23:55:15.506898, cost_time=0:00:05.888031 2021-04-14 23:54:44,843 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.74ms, fps=1336 images/s, loss=0.5252, top1-acc=81.76%, top5-acc=99.15%, remaining_time=0:00:30.438564, arrival_time=2021-04-14 23:55:15.281773, cost_time=0:00:07.804773 2021-04-14 23:54:46,761 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.5188, top1-acc=82.12%, top5-acc=99.16%, remaining_time=0:00:28.392912, arrival_time=2021-04-14 23:55:15.154825, cost_time=0:00:09.723589 2021-04-14 23:54:48,683 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.34ms, fps=1333 images/s, loss=0.5160, top1-acc=82.22%, top5-acc=99.16%, remaining_time=0:00:26.395288, arrival_time=2021-04-14 23:55:15.078583, cost_time=0:00:11.645002 2021-04-14 23:54:50,603 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=2.10ms, fps=1334 images/s, loss=0.5167, top1-acc=82.26%, top5-acc=99.15%, remaining_time=0:00:24.416910, arrival_time=2021-04-14 23:55:15.020264, cost_time=0:00:13.564977 2021-04-14 23:54:52,514 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.64ms, fps=1340 images/s, loss=0.5214, top1-acc=82.09%, top5-acc=99.16%, remaining_time=0:00:22.439736, arrival_time=2021-04-14 23:55:14.953701, cost_time=0:00:15.475651 2021-04-14 23:54:54,425 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.5194, top1-acc=82.18%, top5-acc=99.19%, remaining_time=0:00:20.477716, arrival_time=2021-04-14 23:55:14.902759, cost_time=0:00:17.386718 2021-04-14 23:54:56,337 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.5187, top1-acc=82.18%, top5-acc=99.16%, remaining_time=0:00:18.527040, arrival_time=2021-04-14 23:55:14.864353, cost_time=0:00:19.298996 2021-04-14 23:54:58,244 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.5216, top1-acc=82.08%, top5-acc=99.15%, remaining_time=0:00:16.579424, arrival_time=2021-04-14 23:55:14.824031, cost_time=0:00:21.206279 2021-04-14 23:55:00,164 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.39ms, fps=1333 images/s, loss=0.5215, top1-acc=82.04%, top5-acc=99.16%, remaining_time=0:00:14.646796, arrival_time=2021-04-14 23:55:14.811591, cost_time=0:00:23.126480 2021-04-14 23:55:02,078 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.57ms, fps=1338 images/s, loss=0.5235, top1-acc=81.92%, top5-acc=99.16%, remaining_time=0:00:12.712458, arrival_time=2021-04-14 23:55:14.790458, cost_time=0:00:25.039679 2021-04-14 23:55:03,995 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.5237, top1-acc=81.89%, top5-acc=99.16%, remaining_time=0:00:10.782744, arrival_time=2021-04-14 23:55:14.778002, cost_time=0:00:26.956889 2021-04-14 23:55:05,912 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.5243, top1-acc=81.83%, top5-acc=99.17%, remaining_time=0:00:08.854816, arrival_time=2021-04-14 23:55:14.767563, cost_time=0:00:28.874437 2021-04-14 23:55:07,823 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.59ms, fps=1340 images/s, loss=0.5238, top1-acc=81.84%, top5-acc=99.17%, remaining_time=0:00:06.926724, arrival_time=2021-04-14 23:55:14.750518, cost_time=0:00:30.785469 2021-04-14 23:55:09,734 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.5237, top1-acc=81.85%, top5-acc=99.16%, remaining_time=0:00:05.000580, arrival_time=2021-04-14 23:55:14.735022, cost_time=0:00:32.696127 2021-04-14 23:55:11,663 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.49ms, fps=1328 images/s, loss=0.5252, top1-acc=81.83%, top5-acc=99.14%, remaining_time=0:00:03.077744, arrival_time=2021-04-14 23:55:14.740750, cost_time=0:00:34.624619 2021-04-14 23:55:13,570 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.92ms, fps=1343 images/s, loss=0.5242, top1-acc=81.81%, top5-acc=99.14%, remaining_time=0:00:01.153632, arrival_time=2021-04-14 23:55:14.723659, cost_time=0:00:36.531637 2021-04-14 23:55:14,598 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.30ms, fps=1323 images/s, loss=0.5236, top1-acc=81.83%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:14.598181, cost_time=0:00:37.559864 2021-04-14 23:55:15,327 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.41ms, fps=3521 images/s, loss=0.7676, top1-acc=74.14%, top5-acc=97.93%, remaining_time=0:00:02.181240, arrival_time=2021-04-14 23:55:17.508360, cost_time=0:00:00.727085 2021-04-14 23:55:15,917 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.45ms, fps=4339 images/s, loss=0.7779, top1-acc=74.16%, top5-acc=97.89%, remaining_time=0:00:01.317480, arrival_time=2021-04-14 23:55:17.235033, cost_time=0:00:01.317489 2021-04-14 23:55:16,513 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=2.09ms, fps=4301 images/s, loss=0.7814, top1-acc=73.97%, top5-acc=97.92%, remaining_time=0:00:00.637720, arrival_time=2021-04-14 23:55:17.150962, cost_time=0:00:01.913146 2021-04-14 23:55:17,059 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=4253 images/s, loss=0.7737, top1-acc=73.88%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:17.059219, cost_time=0:00:02.459184 2021-04-14 23:55:17,223 INFO : Epoch=0009 complete, best val top1-acc=76.27%, top5-acc=98.56% (epoch=8), remaining_time=2:08:25.977894, arrival_time=2021-04-15 02:03:43.200993, cost_time=0:06:03.108907 2021-04-14 23:55:17,224 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 23:55:19,330 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.28ms, fps=1216 images/s, loss=0.5042, top1-acc=82.89%, top5-acc=99.02%, remaining_time=0:00:39.170856, arrival_time=2021-04-14 23:55:58.501527, cost_time=0:00:02.105961 2021-04-14 23:55:21,246 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.5009, top1-acc=83.07%, top5-acc=99.22%, remaining_time=0:00:35.394656, arrival_time=2021-04-14 23:55:56.641492, cost_time=0:00:04.022125 2021-04-14 23:55:23,161 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.4956, top1-acc=83.18%, top5-acc=99.22%, remaining_time=0:00:32.847582, arrival_time=2021-04-14 23:55:56.008607, cost_time=0:00:05.936317 2021-04-14 23:55:25,071 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.4999, top1-acc=82.85%, top5-acc=99.21%, remaining_time=0:00:30.601272, arrival_time=2021-04-14 23:55:55.672535, cost_time=0:00:07.846491 2021-04-14 23:55:26,982 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.5008, top1-acc=82.85%, top5-acc=99.20%, remaining_time=0:00:28.493068, arrival_time=2021-04-14 23:55:55.475674, cost_time=0:00:09.757901 2021-04-14 23:55:28,899 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.4992, top1-acc=82.86%, top5-acc=99.21%, remaining_time=0:00:26.463560, arrival_time=2021-04-14 23:55:55.363382, cost_time=0:00:11.675116 2021-04-14 23:55:30,817 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.4983, top1-acc=82.88%, top5-acc=99.22%, remaining_time=0:00:24.467562, arrival_time=2021-04-14 23:55:55.285377, cost_time=0:00:13.593076 2021-04-14 23:55:32,736 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.47ms, fps=1334 images/s, loss=0.5013, top1-acc=82.74%, top5-acc=99.25%, remaining_time=0:00:22.492168, arrival_time=2021-04-14 23:55:55.228759, cost_time=0:00:15.511868 2021-04-14 23:55:34,647 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.47ms, fps=1340 images/s, loss=0.5032, top1-acc=82.63%, top5-acc=99.27%, remaining_time=0:00:20.520540, arrival_time=2021-04-14 23:55:55.168342, cost_time=0:00:17.423087 2021-04-14 23:55:36,559 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.5026, top1-acc=82.58%, top5-acc=99.27%, remaining_time=0:00:18.560928, arrival_time=2021-04-14 23:55:55.119976, cost_time=0:00:19.334278 2021-04-14 23:55:38,476 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.5014, top1-acc=82.61%, top5-acc=99.26%, remaining_time=0:00:16.615028, arrival_time=2021-04-14 23:55:55.091533, cost_time=0:00:21.251774 2021-04-14 23:55:40,385 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.5004, top1-acc=82.59%, top5-acc=99.27%, remaining_time=0:00:14.668684, arrival_time=2021-04-14 23:55:55.054431, cost_time=0:00:23.161026 2021-04-14 23:55:42,297 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.48ms, fps=1340 images/s, loss=0.5027, top1-acc=82.58%, top5-acc=99.25%, remaining_time=0:00:12.729090, arrival_time=2021-04-14 23:55:55.026277, cost_time=0:00:25.072483 2021-04-14 23:55:44,213 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.5023, top1-acc=82.58%, top5-acc=99.25%, remaining_time=0:00:10.795680, arrival_time=2021-04-14 23:55:55.009537, cost_time=0:00:26.989149 2021-04-14 23:55:46,123 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.46ms, fps=1341 images/s, loss=0.5009, top1-acc=82.61%, top5-acc=99.23%, remaining_time=0:00:08.862360, arrival_time=2021-04-14 23:55:54.986006, cost_time=0:00:28.898939 2021-04-14 23:55:48,034 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.5007, top1-acc=82.59%, top5-acc=99.23%, remaining_time=0:00:06.932160, arrival_time=2021-04-14 23:55:54.966537, cost_time=0:00:30.809669 2021-04-14 23:55:49,953 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.5024, top1-acc=82.53%, top5-acc=99.23%, remaining_time=0:00:05.005598, arrival_time=2021-04-14 23:55:54.959228, cost_time=0:00:32.728891 2021-04-14 23:55:51,858 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.65ms, fps=1344 images/s, loss=0.5015, top1-acc=82.56%, top5-acc=99.23%, remaining_time=0:00:03.078592, arrival_time=2021-04-14 23:55:54.937481, cost_time=0:00:34.634184 2021-04-14 23:55:53,768 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.5004, top1-acc=82.61%, top5-acc=99.23%, remaining_time=0:00:01.154028, arrival_time=2021-04-14 23:55:54.922881, cost_time=0:00:36.544146 2021-04-14 23:55:54,798 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.27ms, fps=1321 images/s, loss=0.5021, top1-acc=82.57%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:54.798915, cost_time=0:00:37.574217 2021-04-14 23:55:55,513 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.18ms, fps=3592 images/s, loss=0.7053, top1-acc=74.37%, top5-acc=98.44%, remaining_time=0:00:02.138310, arrival_time=2021-04-14 23:55:57.651640, cost_time=0:00:00.712773 2021-04-14 23:55:56,102 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.29ms, fps=4348 images/s, loss=0.7007, top1-acc=75.12%, top5-acc=98.46%, remaining_time=0:00:01.301940, arrival_time=2021-04-14 23:55:57.404429, cost_time=0:00:01.301937 2021-04-14 23:55:56,693 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.33ms, fps=4336 images/s, loss=0.7070, top1-acc=75.13%, top5-acc=98.54%, remaining_time=0:00:00.630900, arrival_time=2021-04-14 23:55:57.324141, cost_time=0:00:01.892702 2021-04-14 23:55:57,233 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=4298 images/s, loss=0.7078, top1-acc=75.28%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:57.233314, cost_time=0:00:02.432790 2021-04-14 23:55:57,361 INFO : Epoch=0010 complete, best val top1-acc=76.27%, top5-acc=98.56% (epoch=8), remaining_time=2:07:41.697180, arrival_time=2021-04-15 02:03:39.058590, cost_time=0:06:43.247223 2021-04-14 23:55:57,362 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 23:55:59,441 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.43ms, fps=1232 images/s, loss=0.4977, top1-acc=82.85%, top5-acc=99.10%, remaining_time=0:00:38.654520, arrival_time=2021-04-14 23:56:38.095485, cost_time=0:00:02.078197 2021-04-14 23:56:01,368 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.39ms, fps=1328 images/s, loss=0.4929, top1-acc=82.91%, top5-acc=99.16%, remaining_time=0:00:35.250160, arrival_time=2021-04-14 23:56:36.618637, cost_time=0:00:04.005708 2021-04-14 23:56:03,283 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.85ms, fps=1337 images/s, loss=0.4812, top1-acc=83.37%, top5-acc=99.17%, remaining_time=0:00:32.759768, arrival_time=2021-04-14 23:56:36.042971, cost_time=0:00:05.920434 2021-04-14 23:56:05,192 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.4810, top1-acc=83.38%, top5-acc=99.22%, remaining_time=0:00:30.537000, arrival_time=2021-04-14 23:56:35.729820, cost_time=0:00:07.829988 2021-04-14 23:56:07,108 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.4737, top1-acc=83.73%, top5-acc=99.19%, remaining_time=0:00:28.458612, arrival_time=2021-04-14 23:56:35.567467, cost_time=0:00:09.746083 2021-04-14 23:56:09,022 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.4767, top1-acc=83.61%, top5-acc=99.16%, remaining_time=0:00:26.427520, arrival_time=2021-04-14 23:56:35.449511, cost_time=0:00:11.659220 2021-04-14 23:56:10,945 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.50ms, fps=1331 images/s, loss=0.4796, top1-acc=83.50%, top5-acc=99.15%, remaining_time=0:00:24.448410, arrival_time=2021-04-14 23:56:35.393636, cost_time=0:00:13.582437 2021-04-14 23:56:12,857 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.4817, top1-acc=83.43%, top5-acc=99.19%, remaining_time=0:00:22.467344, arrival_time=2021-04-14 23:56:35.324836, cost_time=0:00:15.494724 2021-04-14 23:56:14,781 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.46ms, fps=1331 images/s, loss=0.4820, top1-acc=83.34%, top5-acc=99.18%, remaining_time=0:00:20.515134, arrival_time=2021-04-14 23:56:35.296370, cost_time=0:00:17.418469 2021-04-14 23:56:16,698 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.4816, top1-acc=83.37%, top5-acc=99.17%, remaining_time=0:00:18.562368, arrival_time=2021-04-14 23:56:35.261037, cost_time=0:00:19.335822 2021-04-14 23:56:18,615 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.62ms, fps=1336 images/s, loss=0.4821, top1-acc=83.38%, top5-acc=99.19%, remaining_time=0:00:16.615372, arrival_time=2021-04-14 23:56:35.230483, cost_time=0:00:21.252253 2021-04-14 23:56:20,532 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=2.15ms, fps=1336 images/s, loss=0.4816, top1-acc=83.38%, top5-acc=99.18%, remaining_time=0:00:14.673852, arrival_time=2021-04-14 23:56:35.205965, cost_time=0:00:23.169276 2021-04-14 23:56:22,446 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.4802, top1-acc=83.43%, top5-acc=99.19%, remaining_time=0:00:12.735030, arrival_time=2021-04-14 23:56:35.181904, cost_time=0:00:25.084088 2021-04-14 23:56:24,360 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.4789, top1-acc=83.45%, top5-acc=99.19%, remaining_time=0:00:10.799040, arrival_time=2021-04-14 23:56:35.159346, cost_time=0:00:26.997531 2021-04-14 23:56:26,266 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.4780, top1-acc=83.54%, top5-acc=99.18%, remaining_time=0:00:08.863878, arrival_time=2021-04-14 23:56:35.130532, cost_time=0:00:28.903877 2021-04-14 23:56:28,173 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.4784, top1-acc=83.51%, top5-acc=99.19%, remaining_time=0:00:06.932448, arrival_time=2021-04-14 23:56:35.106227, cost_time=0:00:30.810919 2021-04-14 23:56:30,092 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.34ms, fps=1335 images/s, loss=0.4783, top1-acc=83.52%, top5-acc=99.20%, remaining_time=0:00:05.005702, arrival_time=2021-04-14 23:56:35.098136, cost_time=0:00:32.729660 2021-04-14 23:56:32,001 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.4800, top1-acc=83.45%, top5-acc=99.19%, remaining_time=0:00:03.079024, arrival_time=2021-04-14 23:56:35.080773, cost_time=0:00:34.638979 2021-04-14 23:56:33,911 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.81ms, fps=1341 images/s, loss=0.4804, top1-acc=83.46%, top5-acc=99.21%, remaining_time=0:00:01.154160, arrival_time=2021-04-14 23:56:35.065393, cost_time=0:00:36.548462 2021-04-14 23:56:34,938 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.38ms, fps=1324 images/s, loss=0.4810, top1-acc=83.42%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:34.938670, cost_time=0:00:37.575899 2021-04-14 23:56:35,666 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.29ms, fps=3525 images/s, loss=0.7666, top1-acc=74.84%, top5-acc=97.73%, remaining_time=0:00:02.178870, arrival_time=2021-04-14 23:56:37.845636, cost_time=0:00:00.726287 2021-04-14 23:56:36,259 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.54ms, fps=4324 images/s, loss=0.7653, top1-acc=74.96%, top5-acc=97.81%, remaining_time=0:00:01.318900, arrival_time=2021-04-14 23:56:37.578215, cost_time=0:00:01.318895 2021-04-14 23:56:36,851 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.93ms, fps=4329 images/s, loss=0.7517, top1-acc=75.33%, top5-acc=97.96%, remaining_time=0:00:00.636880, arrival_time=2021-04-14 23:56:37.487934, cost_time=0:00:01.910631 2021-04-14 23:56:37,392 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.07ms, fps=4289 images/s, loss=0.7397, top1-acc=75.73%, top5-acc=98.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:37.392313, cost_time=0:00:02.451919 2021-04-14 23:56:37,526 INFO : Epoch=0011 complete, best val top1-acc=76.27%, top5-acc=98.56% (epoch=8), remaining_time=2:06:58.629501, arrival_time=2021-04-15 02:03:36.156012, cost_time=0:07:23.412301 2021-04-14 23:56:37,528 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 23:56:39,619 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.40ms, fps=1225 images/s, loss=0.4874, top1-acc=82.89%, top5-acc=99.18%, remaining_time=0:00:38.876232, arrival_time=2021-04-14 23:57:18.495299, cost_time=0:00:02.090116 2021-04-14 23:56:41,530 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.62ms, fps=1340 images/s, loss=0.4756, top1-acc=83.67%, top5-acc=99.36%, remaining_time=0:00:35.214080, arrival_time=2021-04-14 23:57:16.744638, cost_time=0:00:04.001602 2021-04-14 23:56:43,453 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.30ms, fps=1332 images/s, loss=0.4647, top1-acc=84.00%, top5-acc=99.34%, remaining_time=0:00:32.782012, arrival_time=2021-04-14 23:57:16.235543, cost_time=0:00:05.924474 2021-04-14 23:56:45,362 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.4663, top1-acc=83.74%, top5-acc=99.35%, remaining_time=0:00:30.550104, arrival_time=2021-04-14 23:57:15.912328, cost_time=0:00:07.833344 2021-04-14 23:56:47,274 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.4712, top1-acc=83.54%, top5-acc=99.41%, remaining_time=0:00:28.455838, arrival_time=2021-04-14 23:57:15.729855, cost_time=0:00:09.745131 2021-04-14 23:56:49,189 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.4638, top1-acc=83.80%, top5-acc=99.44%, remaining_time=0:00:26.429560, arrival_time=2021-04-14 23:57:15.618549, cost_time=0:00:11.660093 2021-04-14 23:56:51,110 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.31ms, fps=1333 images/s, loss=0.4662, top1-acc=83.83%, top5-acc=99.43%, remaining_time=0:00:24.446016, arrival_time=2021-04-14 23:57:15.556066, cost_time=0:00:13.581092 2021-04-14 23:56:53,022 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.4645, top1-acc=83.84%, top5-acc=99.46%, remaining_time=0:00:22.465488, arrival_time=2021-04-14 23:57:15.487806, cost_time=0:00:15.493427 2021-04-14 23:56:54,944 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.44ms, fps=1332 images/s, loss=0.4595, top1-acc=83.96%, top5-acc=99.48%, remaining_time=0:00:20.511636, arrival_time=2021-04-14 23:57:15.456110, cost_time=0:00:17.415583 2021-04-14 23:56:56,860 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.4596, top1-acc=84.02%, top5-acc=99.48%, remaining_time=0:00:18.557856, arrival_time=2021-04-14 23:57:15.417832, cost_time=0:00:19.331096 2021-04-14 23:56:58,769 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.4596, top1-acc=83.99%, top5-acc=99.46%, remaining_time=0:00:16.606514, arrival_time=2021-04-14 23:57:15.376318, cost_time=0:00:21.240937 2021-04-14 23:57:00,686 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.43ms, fps=1336 images/s, loss=0.4604, top1-acc=84.00%, top5-acc=99.46%, remaining_time=0:00:14.666556, arrival_time=2021-04-14 23:57:15.353147, cost_time=0:00:23.157691 2021-04-14 23:57:02,604 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.66ms, fps=1335 images/s, loss=0.4610, top1-acc=83.95%, top5-acc=99.44%, remaining_time=0:00:12.730542, arrival_time=2021-04-14 23:57:15.334745, cost_time=0:00:25.075260 2021-04-14 23:57:04,517 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.4592, top1-acc=84.07%, top5-acc=99.44%, remaining_time=0:00:10.795456, arrival_time=2021-04-14 23:57:15.312959, cost_time=0:00:26.988624 2021-04-14 23:57:06,442 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.55ms, fps=1330 images/s, loss=0.4596, top1-acc=84.03%, top5-acc=99.43%, remaining_time=0:00:08.866684, arrival_time=2021-04-14 23:57:15.308673, cost_time=0:00:28.913098 2021-04-14 23:57:08,352 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.50ms, fps=1340 images/s, loss=0.4582, top1-acc=84.09%, top5-acc=99.42%, remaining_time=0:00:06.935256, arrival_time=2021-04-14 23:57:15.287485, cost_time=0:00:30.823350 2021-04-14 23:57:10,258 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.4572, top1-acc=84.16%, top5-acc=99.41%, remaining_time=0:00:05.005702, arrival_time=2021-04-14 23:57:15.264215, cost_time=0:00:32.729639 2021-04-14 23:57:12,173 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.44ms, fps=1337 images/s, loss=0.4568, top1-acc=84.18%, top5-acc=99.42%, remaining_time=0:00:03.079472, arrival_time=2021-04-14 23:57:15.252442, cost_time=0:00:34.644091 2021-04-14 23:57:14,092 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.22ms, fps=1334 images/s, loss=0.4589, top1-acc=84.11%, top5-acc=99.40%, remaining_time=0:00:01.154646, arrival_time=2021-04-14 23:57:15.247380, cost_time=0:00:36.563852 2021-04-14 23:57:15,120 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.26ms, fps=1324 images/s, loss=0.4588, top1-acc=84.12%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:15.120673, cost_time=0:00:37.591795 2021-04-14 23:57:15,845 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.19ms, fps=3538 images/s, loss=0.6939, top1-acc=76.05%, top5-acc=98.52%, remaining_time=0:00:02.170440, arrival_time=2021-04-14 23:57:18.016185, cost_time=0:00:00.723481 2021-04-14 23:57:16,438 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.31ms, fps=4320 images/s, loss=0.6797, top1-acc=76.66%, top5-acc=98.57%, remaining_time=0:00:01.316500, arrival_time=2021-04-14 23:57:17.755252, cost_time=0:00:01.316492 2021-04-14 23:57:17,029 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.34ms, fps=4335 images/s, loss=0.6820, top1-acc=76.39%, top5-acc=98.61%, remaining_time=0:00:00.635800, arrival_time=2021-04-14 23:57:17.665455, cost_time=0:00:01.907405 2021-04-14 23:57:17,571 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.09ms, fps=4288 images/s, loss=0.6826, top1-acc=76.67%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:17.570998, cost_time=0:00:02.448770 2021-04-14 23:57:17,744 INFO : Epoch=0012 complete, best val top1-acc=76.67%, top5-acc=98.65% (epoch=12), remaining_time=2:06:16.869248, arrival_time=2021-04-15 02:03:34.613387, cost_time=0:08:03.629952 2021-04-14 23:57:17,745 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 23:57:19,863 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.72ms, fps=1209 images/s, loss=0.4715, top1-acc=83.32%, top5-acc=99.30%, remaining_time=0:00:39.387918, arrival_time=2021-04-14 23:57:59.251219, cost_time=0:00:02.117631 2021-04-14 23:57:21,783 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.38ms, fps=1334 images/s, loss=0.4584, top1-acc=84.22%, top5-acc=99.20%, remaining_time=0:00:35.530352, arrival_time=2021-04-14 23:57:57.313603, cost_time=0:00:04.037542 2021-04-14 23:57:23,697 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.4552, top1-acc=84.04%, top5-acc=99.24%, remaining_time=0:00:32.935728, arrival_time=2021-04-14 23:57:56.633648, cost_time=0:00:05.952247 2021-04-14 23:57:25,608 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.4450, top1-acc=84.40%, top5-acc=99.29%, remaining_time=0:00:30.664920, arrival_time=2021-04-14 23:57:56.273414, cost_time=0:00:07.862817 2021-04-14 23:57:27,526 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.4460, top1-acc=84.45%, top5-acc=99.35%, remaining_time=0:00:28.558914, arrival_time=2021-04-14 23:57:56.085057, cost_time=0:00:09.780437 2021-04-14 23:57:29,452 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.44ms, fps=1329 images/s, loss=0.4495, top1-acc=84.25%, top5-acc=99.39%, remaining_time=0:00:26.534824, arrival_time=2021-04-14 23:57:55.987049, cost_time=0:00:11.706561 2021-04-14 23:57:31,375 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.42ms, fps=1332 images/s, loss=0.4500, top1-acc=84.31%, top5-acc=99.45%, remaining_time=0:00:24.532956, arrival_time=2021-04-14 23:57:55.908139, cost_time=0:00:13.629409 2021-04-14 23:57:33,294 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.66ms, fps=1334 images/s, loss=0.4505, top1-acc=84.25%, top5-acc=99.44%, remaining_time=0:00:22.545644, arrival_time=2021-04-14 23:57:55.840029, cost_time=0:00:15.548716 2021-04-14 23:57:35,200 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.4504, top1-acc=84.28%, top5-acc=99.45%, remaining_time=0:00:20.558170, arrival_time=2021-04-14 23:57:55.758888, cost_time=0:00:17.455058 2021-04-14 23:57:37,109 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.4519, top1-acc=84.27%, top5-acc=99.42%, remaining_time=0:00:18.589344, arrival_time=2021-04-14 23:57:55.698886, cost_time=0:00:19.363865 2021-04-14 23:57:39,026 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.4522, top1-acc=84.27%, top5-acc=99.38%, remaining_time=0:00:16.637474, arrival_time=2021-04-14 23:57:55.663594, cost_time=0:00:21.280447 2021-04-14 23:57:40,932 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.51ms, fps=1343 images/s, loss=0.4526, top1-acc=84.25%, top5-acc=99.39%, remaining_time=0:00:14.685176, arrival_time=2021-04-14 23:57:55.617983, cost_time=0:00:23.187144 2021-04-14 23:57:42,846 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.4528, top1-acc=84.26%, top5-acc=99.38%, remaining_time=0:00:12.743478, arrival_time=2021-04-14 23:57:55.589894, cost_time=0:00:25.100734 2021-04-14 23:57:44,762 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=0.4521, top1-acc=84.29%, top5-acc=99.39%, remaining_time=0:00:10.806768, arrival_time=2021-04-14 23:57:55.569365, cost_time=0:00:27.016933 2021-04-14 23:57:46,670 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.65ms, fps=1342 images/s, loss=0.4521, top1-acc=84.30%, top5-acc=99.40%, remaining_time=0:00:08.870410, arrival_time=2021-04-14 23:57:55.541361, cost_time=0:00:28.925283 2021-04-14 23:57:48,584 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.4529, top1-acc=84.31%, top5-acc=99.39%, remaining_time=0:00:06.938820, arrival_time=2021-04-14 23:57:55.523662, cost_time=0:00:30.839127 2021-04-14 23:57:50,518 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.39ms, fps=1325 images/s, loss=0.4535, top1-acc=84.29%, top5-acc=99.37%, remaining_time=0:00:05.012228, arrival_time=2021-04-14 23:57:55.530236, cost_time=0:00:32.772340 2021-04-14 23:57:52,428 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.4536, top1-acc=84.28%, top5-acc=99.36%, remaining_time=0:00:03.082880, arrival_time=2021-04-14 23:57:55.510902, cost_time=0:00:34.682368 2021-04-14 23:57:54,342 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.23ms, fps=1337 images/s, loss=0.4525, top1-acc=84.36%, top5-acc=99.37%, remaining_time=0:00:01.155696, arrival_time=2021-04-14 23:57:55.498442, cost_time=0:00:36.597021 2021-04-14 23:57:55,376 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.22ms, fps=1317 images/s, loss=0.4524, top1-acc=84.36%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:55.376163, cost_time=0:00:37.630505 2021-04-14 23:57:56,087 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.59ms, fps=3606 images/s, loss=0.6100, top1-acc=79.14%, top5-acc=98.52%, remaining_time=0:00:02.130000, arrival_time=2021-04-14 23:57:58.217925, cost_time=0:00:00.710004 2021-04-14 23:57:56,676 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.24ms, fps=4349 images/s, loss=0.5808, top1-acc=80.06%, top5-acc=98.69%, remaining_time=0:00:01.299000, arrival_time=2021-04-14 23:57:57.975918, cost_time=0:00:01.299001 2021-04-14 23:57:57,270 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.62ms, fps=4314 images/s, loss=0.5973, top1-acc=79.48%, top5-acc=98.70%, remaining_time=0:00:00.630910, arrival_time=2021-04-14 23:57:57.901562, cost_time=0:00:01.892735 2021-04-14 23:57:57,814 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.10ms, fps=4269 images/s, loss=0.5904, top1-acc=79.48%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:57.814481, cost_time=0:00:02.436569 2021-04-14 23:57:58,052 INFO : Epoch=0013 complete, best val top1-acc=79.48%, top5-acc=98.80% (epoch=13), remaining_time=2:05:36.643609, arrival_time=2021-04-15 02:03:34.695588, cost_time=0:08:43.937791 2021-04-14 23:57:58,053 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 23:58:00,129 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.72ms, fps=1233 images/s, loss=0.4208, top1-acc=85.66%, top5-acc=99.26%, remaining_time=0:00:38.610066, arrival_time=2021-04-14 23:58:38.739191, cost_time=0:00:02.075811 2021-04-14 23:58:02,039 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.4183, top1-acc=85.72%, top5-acc=99.41%, remaining_time=0:00:35.079440, arrival_time=2021-04-14 23:58:37.119065, cost_time=0:00:03.986301 2021-04-14 23:58:03,951 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.4276, top1-acc=85.25%, top5-acc=99.43%, remaining_time=0:00:32.635766, arrival_time=2021-04-14 23:58:36.587125, cost_time=0:00:05.898023 2021-04-14 23:58:05,874 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.28ms, fps=1331 images/s, loss=0.4321, top1-acc=85.23%, top5-acc=99.40%, remaining_time=0:00:30.504084, arrival_time=2021-04-14 23:58:36.378963, cost_time=0:00:07.821546 2021-04-14 23:58:07,782 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.61ms, fps=1342 images/s, loss=0.4370, top1-acc=85.00%, top5-acc=99.41%, remaining_time=0:00:28.410578, arrival_time=2021-04-14 23:58:36.193530, cost_time=0:00:09.729638 2021-04-14 23:58:09,702 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.4375, top1-acc=84.93%, top5-acc=99.45%, remaining_time=0:00:26.404944, arrival_time=2021-04-14 23:58:36.107490, cost_time=0:00:11.649230 2021-04-14 23:58:11,625 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.37ms, fps=1331 images/s, loss=0.4368, top1-acc=85.01%, top5-acc=99.45%, remaining_time=0:00:24.430140, arrival_time=2021-04-14 23:58:36.055835, cost_time=0:00:13.572309 2021-04-14 23:58:13,541 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.4347, top1-acc=85.12%, top5-acc=99.42%, remaining_time=0:00:22.458296, arrival_time=2021-04-14 23:58:36.000078, cost_time=0:00:15.488463 2021-04-14 23:58:15,450 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.4363, top1-acc=85.01%, top5-acc=99.40%, remaining_time=0:00:20.490118, arrival_time=2021-04-14 23:58:35.940738, cost_time=0:00:17.397292 2021-04-14 23:58:17,363 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.4355, top1-acc=85.05%, top5-acc=99.38%, remaining_time=0:00:18.537504, arrival_time=2021-04-14 23:58:35.900705, cost_time=0:00:19.309872 2021-04-14 23:58:19,274 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.4379, top1-acc=85.01%, top5-acc=99.36%, remaining_time=0:00:16.591464, arrival_time=2021-04-14 23:58:35.866379, cost_time=0:00:21.221600 2021-04-14 23:58:21,183 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.4390, top1-acc=85.04%, top5-acc=99.34%, remaining_time=0:00:14.648924, arrival_time=2021-04-14 23:58:35.832159, cost_time=0:00:23.129918 2021-04-14 23:58:23,100 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.4377, top1-acc=85.08%, top5-acc=99.35%, remaining_time=0:00:12.716418, arrival_time=2021-04-14 23:58:35.817289, cost_time=0:00:25.047553 2021-04-14 23:58:25,015 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.61ms, fps=1338 images/s, loss=0.4357, top1-acc=85.16%, top5-acc=99.36%, remaining_time=0:00:10.784648, arrival_time=2021-04-14 23:58:35.799604, cost_time=0:00:26.961634 2021-04-14 23:58:26,927 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.56ms, fps=1339 images/s, loss=0.4358, top1-acc=85.12%, top5-acc=99.36%, remaining_time=0:00:08.854678, arrival_time=2021-04-14 23:58:35.781966, cost_time=0:00:28.873979 2021-04-14 23:58:28,840 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.4366, top1-acc=85.08%, top5-acc=99.38%, remaining_time=0:00:06.927012, arrival_time=2021-04-14 23:58:35.767014, cost_time=0:00:30.786686 2021-04-14 23:58:30,758 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.4367, top1-acc=85.08%, top5-acc=99.37%, remaining_time=0:00:05.002010, arrival_time=2021-04-14 23:58:35.760831, cost_time=0:00:32.705501 2021-04-14 23:58:32,667 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.4366, top1-acc=85.07%, top5-acc=99.38%, remaining_time=0:00:03.076784, arrival_time=2021-04-14 23:58:35.744042, cost_time=0:00:34.613863 2021-04-14 23:58:34,585 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.4360, top1-acc=85.09%, top5-acc=99.37%, remaining_time=0:00:01.153650, arrival_time=2021-04-14 23:58:35.739352, cost_time=0:00:36.532305 2021-04-14 23:58:35,622 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.24ms, fps=1324 images/s, loss=0.4363, top1-acc=85.07%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:35.622715, cost_time=0:00:37.569406 2021-04-14 23:58:36,349 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.30ms, fps=3532 images/s, loss=0.6697, top1-acc=77.46%, top5-acc=98.79%, remaining_time=0:00:02.174370, arrival_time=2021-04-14 23:58:38.523644, cost_time=0:00:00.724791 2021-04-14 23:58:36,939 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.28ms, fps=4343 images/s, loss=0.6670, top1-acc=78.05%, top5-acc=98.55%, remaining_time=0:00:01.314780, arrival_time=2021-04-14 23:58:38.254044, cost_time=0:00:01.314778 2021-04-14 23:58:37,530 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.21ms, fps=4337 images/s, loss=0.6613, top1-acc=78.07%, top5-acc=98.53%, remaining_time=0:00:00.635190, arrival_time=2021-04-14 23:58:38.165190, cost_time=0:00:01.905584 2021-04-14 23:58:38,071 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.06ms, fps=4290 images/s, loss=0.6583, top1-acc=78.00%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:38.071123, cost_time=0:00:02.446745 2021-04-14 23:58:38,186 INFO : Epoch=0014 complete, best val top1-acc=79.48%, top5-acc=98.80% (epoch=13), remaining_time=2:04:54.099774, arrival_time=2021-04-15 02:03:32.285985, cost_time=0:09:24.072020 2021-04-14 23:58:38,187 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 23:58:40,323 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.48ms, fps=1199 images/s, loss=0.4391, top1-acc=85.47%, top5-acc=99.30%, remaining_time=0:00:39.722904, arrival_time=2021-04-14 23:59:20.046185, cost_time=0:00:02.135640 2021-04-14 23:58:42,233 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.4389, top1-acc=85.14%, top5-acc=99.41%, remaining_time=0:00:35.601984, arrival_time=2021-04-14 23:59:17.835342, cost_time=0:00:04.045670 2021-04-14 23:58:44,143 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=2.64ms, fps=1341 images/s, loss=0.4525, top1-acc=84.77%, top5-acc=99.27%, remaining_time=0:00:32.954984, arrival_time=2021-04-14 23:59:17.098353, cost_time=0:00:05.955726 2021-04-14 23:58:46,059 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.4496, top1-acc=84.83%, top5-acc=99.31%, remaining_time=0:00:30.700644, arrival_time=2021-04-14 23:59:16.760194, cost_time=0:00:07.871968 2021-04-14 23:58:47,968 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.4406, top1-acc=85.18%, top5-acc=99.37%, remaining_time=0:00:28.558914, arrival_time=2021-04-14 23:59:16.526941, cost_time=0:00:09.780470 2021-04-14 23:58:49,885 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.4355, top1-acc=85.47%, top5-acc=99.37%, remaining_time=0:00:26.515784, arrival_time=2021-04-14 23:59:16.401508, cost_time=0:00:11.698152 2021-04-14 23:58:51,807 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.58ms, fps=1333 images/s, loss=0.4322, top1-acc=85.51%, top5-acc=99.37%, remaining_time=0:00:24.515316, arrival_time=2021-04-14 23:59:16.322553, cost_time=0:00:13.619604 2021-04-14 23:58:53,724 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.4342, top1-acc=85.43%, top5-acc=99.36%, remaining_time=0:00:22.528476, arrival_time=2021-04-14 23:59:16.252958, cost_time=0:00:15.536900 2021-04-14 23:58:55,632 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.4309, top1-acc=85.48%, top5-acc=99.37%, remaining_time=0:00:20.546404, arrival_time=2021-04-14 23:59:16.179065, cost_time=0:00:17.445099 2021-04-14 23:58:57,550 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.4306, top1-acc=85.53%, top5-acc=99.39%, remaining_time=0:00:18.588768, arrival_time=2021-04-14 23:59:16.139644, cost_time=0:00:19.363314 2021-04-14 23:58:59,466 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.78ms, fps=1337 images/s, loss=0.4303, top1-acc=85.57%, top5-acc=99.39%, remaining_time=0:00:16.635926, arrival_time=2021-04-14 23:59:16.101972, cost_time=0:00:21.278490 2021-04-14 23:59:01,374 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.4297, top1-acc=85.58%, top5-acc=99.37%, remaining_time=0:00:14.685252, arrival_time=2021-04-14 23:59:16.060083, cost_time=0:00:23.187268 2021-04-14 23:59:03,292 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.4296, top1-acc=85.58%, top5-acc=99.36%, remaining_time=0:00:12.745656, arrival_time=2021-04-14 23:59:16.038345, cost_time=0:00:25.105046 2021-04-14 23:59:05,203 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.4279, top1-acc=85.60%, top5-acc=99.38%, remaining_time=0:00:10.806264, arrival_time=2021-04-14 23:59:16.009470, cost_time=0:00:27.015652 2021-04-14 23:59:07,107 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.4272, top1-acc=85.59%, top5-acc=99.37%, remaining_time=0:00:08.868708, arrival_time=2021-04-14 23:59:15.976023, cost_time=0:00:28.919744 2021-04-14 23:59:09,017 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.4264, top1-acc=85.60%, top5-acc=99.37%, remaining_time=0:00:06.936660, arrival_time=2021-04-14 23:59:15.953760, cost_time=0:00:30.829535 2021-04-14 23:59:10,930 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.4279, top1-acc=85.52%, top5-acc=99.38%, remaining_time=0:00:05.007756, arrival_time=2021-04-14 23:59:15.938319, cost_time=0:00:32.743004 2021-04-14 23:59:12,834 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.44ms, fps=1345 images/s, loss=0.4289, top1-acc=85.48%, top5-acc=99.38%, remaining_time=0:00:03.079696, arrival_time=2021-04-14 23:59:15.913791, cost_time=0:00:34.646533 2021-04-14 23:59:14,744 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.4292, top1-acc=85.44%, top5-acc=99.38%, remaining_time=0:00:01.154418, arrival_time=2021-04-14 23:59:15.898558, cost_time=0:00:36.556592 2021-04-14 23:59:15,773 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.27ms, fps=1321 images/s, loss=0.4293, top1-acc=85.41%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:15.773948, cost_time=0:00:37.586390 2021-04-14 23:59:16,509 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.44ms, fps=3489 images/s, loss=0.7672, top1-acc=74.10%, top5-acc=98.36%, remaining_time=0:00:02.201310, arrival_time=2021-04-14 23:59:18.710895, cost_time=0:00:00.733771 2021-04-14 23:59:17,108 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=2.81ms, fps=4279 images/s, loss=0.7535, top1-acc=74.53%, top5-acc=98.30%, remaining_time=0:00:01.332400, arrival_time=2021-04-14 23:59:18.440713, cost_time=0:00:01.332390 2021-04-14 23:59:17,709 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.33ms, fps=4263 images/s, loss=0.7381, top1-acc=74.74%, top5-acc=98.48%, remaining_time=0:00:00.644540, arrival_time=2021-04-14 23:59:18.353982, cost_time=0:00:01.933635 2021-04-14 23:59:18,249 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.06ms, fps=4297 images/s, loss=0.7468, top1-acc=74.88%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:18.249711, cost_time=0:00:02.473908 2021-04-14 23:59:18,352 INFO : Epoch=0015 complete, best val top1-acc=79.48%, top5-acc=98.80% (epoch=13), remaining_time=2:04:12.269715, arrival_time=2021-04-15 02:03:30.621986, cost_time=0:10:04.238087 2021-04-14 23:59:18,353 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 23:59:20,425 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.63ms, fps=1236 images/s, loss=0.4435, top1-acc=84.10%, top5-acc=99.49%, remaining_time=0:00:38.538456, arrival_time=2021-04-14 23:59:58.964132, cost_time=0:00:02.071958 2021-04-14 23:59:22,341 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.79ms, fps=1337 images/s, loss=0.4266, top1-acc=85.16%, top5-acc=99.47%, remaining_time=0:00:35.089824, arrival_time=2021-04-14 23:59:57.431027, cost_time=0:00:03.987481 2021-04-14 23:59:24,259 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.4252, top1-acc=85.35%, top5-acc=99.52%, remaining_time=0:00:32.677598, arrival_time=2021-04-14 23:59:56.936905, cost_time=0:00:05.905584 2021-04-14 23:59:26,165 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.4273, top1-acc=85.37%, top5-acc=99.47%, remaining_time=0:00:30.465084, arrival_time=2021-04-14 23:59:56.630318, cost_time=0:00:07.811576 2021-04-14 23:59:28,083 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.4301, top1-acc=85.30%, top5-acc=99.43%, remaining_time=0:00:28.410870, arrival_time=2021-04-14 23:59:56.494244, cost_time=0:00:09.729730 2021-04-14 23:59:29,999 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.30ms, fps=1337 images/s, loss=0.4294, top1-acc=85.32%, top5-acc=99.47%, remaining_time=0:00:26.395560, arrival_time=2021-04-14 23:59:56.394504, cost_time=0:00:11.645129 2021-04-14 23:59:31,924 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.57ms, fps=1330 images/s, loss=0.4293, top1-acc=85.26%, top5-acc=99.43%, remaining_time=0:00:24.426612, arrival_time=2021-04-14 23:59:56.350570, cost_time=0:00:13.570305 2021-04-14 23:59:33,845 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.35ms, fps=1333 images/s, loss=0.4279, top1-acc=85.36%, top5-acc=99.45%, remaining_time=0:00:22.463052, arrival_time=2021-04-14 23:59:56.308437, cost_time=0:00:15.491744 2021-04-14 23:59:35,764 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.4283, top1-acc=85.31%, top5-acc=99.44%, remaining_time=0:00:20.506124, arrival_time=2021-04-14 23:59:56.270644, cost_time=0:00:17.410872 2021-04-14 23:59:37,671 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.4285, top1-acc=85.30%, top5-acc=99.46%, remaining_time=0:00:18.545088, arrival_time=2021-04-14 23:59:56.216521, cost_time=0:00:19.317786 2021-04-14 23:59:39,579 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=0.4301, top1-acc=85.19%, top5-acc=99.45%, remaining_time=0:00:16.594560, arrival_time=2021-04-14 23:59:56.173812, cost_time=0:00:21.225628 2021-04-14 23:59:41,495 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.4283, top1-acc=85.28%, top5-acc=99.44%, remaining_time=0:00:14.656296, arrival_time=2021-04-14 23:59:56.151538, cost_time=0:00:23.141580 2021-04-14 23:59:43,408 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.4298, top1-acc=85.21%, top5-acc=99.44%, remaining_time=0:00:12.720246, arrival_time=2021-04-14 23:59:56.129045, cost_time=0:00:25.055094 2021-04-14 23:59:45,316 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.4275, top1-acc=85.32%, top5-acc=99.44%, remaining_time=0:00:10.785264, arrival_time=2021-04-14 23:59:56.102059, cost_time=0:00:26.963149 2021-04-14 23:59:47,242 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.93ms, fps=1329 images/s, loss=0.4285, top1-acc=85.30%, top5-acc=99.43%, remaining_time=0:00:08.859370, arrival_time=2021-04-14 23:59:56.102267, cost_time=0:00:28.889231 2021-04-14 23:59:49,148 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.44ms, fps=1344 images/s, loss=0.4293, top1-acc=85.27%, top5-acc=99.44%, remaining_time=0:00:06.928812, arrival_time=2021-04-14 23:59:56.077166, cost_time=0:00:30.794720 2021-04-14 23:59:51,059 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.50ms, fps=1340 images/s, loss=0.4308, top1-acc=85.24%, top5-acc=99.43%, remaining_time=0:00:05.002062, arrival_time=2021-04-14 23:59:56.061557, cost_time=0:00:32.705853 2021-04-14 23:59:52,976 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.4308, top1-acc=85.24%, top5-acc=99.42%, remaining_time=0:00:03.077600, arrival_time=2021-04-14 23:59:56.054270, cost_time=0:00:34.623026 2021-04-14 23:59:54,880 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.20ms, fps=1345 images/s, loss=0.4310, top1-acc=85.23%, top5-acc=99.43%, remaining_time=0:00:01.153470, arrival_time=2021-04-14 23:59:56.033601, cost_time=0:00:36.526488 2021-04-14 23:59:55,905 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.24ms, fps=1327 images/s, loss=0.4307, top1-acc=85.22%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:55.905010, cost_time=0:00:37.551364 2021-04-14 23:59:56,618 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.19ms, fps=3598 images/s, loss=0.5266, top1-acc=82.73%, top5-acc=99.26%, remaining_time=0:00:02.134740, arrival_time=2021-04-14 23:59:58.753266, cost_time=0:00:00.711580 2021-04-14 23:59:57,209 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.28ms, fps=4338 images/s, loss=0.5220, top1-acc=82.54%, top5-acc=99.08%, remaining_time=0:00:01.302100, arrival_time=2021-04-14 23:59:58.511121, cost_time=0:00:01.302096 2021-04-14 23:59:57,799 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.46ms, fps=4338 images/s, loss=0.5241, top1-acc=82.30%, top5-acc=99.11%, remaining_time=0:00:00.630870, arrival_time=2021-04-14 23:59:58.430406, cost_time=0:00:01.892621 2021-04-14 23:59:58,339 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.06ms, fps=4298 images/s, loss=0.5254, top1-acc=82.39%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:58.339647, cost_time=0:00:02.432734 2021-04-14 23:59:58,598 INFO : Epoch=0016 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:03:31.572624, arrival_time=2021-04-15 02:03:30.171386, cost_time=0:10:44.484579 2021-04-14 23:59:58,599 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 00:00:00,693 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.54ms, fps=1223 images/s, loss=0.4053, top1-acc=86.29%, top5-acc=99.57%, remaining_time=0:00:38.934450, arrival_time=2021-04-15 00:00:39.627869, cost_time=0:00:02.093248 2021-04-15 00:00:02,622 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=4.87ms, fps=1327 images/s, loss=0.4096, top1-acc=85.92%, top5-acc=99.51%, remaining_time=0:00:35.398352, arrival_time=2021-04-15 00:00:38.021068, cost_time=0:00:04.022548 2021-04-15 00:00:04,533 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=4.06ms, fps=1340 images/s, loss=0.4104, top1-acc=85.94%, top5-acc=99.41%, remaining_time=0:00:32.832310, arrival_time=2021-04-15 00:00:37.365960, cost_time=0:00:05.933553 2021-04-15 00:00:06,447 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.4138, top1-acc=85.71%, top5-acc=99.39%, remaining_time=0:00:30.603612, arrival_time=2021-04-15 00:00:37.050860, cost_time=0:00:07.847086 2021-04-15 00:00:08,359 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.59ms, fps=1339 images/s, loss=0.4130, top1-acc=85.77%, top5-acc=99.37%, remaining_time=0:00:28.496134, arrival_time=2021-04-15 00:00:36.855152, cost_time=0:00:09.758936 2021-04-15 00:00:10,277 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.4131, top1-acc=85.67%, top5-acc=99.41%, remaining_time=0:00:26.467776, arrival_time=2021-04-15 00:00:36.744893, cost_time=0:00:11.676980 2021-04-15 00:00:12,203 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.36ms, fps=1329 images/s, loss=0.4130, top1-acc=85.74%, top5-acc=99.41%, remaining_time=0:00:24.486336, arrival_time=2021-04-15 00:00:36.690050, cost_time=0:00:13.603550 2021-04-15 00:00:14,123 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.4111, top1-acc=85.82%, top5-acc=99.41%, remaining_time=0:00:22.508872, arrival_time=2021-04-15 00:00:36.632371, cost_time=0:00:15.523397 2021-04-15 00:00:16,043 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.83ms, fps=1334 images/s, loss=0.4106, top1-acc=85.78%, top5-acc=99.44%, remaining_time=0:00:20.544284, arrival_time=2021-04-15 00:00:36.587613, cost_time=0:00:17.443225 2021-04-15 00:00:17,959 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.4105, top1-acc=85.84%, top5-acc=99.45%, remaining_time=0:00:18.585024, arrival_time=2021-04-15 00:00:36.544576, cost_time=0:00:19.359429 2021-04-15 00:00:19,876 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.4133, top1-acc=85.71%, top5-acc=99.45%, remaining_time=0:00:16.634034, arrival_time=2021-04-15 00:00:36.510184, cost_time=0:00:21.276060 2021-04-15 00:00:21,788 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.4154, top1-acc=85.70%, top5-acc=99.44%, remaining_time=0:00:14.685784, arrival_time=2021-04-15 00:00:36.473944, cost_time=0:00:23.188069 2021-04-15 00:00:23,698 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.4161, top1-acc=85.63%, top5-acc=99.44%, remaining_time=0:00:12.742026, arrival_time=2021-04-15 00:00:36.440232, cost_time=0:00:25.097969 2021-04-15 00:00:25,614 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.4176, top1-acc=85.61%, top5-acc=99.42%, remaining_time=0:00:10.805760, arrival_time=2021-04-15 00:00:36.420304, cost_time=0:00:27.014448 2021-04-15 00:00:27,529 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.4194, top1-acc=85.55%, top5-acc=99.42%, remaining_time=0:00:08.871514, arrival_time=2021-04-15 00:00:36.400491, cost_time=0:00:28.928846 2021-04-15 00:00:29,438 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.4217, top1-acc=85.44%, top5-acc=99.44%, remaining_time=0:00:06.938532, arrival_time=2021-04-15 00:00:36.376527, cost_time=0:00:30.837907 2021-04-15 00:00:31,357 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.4202, top1-acc=85.47%, top5-acc=99.44%, remaining_time=0:00:05.009940, arrival_time=2021-04-15 00:00:36.367282, cost_time=0:00:32.757251 2021-04-15 00:00:33,268 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.4216, top1-acc=85.44%, top5-acc=99.44%, remaining_time=0:00:03.081648, arrival_time=2021-04-15 00:00:36.350411, cost_time=0:00:34.668628 2021-04-15 00:00:35,184 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.4203, top1-acc=85.51%, top5-acc=99.45%, remaining_time=0:00:01.155300, arrival_time=2021-04-15 00:00:36.339839, cost_time=0:00:36.584453 2021-04-15 00:00:36,225 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.61ms, fps=1307 images/s, loss=0.4212, top1-acc=85.50%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:36.225156, cost_time=0:00:37.625075 2021-04-15 00:00:36,936 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=4.15ms, fps=3609 images/s, loss=0.5924, top1-acc=79.10%, top5-acc=98.83%, remaining_time=0:00:02.128080, arrival_time=2021-04-15 00:00:39.064386, cost_time=0:00:00.709356 2021-04-15 00:00:37,526 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.28ms, fps=4337 images/s, loss=0.5706, top1-acc=79.84%, top5-acc=98.98%, remaining_time=0:00:01.300020, arrival_time=2021-04-15 00:00:38.826969, cost_time=0:00:01.300011 2021-04-15 00:00:38,119 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.21ms, fps=4323 images/s, loss=0.5774, top1-acc=79.88%, top5-acc=98.91%, remaining_time=0:00:00.630860, arrival_time=2021-04-15 00:00:38.750466, cost_time=0:00:01.892590 2021-04-15 00:00:38,661 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.06ms, fps=4283 images/s, loss=0.5744, top1-acc=79.87%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:38.661753, cost_time=0:00:02.434840 2021-04-15 00:00:38,794 INFO : Epoch=0017 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:02:50.384109, arrival_time=2021-04-15 02:03:29.178803, cost_time=0:11:24.680497 2021-04-15 00:00:38,796 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 00:00:40,911 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.44ms, fps=1211 images/s, loss=0.4118, top1-acc=85.82%, top5-acc=99.30%, remaining_time=0:00:39.332304, arrival_time=2021-04-15 00:01:20.243287, cost_time=0:00:02.114642 2021-04-15 00:00:42,822 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.4062, top1-acc=86.09%, top5-acc=99.47%, remaining_time=0:00:35.432672, arrival_time=2021-04-15 00:01:18.255296, cost_time=0:00:04.026440 2021-04-15 00:00:44,735 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.4073, top1-acc=85.98%, top5-acc=99.48%, remaining_time=0:00:32.864182, arrival_time=2021-04-15 00:01:17.599741, cost_time=0:00:05.939309 2021-04-15 00:00:46,649 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.4054, top1-acc=86.07%, top5-acc=99.54%, remaining_time=0:00:30.628104, arrival_time=2021-04-15 00:01:17.277663, cost_time=0:00:07.853369 2021-04-15 00:00:48,564 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.32ms, fps=1337 images/s, loss=0.4103, top1-acc=85.91%, top5-acc=99.41%, remaining_time=0:00:28.523436, arrival_time=2021-04-15 00:01:17.087916, cost_time=0:00:09.768280 2021-04-15 00:00:50,483 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=2.03ms, fps=1335 images/s, loss=0.4149, top1-acc=85.76%, top5-acc=99.41%, remaining_time=0:00:26.490216, arrival_time=2021-04-15 00:01:16.973326, cost_time=0:00:11.686844 2021-04-15 00:00:52,400 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.28ms, fps=1335 images/s, loss=0.4091, top1-acc=86.05%, top5-acc=99.43%, remaining_time=0:00:24.488226, arrival_time=2021-04-15 00:01:16.889028, cost_time=0:00:13.604602 2021-04-15 00:00:54,315 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.4094, top1-acc=85.97%, top5-acc=99.44%, remaining_time=0:00:22.502840, arrival_time=2021-04-15 00:01:16.818194, cost_time=0:00:15.519172 2021-04-15 00:00:56,228 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.4089, top1-acc=86.00%, top5-acc=99.43%, remaining_time=0:00:20.531882, arrival_time=2021-04-15 00:01:16.760805, cost_time=0:00:17.432744 2021-04-15 00:00:58,133 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.38ms, fps=1345 images/s, loss=0.4124, top1-acc=85.89%, top5-acc=99.41%, remaining_time=0:00:18.563424, arrival_time=2021-04-15 00:01:16.696501, cost_time=0:00:19.336898 2021-04-15 00:01:00,047 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.4132, top1-acc=85.87%, top5-acc=99.41%, remaining_time=0:00:16.614168, arrival_time=2021-04-15 00:01:16.661798, cost_time=0:00:21.250687 2021-04-15 00:01:01,987 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.49ms, fps=1321 images/s, loss=0.4149, top1-acc=85.84%, top5-acc=99.40%, remaining_time=0:00:14.687760, arrival_time=2021-04-15 00:01:16.675206, cost_time=0:00:23.191253 2021-04-15 00:01:03,898 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.54ms, fps=1340 images/s, loss=0.4161, top1-acc=85.76%, top5-acc=99.41%, remaining_time=0:00:12.744402, arrival_time=2021-04-15 00:01:16.643204, cost_time=0:00:25.102553 2021-04-15 00:01:05,809 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.60ms, fps=1340 images/s, loss=0.4146, top1-acc=85.81%, top5-acc=99.40%, remaining_time=0:00:10.805480, arrival_time=2021-04-15 00:01:16.615408, cost_time=0:00:27.013754 2021-04-15 00:01:07,734 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.42ms, fps=1330 images/s, loss=0.4119, top1-acc=85.86%, top5-acc=99.41%, remaining_time=0:00:08.874458, arrival_time=2021-04-15 00:01:16.609097, cost_time=0:00:28.938443 2021-04-15 00:01:09,641 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.4148, top1-acc=85.76%, top5-acc=99.39%, remaining_time=0:00:06.940296, arrival_time=2021-04-15 00:01:16.582205, cost_time=0:00:30.845731 2021-04-15 00:01:11,549 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.4156, top1-acc=85.71%, top5-acc=99.38%, remaining_time=0:00:05.009316, arrival_time=2021-04-15 00:01:16.558692, cost_time=0:00:32.753194 2021-04-15 00:01:13,467 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.4152, top1-acc=85.72%, top5-acc=99.38%, remaining_time=0:00:03.081904, arrival_time=2021-04-15 00:01:16.549537, cost_time=0:00:34.671449 2021-04-15 00:01:15,378 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.4154, top1-acc=85.71%, top5-acc=99.39%, remaining_time=0:00:01.155216, arrival_time=2021-04-15 00:01:16.533176, cost_time=0:00:36.581785 2021-04-15 00:01:16,403 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.17ms, fps=1327 images/s, loss=0.4152, top1-acc=85.72%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:16.403478, cost_time=0:00:37.607304 2021-04-15 00:01:17,153 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.21ms, fps=3423 images/s, loss=0.7198, top1-acc=77.23%, top5-acc=98.05%, remaining_time=0:00:02.243820, arrival_time=2021-04-15 00:01:19.397048, cost_time=0:00:00.747937 2021-04-15 00:01:17,743 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.43ms, fps=4337 images/s, loss=0.7033, top1-acc=77.32%, top5-acc=98.38%, remaining_time=0:00:01.338540, arrival_time=2021-04-15 00:01:19.082345, cost_time=0:00:01.338532 2021-04-15 00:01:18,334 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.83ms, fps=4334 images/s, loss=0.6941, top1-acc=77.59%, top5-acc=98.59%, remaining_time=0:00:00.643170, arrival_time=2021-04-15 00:01:18.977963, cost_time=0:00:01.929515 2021-04-15 00:01:18,879 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.06ms, fps=4262 images/s, loss=0.6915, top1-acc=77.26%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:18.879519, cost_time=0:00:02.474262 2021-04-15 00:01:19,067 INFO : Epoch=0018 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:02:10.081122, arrival_time=2021-04-15 02:03:29.148390, cost_time=0:12:04.953078 2021-04-15 00:01:19,068 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 00:01:21,146 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.42ms, fps=1232 images/s, loss=0.3948, top1-acc=87.23%, top5-acc=99.61%, remaining_time=0:00:38.639082, arrival_time=2021-04-15 00:01:59.785100, cost_time=0:00:02.077369 2021-04-15 00:01:23,061 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.3942, top1-acc=86.78%, top5-acc=99.57%, remaining_time=0:00:35.133120, arrival_time=2021-04-15 00:01:58.194173, cost_time=0:00:03.992404 2021-04-15 00:01:24,979 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.82ms, fps=1335 images/s, loss=0.3943, top1-acc=86.42%, top5-acc=99.56%, remaining_time=0:00:32.708806, arrival_time=2021-04-15 00:01:57.688595, cost_time=0:00:05.911226 2021-04-15 00:01:26,887 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.72ms, fps=1342 images/s, loss=0.3933, top1-acc=86.56%, top5-acc=99.53%, remaining_time=0:00:30.493944, arrival_time=2021-04-15 00:01:57.381561, cost_time=0:00:07.818978 2021-04-15 00:01:28,799 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.3954, top1-acc=86.37%, top5-acc=99.55%, remaining_time=0:00:28.413352, arrival_time=2021-04-15 00:01:57.212540, cost_time=0:00:09.730586 2021-04-15 00:01:30,718 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.47ms, fps=1334 images/s, loss=0.4005, top1-acc=86.11%, top5-acc=99.51%, remaining_time=0:00:26.406304, arrival_time=2021-04-15 00:01:57.124729, cost_time=0:00:11.649850 2021-04-15 00:01:32,643 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.64ms, fps=1330 images/s, loss=0.4043, top1-acc=86.05%, top5-acc=99.51%, remaining_time=0:00:24.435432, arrival_time=2021-04-15 00:01:57.079293, cost_time=0:00:13.575209 2021-04-15 00:01:34,558 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.4098, top1-acc=85.88%, top5-acc=99.48%, remaining_time=0:00:22.460964, arrival_time=2021-04-15 00:01:57.019851, cost_time=0:00:15.490313 2021-04-15 00:01:36,475 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.4118, top1-acc=85.85%, top5-acc=99.49%, remaining_time=0:00:20.501460, arrival_time=2021-04-15 00:01:56.976874, cost_time=0:00:17.406860 2021-04-15 00:01:38,379 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.59ms, fps=1344 images/s, loss=0.4100, top1-acc=85.89%, top5-acc=99.50%, remaining_time=0:00:18.538848, arrival_time=2021-04-15 00:01:56.918678, cost_time=0:00:19.311287 2021-04-15 00:01:40,288 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.4100, top1-acc=85.87%, top5-acc=99.52%, remaining_time=0:00:16.590174, arrival_time=2021-04-15 00:01:56.878776, cost_time=0:00:21.220025 2021-04-15 00:01:42,205 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.4117, top1-acc=85.90%, top5-acc=99.51%, remaining_time=0:00:14.653560, arrival_time=2021-04-15 00:01:56.859334, cost_time=0:00:23.137171 2021-04-15 00:01:44,123 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.43ms, fps=1335 images/s, loss=0.4139, top1-acc=85.87%, top5-acc=99.50%, remaining_time=0:00:12.720246, arrival_time=2021-04-15 00:01:56.844081, cost_time=0:00:25.055093 2021-04-15 00:01:46,030 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.4137, top1-acc=85.89%, top5-acc=99.49%, remaining_time=0:00:10.784928, arrival_time=2021-04-15 00:01:56.815875, cost_time=0:00:26.962380 2021-04-15 00:01:47,945 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.63ms, fps=1337 images/s, loss=0.4154, top1-acc=85.82%, top5-acc=99.48%, remaining_time=0:00:08.855598, arrival_time=2021-04-15 00:01:56.801200, cost_time=0:00:28.876958 2021-04-15 00:01:49,857 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.97ms, fps=1339 images/s, loss=0.4135, top1-acc=85.88%, top5-acc=99.49%, remaining_time=0:00:06.927552, arrival_time=2021-04-15 00:01:56.785268, cost_time=0:00:30.789146 2021-04-15 00:01:51,764 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.4155, top1-acc=85.79%, top5-acc=99.49%, remaining_time=0:00:05.000580, arrival_time=2021-04-15 00:01:56.765240, cost_time=0:00:32.696095 2021-04-15 00:01:53,684 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.4146, top1-acc=85.83%, top5-acc=99.47%, remaining_time=0:00:03.076912, arrival_time=2021-04-15 00:01:56.760904, cost_time=0:00:34.615346 2021-04-15 00:01:55,600 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.28ms, fps=1336 images/s, loss=0.4157, top1-acc=85.80%, top5-acc=99.46%, remaining_time=0:00:01.153644, arrival_time=2021-04-15 00:01:56.754305, cost_time=0:00:36.532097 2021-04-15 00:01:56,627 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.31ms, fps=1325 images/s, loss=0.4167, top1-acc=85.75%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:56.627395, cost_time=0:00:37.558712 2021-04-15 00:01:57,339 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.48ms, fps=3607 images/s, loss=0.7136, top1-acc=76.17%, top5-acc=99.06%, remaining_time=0:00:02.129460, arrival_time=2021-04-15 00:01:59.468539, cost_time=0:00:00.709815 2021-04-15 00:01:57,931 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.24ms, fps=4327 images/s, loss=0.7188, top1-acc=75.84%, top5-acc=98.98%, remaining_time=0:00:01.301740, arrival_time=2021-04-15 00:01:59.232734, cost_time=0:00:01.301739 2021-04-15 00:01:58,524 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.60ms, fps=4316 images/s, loss=0.7216, top1-acc=75.42%, top5-acc=98.96%, remaining_time=0:00:00.631730, arrival_time=2021-04-15 00:01:59.156186, cost_time=0:00:01.895200 2021-04-15 00:01:59,067 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.07ms, fps=4279 images/s, loss=0.7123, top1-acc=75.39%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:59.067011, cost_time=0:00:02.437771 2021-04-15 00:01:59,201 INFO : Epoch=0019 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:01:28.464379, arrival_time=2021-04-15 02:03:27.665998, cost_time=0:12:45.087421 2021-04-15 00:01:59,202 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 00:02:01,273 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=0.23ms, fps=1236 images/s, loss=0.4145, top1-acc=85.55%, top5-acc=99.65%, remaining_time=0:00:38.510742, arrival_time=2021-04-15 00:02:39.784249, cost_time=0:00:02.070467 2021-04-15 00:02:03,181 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.4031, top1-acc=85.98%, top5-acc=99.63%, remaining_time=0:00:35.006224, arrival_time=2021-04-15 00:02:38.187232, cost_time=0:00:03.977974 2021-04-15 00:02:05,087 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3971, top1-acc=86.29%, top5-acc=99.64%, remaining_time=0:00:32.558244, arrival_time=2021-04-15 00:02:37.645381, cost_time=0:00:05.884025 2021-04-15 00:02:07,002 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.3944, top1-acc=86.50%, top5-acc=99.61%, remaining_time=0:00:30.419844, arrival_time=2021-04-15 00:02:37.422769, cost_time=0:00:07.799966 2021-04-15 00:02:08,905 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.32ms, fps=1346 images/s, loss=0.3972, top1-acc=86.30%, top5-acc=99.61%, remaining_time=0:00:28.332176, arrival_time=2021-04-15 00:02:37.237904, cost_time=0:00:09.702803 2021-04-15 00:02:10,819 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.3975, top1-acc=86.33%, top5-acc=99.60%, remaining_time=0:00:26.331096, arrival_time=2021-04-15 00:02:37.150696, cost_time=0:00:11.616649 2021-04-15 00:02:12,748 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.36ms, fps=1328 images/s, loss=0.3962, top1-acc=86.37%, top5-acc=99.58%, remaining_time=0:00:24.381756, arrival_time=2021-04-15 00:02:37.130211, cost_time=0:00:13.545427 2021-04-15 00:02:14,659 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.4013, top1-acc=86.21%, top5-acc=99.50%, remaining_time=0:00:22.411896, arrival_time=2021-04-15 00:02:37.071319, cost_time=0:00:15.456448 2021-04-15 00:02:16,568 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.47ms, fps=1342 images/s, loss=0.4034, top1-acc=86.13%, top5-acc=99.49%, remaining_time=0:00:20.452382, arrival_time=2021-04-15 00:02:37.020541, cost_time=0:00:17.365218 2021-04-15 00:02:18,483 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.77ms, fps=1337 images/s, loss=0.4052, top1-acc=86.12%, top5-acc=99.46%, remaining_time=0:00:18.509568, arrival_time=2021-04-15 00:02:36.993264, cost_time=0:00:19.280753 2021-04-15 00:02:20,394 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.4048, top1-acc=86.13%, top5-acc=99.45%, remaining_time=0:00:16.567814, arrival_time=2021-04-15 00:02:36.962184, cost_time=0:00:21.191386 2021-04-15 00:02:22,314 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.41ms, fps=1333 images/s, loss=0.4037, top1-acc=86.12%, top5-acc=99.46%, remaining_time=0:00:14.637448, arrival_time=2021-04-15 00:02:36.952127, cost_time=0:00:23.111716 2021-04-15 00:02:24,231 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.4047, top1-acc=86.11%, top5-acc=99.46%, remaining_time=0:00:12.706518, arrival_time=2021-04-15 00:02:36.937557, cost_time=0:00:25.028012 2021-04-15 00:02:26,137 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.4037, top1-acc=86.13%, top5-acc=99.47%, remaining_time=0:00:10.773840, arrival_time=2021-04-15 00:02:36.911392, cost_time=0:00:26.934617 2021-04-15 00:02:28,047 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.4041, top1-acc=86.15%, top5-acc=99.46%, remaining_time=0:00:08.845524, arrival_time=2021-04-15 00:02:36.892651, cost_time=0:00:28.844169 2021-04-15 00:02:29,964 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.4044, top1-acc=86.15%, top5-acc=99.47%, remaining_time=0:00:06.921468, arrival_time=2021-04-15 00:02:36.886418, cost_time=0:00:30.762006 2021-04-15 00:02:31,872 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.4057, top1-acc=86.08%, top5-acc=99.48%, remaining_time=0:00:04.996498, arrival_time=2021-04-15 00:02:36.868855, cost_time=0:00:32.669374 2021-04-15 00:02:33,782 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.4068, top1-acc=86.02%, top5-acc=99.45%, remaining_time=0:00:03.073712, arrival_time=2021-04-15 00:02:36.855818, cost_time=0:00:34.579177 2021-04-15 00:02:35,697 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.4080, top1-acc=85.98%, top5-acc=99.45%, remaining_time=0:00:01.152462, arrival_time=2021-04-15 00:02:36.849991, cost_time=0:00:36.494570 2021-04-15 00:02:36,728 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.21ms, fps=1320 images/s, loss=0.4090, top1-acc=85.92%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:36.728419, cost_time=0:00:37.525488 2021-04-15 00:02:37,436 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.41ms, fps=3626 images/s, loss=0.5266, top1-acc=81.84%, top5-acc=99.02%, remaining_time=0:00:02.118000, arrival_time=2021-04-15 00:02:39.554464, cost_time=0:00:00.705995 2021-04-15 00:02:38,023 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.21ms, fps=4361 images/s, loss=0.5579, top1-acc=80.98%, top5-acc=99.12%, remaining_time=0:00:01.293380, arrival_time=2021-04-15 00:02:39.317218, cost_time=0:00:01.293378 2021-04-15 00:02:38,620 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.27ms, fps=4294 images/s, loss=0.5559, top1-acc=81.04%, top5-acc=99.13%, remaining_time=0:00:00.629980, arrival_time=2021-04-15 00:02:39.250427, cost_time=0:00:01.889944 2021-04-15 00:02:39,164 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.08ms, fps=4269 images/s, loss=0.5542, top1-acc=81.07%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:39.164332, cost_time=0:00:02.433887 2021-04-15 00:02:39,266 INFO : Epoch=0020 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:00:46.369440, arrival_time=2021-04-15 02:03:25.635811, cost_time=0:13:25.152156 2021-04-15 00:02:39,268 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 00:02:41,340 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.35ms, fps=1236 images/s, loss=0.4049, top1-acc=86.05%, top5-acc=99.49%, remaining_time=0:00:38.538084, arrival_time=2021-04-15 00:03:19.878485, cost_time=0:00:02.071940 2021-04-15 00:02:43,255 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.4067, top1-acc=85.59%, top5-acc=99.43%, remaining_time=0:00:35.081200, arrival_time=2021-04-15 00:03:18.336159, cost_time=0:00:03.986500 2021-04-15 00:02:45,169 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.32ms, fps=1337 images/s, loss=0.4040, top1-acc=85.53%, top5-acc=99.35%, remaining_time=0:00:32.652698, arrival_time=2021-04-15 00:03:17.822269, cost_time=0:00:05.901104 2021-04-15 00:02:47,077 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.4014, top1-acc=85.72%, top5-acc=99.36%, remaining_time=0:00:30.456816, arrival_time=2021-04-15 00:03:17.534703, cost_time=0:00:07.809431 2021-04-15 00:02:49,002 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=4.32ms, fps=1331 images/s, loss=0.3943, top1-acc=86.03%, top5-acc=99.44%, remaining_time=0:00:28.422550, arrival_time=2021-04-15 00:03:17.424891, cost_time=0:00:09.733751 2021-04-15 00:02:50,922 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.52ms, fps=1334 images/s, loss=0.3958, top1-acc=86.01%, top5-acc=99.44%, remaining_time=0:00:26.415960, arrival_time=2021-04-15 00:03:17.338506, cost_time=0:00:11.654076 2021-04-15 00:02:52,840 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.3937, top1-acc=86.16%, top5-acc=99.45%, remaining_time=0:00:24.429636, arrival_time=2021-04-15 00:03:17.270082, cost_time=0:00:13.571987 2021-04-15 00:02:54,756 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.3940, top1-acc=86.27%, top5-acc=99.44%, remaining_time=0:00:22.457716, arrival_time=2021-04-15 00:03:17.214249, cost_time=0:00:15.488059 2021-04-15 00:02:56,668 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.60ms, fps=1339 images/s, loss=0.3934, top1-acc=86.28%, top5-acc=99.43%, remaining_time=0:00:20.493086, arrival_time=2021-04-15 00:03:17.161343, cost_time=0:00:17.399784 2021-04-15 00:02:58,581 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.3963, top1-acc=86.18%, top5-acc=99.42%, remaining_time=0:00:18.540480, arrival_time=2021-04-15 00:03:17.121894, cost_time=0:00:19.312961 2021-04-15 00:03:00,486 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.3972, top1-acc=86.16%, top5-acc=99.42%, remaining_time=0:00:16.588798, arrival_time=2021-04-15 00:03:17.075453, cost_time=0:00:21.218180 2021-04-15 00:03:02,405 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3996, top1-acc=86.04%, top5-acc=99.43%, remaining_time=0:00:14.653180, arrival_time=2021-04-15 00:03:17.058242, cost_time=0:00:23.136601 2021-04-15 00:03:04,316 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.3988, top1-acc=86.16%, top5-acc=99.44%, remaining_time=0:00:12.716550, arrival_time=2021-04-15 00:03:17.032802, cost_time=0:00:25.047786 2021-04-15 00:03:06,223 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.4011, top1-acc=86.11%, top5-acc=99.44%, remaining_time=0:00:10.781960, arrival_time=2021-04-15 00:03:17.005282, cost_time=0:00:26.954861 2021-04-15 00:03:08,137 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.4005, top1-acc=86.13%, top5-acc=99.46%, remaining_time=0:00:08.853252, arrival_time=2021-04-15 00:03:16.991067, cost_time=0:00:28.869351 2021-04-15 00:03:10,054 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.4003, top1-acc=86.16%, top5-acc=99.48%, remaining_time=0:00:06.926724, arrival_time=2021-04-15 00:03:16.980687, cost_time=0:00:30.785504 2021-04-15 00:03:11,961 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.4022, top1-acc=86.12%, top5-acc=99.46%, remaining_time=0:00:05.000164, arrival_time=2021-04-15 00:03:16.961945, cost_time=0:00:32.693323 2021-04-15 00:03:13,880 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.4028, top1-acc=86.11%, top5-acc=99.46%, remaining_time=0:00:03.076608, arrival_time=2021-04-15 00:03:16.956966, cost_time=0:00:34.611884 2021-04-15 00:03:15,801 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.20ms, fps=1333 images/s, loss=0.4027, top1-acc=86.08%, top5-acc=99.48%, remaining_time=0:00:01.153680, arrival_time=2021-04-15 00:03:16.955312, cost_time=0:00:36.533174 2021-04-15 00:03:16,827 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.26ms, fps=1327 images/s, loss=0.4032, top1-acc=86.06%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:16.826990, cost_time=0:00:37.558534 2021-04-15 00:03:17,532 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=2.45ms, fps=3638 images/s, loss=0.5924, top1-acc=80.12%, top5-acc=98.63%, remaining_time=0:00:02.111010, arrival_time=2021-04-15 00:03:19.643457, cost_time=0:00:00.703670 2021-04-15 00:03:18,121 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.27ms, fps=4350 images/s, loss=0.5925, top1-acc=79.63%, top5-acc=98.89%, remaining_time=0:00:01.292560, arrival_time=2021-04-15 00:03:19.413923, cost_time=0:00:01.292570 2021-04-15 00:03:18,715 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.37ms, fps=4315 images/s, loss=0.5786, top1-acc=80.18%, top5-acc=98.85%, remaining_time=0:00:00.628730, arrival_time=2021-04-15 00:03:19.343816, cost_time=0:00:01.886201 2021-04-15 00:03:19,257 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=4282 images/s, loss=0.5766, top1-acc=80.32%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:19.257304, cost_time=0:00:02.428545 2021-04-15 00:03:19,389 INFO : Epoch=0021 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=2:00:04.966948, arrival_time=2021-04-15 02:03:24.356597, cost_time=0:14:05.275447 2021-04-15 00:03:19,390 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 00:03:21,523 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.30ms, fps=1201 images/s, loss=0.4170, top1-acc=86.29%, top5-acc=99.49%, remaining_time=0:00:39.655572, arrival_time=2021-04-15 00:04:01.178778, cost_time=0:00:02.132016 2021-04-15 00:03:23,431 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.56ms, fps=1342 images/s, loss=0.4088, top1-acc=86.19%, top5-acc=99.51%, remaining_time=0:00:35.549360, arrival_time=2021-04-15 00:03:58.980291, cost_time=0:00:04.039701 2021-04-15 00:03:25,349 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.4005, top1-acc=86.38%, top5-acc=99.40%, remaining_time=0:00:32.970588, arrival_time=2021-04-15 00:03:58.320250, cost_time=0:00:05.958552 2021-04-15 00:03:27,267 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.3963, top1-acc=86.44%, top5-acc=99.45%, remaining_time=0:00:30.717180, arrival_time=2021-04-15 00:03:57.984477, cost_time=0:00:07.876185 2021-04-15 00:03:29,173 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.3966, top1-acc=86.41%, top5-acc=99.45%, remaining_time=0:00:28.565776, arrival_time=2021-04-15 00:03:57.739683, cost_time=0:00:09.782806 2021-04-15 00:03:31,092 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.47ms, fps=1334 images/s, loss=0.3994, top1-acc=86.28%, top5-acc=99.45%, remaining_time=0:00:26.523808, arrival_time=2021-04-15 00:03:57.616658, cost_time=0:00:11.701663 2021-04-15 00:03:33,018 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.52ms, fps=1330 images/s, loss=0.4012, top1-acc=86.24%, top5-acc=99.44%, remaining_time=0:00:24.528294, arrival_time=2021-04-15 00:03:57.546243, cost_time=0:00:13.626804 2021-04-15 00:03:34,940 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.41ms, fps=1332 images/s, loss=0.4020, top1-acc=86.18%, top5-acc=99.44%, remaining_time=0:00:22.546804, arrival_time=2021-04-15 00:03:57.487445, cost_time=0:00:15.549544 2021-04-15 00:03:36,856 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.4052, top1-acc=86.08%, top5-acc=99.43%, remaining_time=0:00:20.570572, arrival_time=2021-04-15 00:03:57.427225, cost_time=0:00:17.465548 2021-04-15 00:03:38,770 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.4050, top1-acc=86.09%, top5-acc=99.43%, remaining_time=0:00:18.604416, arrival_time=2021-04-15 00:03:57.375145, cost_time=0:00:19.379626 2021-04-15 00:03:40,675 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=0.4033, top1-acc=86.11%, top5-acc=99.44%, remaining_time=0:00:16.640828, arrival_time=2021-04-15 00:03:57.316746, cost_time=0:00:21.284806 2021-04-15 00:03:42,591 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.4026, top1-acc=86.10%, top5-acc=99.45%, remaining_time=0:00:14.693308, arrival_time=2021-04-15 00:03:57.284519, cost_time=0:00:23.199974 2021-04-15 00:03:44,511 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.4000, top1-acc=86.22%, top5-acc=99.47%, remaining_time=0:00:12.753642, arrival_time=2021-04-15 00:03:57.265498, cost_time=0:00:25.120759 2021-04-15 00:03:46,416 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.39ms, fps=1345 images/s, loss=0.4001, top1-acc=86.21%, top5-acc=99.48%, remaining_time=0:00:10.810072, arrival_time=2021-04-15 00:03:57.226359, cost_time=0:00:27.025176 2021-04-15 00:03:48,336 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.3997, top1-acc=86.24%, top5-acc=99.47%, remaining_time=0:00:08.876436, arrival_time=2021-04-15 00:03:57.212478, cost_time=0:00:28.944909 2021-04-15 00:03:50,248 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.4018, top1-acc=86.22%, top5-acc=99.46%, remaining_time=0:00:06.942996, arrival_time=2021-04-15 00:03:57.191933, cost_time=0:00:30.857838 2021-04-15 00:03:52,162 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.4027, top1-acc=86.18%, top5-acc=99.45%, remaining_time=0:00:05.012072, arrival_time=2021-04-15 00:03:57.174334, cost_time=0:00:32.771167 2021-04-15 00:03:54,081 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.38ms, fps=1334 images/s, loss=0.4042, top1-acc=86.10%, top5-acc=99.46%, remaining_time=0:00:03.083616, arrival_time=2021-04-15 00:03:57.165360, cost_time=0:00:34.690640 2021-04-15 00:03:55,989 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.4058, top1-acc=86.02%, top5-acc=99.46%, remaining_time=0:00:01.155732, arrival_time=2021-04-15 00:03:57.144993, cost_time=0:00:36.598165 2021-04-15 00:03:57,028 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.83ms, fps=1309 images/s, loss=0.4083, top1-acc=85.99%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:57.028449, cost_time=0:00:37.637300 2021-04-15 00:03:57,795 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=2.17ms, fps=3351 images/s, loss=0.6573, top1-acc=77.27%, top5-acc=98.71%, remaining_time=0:00:02.291970, arrival_time=2021-04-15 00:04:00.087467, cost_time=0:00:00.763994 2021-04-15 00:03:58,386 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.29ms, fps=4337 images/s, loss=0.6858, top1-acc=76.78%, top5-acc=98.52%, remaining_time=0:00:01.354600, arrival_time=2021-04-15 00:03:59.740693, cost_time=0:00:01.354599 2021-04-15 00:03:58,976 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.20ms, fps=4342 images/s, loss=0.6713, top1-acc=77.34%, top5-acc=98.58%, remaining_time=0:00:00.648160, arrival_time=2021-04-15 00:03:59.624180, cost_time=0:00:01.944474 2021-04-15 00:03:59,525 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.11ms, fps=4224 images/s, loss=0.6570, top1-acc=77.57%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:59.525824, cost_time=0:00:02.494319 2021-04-15 00:03:59,633 INFO : Epoch=0022 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:59:24.659132, arrival_time=2021-04-15 02:03:24.293013, cost_time=0:14:45.519675 2021-04-15 00:03:59,635 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 00:04:01,736 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.31ms, fps=1218 images/s, loss=0.4062, top1-acc=85.86%, top5-acc=99.73%, remaining_time=0:00:39.088458, arrival_time=2021-04-15 00:04:40.825348, cost_time=0:00:02.101528 2021-04-15 00:04:03,646 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.3866, top1-acc=86.62%, top5-acc=99.63%, remaining_time=0:00:35.300848, arrival_time=2021-04-15 00:04:38.947760, cost_time=0:00:04.011457 2021-04-15 00:04:05,563 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.55ms, fps=1336 images/s, loss=0.3869, top1-acc=86.64%, top5-acc=99.67%, remaining_time=0:00:32.803260, arrival_time=2021-04-15 00:04:38.367027, cost_time=0:00:05.928309 2021-04-15 00:04:07,477 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.3853, top1-acc=86.75%, top5-acc=99.68%, remaining_time=0:00:30.582552, arrival_time=2021-04-15 00:04:38.059619, cost_time=0:00:07.841698 2021-04-15 00:04:09,389 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.78ms, fps=1339 images/s, loss=0.3875, top1-acc=86.55%, top5-acc=99.68%, remaining_time=0:00:28.480220, arrival_time=2021-04-15 00:04:37.869135, cost_time=0:00:09.753476 2021-04-15 00:04:11,305 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.69ms, fps=1336 images/s, loss=0.3916, top1-acc=86.42%, top5-acc=99.63%, remaining_time=0:00:26.452272, arrival_time=2021-04-15 00:04:37.757777, cost_time=0:00:11.670141 2021-04-15 00:04:13,222 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.3917, top1-acc=86.43%, top5-acc=99.60%, remaining_time=0:00:24.456348, arrival_time=2021-04-15 00:04:37.678581, cost_time=0:00:13.586858 2021-04-15 00:04:15,146 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.30ms, fps=1331 images/s, loss=0.3945, top1-acc=86.38%, top5-acc=99.59%, remaining_time=0:00:22.490892, arrival_time=2021-04-15 00:04:37.637325, cost_time=0:00:15.510994 2021-04-15 00:04:17,054 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.3889, top1-acc=86.60%, top5-acc=99.58%, remaining_time=0:00:20.515558, arrival_time=2021-04-15 00:04:37.569842, cost_time=0:00:17.418908 2021-04-15 00:04:18,970 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.3895, top1-acc=86.57%, top5-acc=99.57%, remaining_time=0:00:18.561984, arrival_time=2021-04-15 00:04:37.532786, cost_time=0:00:19.335435 2021-04-15 00:04:20,883 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.3900, top1-acc=86.56%, top5-acc=99.56%, remaining_time=0:00:16.612190, arrival_time=2021-04-15 00:04:37.495688, cost_time=0:00:21.248128 2021-04-15 00:04:22,794 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.3935, top1-acc=86.43%, top5-acc=99.53%, remaining_time=0:00:14.667544, arrival_time=2021-04-15 00:04:37.462194, cost_time=0:00:23.159270 2021-04-15 00:04:24,715 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.3956, top1-acc=86.33%, top5-acc=99.53%, remaining_time=0:00:12.733182, arrival_time=2021-04-15 00:04:37.449009, cost_time=0:00:25.080455 2021-04-15 00:04:26,626 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.3975, top1-acc=86.29%, top5-acc=99.49%, remaining_time=0:00:10.796296, arrival_time=2021-04-15 00:04:37.422531, cost_time=0:00:26.990788 2021-04-15 00:04:28,541 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3978, top1-acc=86.28%, top5-acc=99.48%, remaining_time=0:00:08.864522, arrival_time=2021-04-15 00:04:37.405952, cost_time=0:00:28.906067 2021-04-15 00:04:30,464 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.57ms, fps=1332 images/s, loss=0.3984, top1-acc=86.26%, top5-acc=99.47%, remaining_time=0:00:06.936480, arrival_time=2021-04-15 00:04:37.400584, cost_time=0:00:30.828725 2021-04-15 00:04:32,367 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.4001, top1-acc=86.22%, top5-acc=99.47%, remaining_time=0:00:05.006170, arrival_time=2021-04-15 00:04:37.374119, cost_time=0:00:32.732584 2021-04-15 00:04:34,281 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.56ms, fps=1338 images/s, loss=0.4014, top1-acc=86.20%, top5-acc=99.46%, remaining_time=0:00:03.079648, arrival_time=2021-04-15 00:04:37.361084, cost_time=0:00:34.646069 2021-04-15 00:04:36,194 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.21ms, fps=1338 images/s, loss=0.4003, top1-acc=86.24%, top5-acc=99.47%, remaining_time=0:00:01.154502, arrival_time=2021-04-15 00:04:37.349153, cost_time=0:00:36.559255 2021-04-15 00:04:37,221 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.21ms, fps=1325 images/s, loss=0.4024, top1-acc=86.19%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:37.221554, cost_time=0:00:37.586200 2021-04-15 00:04:37,969 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.29ms, fps=3429 images/s, loss=0.6005, top1-acc=79.06%, top5-acc=98.91%, remaining_time=0:00:02.239410, arrival_time=2021-04-15 00:04:40.209145, cost_time=0:00:00.746466 2021-04-15 00:04:38,559 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.42ms, fps=4342 images/s, loss=0.5843, top1-acc=79.84%, top5-acc=99.04%, remaining_time=0:00:01.336360, arrival_time=2021-04-15 00:04:39.895993, cost_time=0:00:01.336362 2021-04-15 00:04:39,149 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.29ms, fps=4341 images/s, loss=0.5810, top1-acc=80.35%, top5-acc=98.97%, remaining_time=0:00:00.642150, arrival_time=2021-04-15 00:04:39.791875, cost_time=0:00:01.926455 2021-04-15 00:04:39,692 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=4274 images/s, loss=0.5866, top1-acc=80.40%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:39.692869, cost_time=0:00:02.469625 2021-04-15 00:04:39,831 INFO : Epoch=0023 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:58:43.997775, arrival_time=2021-04-15 02:03:23.829212, cost_time=0:15:25.717236 2021-04-15 00:04:39,832 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 00:04:41,907 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.39ms, fps=1234 images/s, loss=0.4208, top1-acc=85.86%, top5-acc=99.41%, remaining_time=0:00:38.592024, arrival_time=2021-04-15 00:05:20.499779, cost_time=0:00:02.074841 2021-04-15 00:04:43,818 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.4131, top1-acc=86.00%, top5-acc=99.39%, remaining_time=0:00:35.072752, arrival_time=2021-04-15 00:05:18.891188, cost_time=0:00:03.985532 2021-04-15 00:04:45,730 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.66ms, fps=1339 images/s, loss=0.4006, top1-acc=86.41%, top5-acc=99.41%, remaining_time=0:00:32.631948, arrival_time=2021-04-15 00:05:18.362191, cost_time=0:00:05.897329 2021-04-15 00:04:47,651 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.57ms, fps=1333 images/s, loss=0.3960, top1-acc=86.46%, top5-acc=99.45%, remaining_time=0:00:30.491292, arrival_time=2021-04-15 00:05:18.142423, cost_time=0:00:07.818290 2021-04-15 00:04:49,557 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.3970, top1-acc=86.43%, top5-acc=99.42%, remaining_time=0:00:28.397146, arrival_time=2021-04-15 00:05:17.955016, cost_time=0:00:09.725063 2021-04-15 00:04:51,470 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.3958, top1-acc=86.50%, top5-acc=99.45%, remaining_time=0:00:26.377200, arrival_time=2021-04-15 00:05:17.847199, cost_time=0:00:11.636991 2021-04-15 00:04:53,392 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.67ms, fps=1332 images/s, loss=0.3989, top1-acc=86.40%, top5-acc=99.45%, remaining_time=0:00:24.407208, arrival_time=2021-04-15 00:05:17.799638, cost_time=0:00:13.559594 2021-04-15 00:04:55,308 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.4048, top1-acc=86.24%, top5-acc=99.45%, remaining_time=0:00:22.439272, arrival_time=2021-04-15 00:05:17.747434, cost_time=0:00:15.475340 2021-04-15 00:04:57,225 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.26ms, fps=1336 images/s, loss=0.4032, top1-acc=86.29%, top5-acc=99.45%, remaining_time=0:00:20.484500, arrival_time=2021-04-15 00:05:17.709970, cost_time=0:00:17.392464 2021-04-15 00:04:59,135 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.06ms, fps=1341 images/s, loss=0.4058, top1-acc=86.23%, top5-acc=99.44%, remaining_time=0:00:18.530304, arrival_time=2021-04-15 00:05:17.665586, cost_time=0:00:19.302376 2021-04-15 00:05:01,055 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.56ms, fps=1333 images/s, loss=0.4026, top1-acc=86.35%, top5-acc=99.46%, remaining_time=0:00:16.592410, arrival_time=2021-04-15 00:05:17.648085, cost_time=0:00:21.222835 2021-04-15 00:05:02,966 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.67ms, fps=1340 images/s, loss=0.4042, top1-acc=86.30%, top5-acc=99.47%, remaining_time=0:00:14.650976, arrival_time=2021-04-15 00:05:17.617044, cost_time=0:00:23.133142 2021-04-15 00:05:04,877 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.57ms, fps=1340 images/s, loss=0.4029, top1-acc=86.36%, top5-acc=99.49%, remaining_time=0:00:12.714834, arrival_time=2021-04-15 00:05:17.591962, cost_time=0:00:25.044307 2021-04-15 00:05:06,793 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.4047, top1-acc=86.25%, top5-acc=99.49%, remaining_time=0:00:10.784424, arrival_time=2021-04-15 00:05:17.578254, cost_time=0:00:26.961002 2021-04-15 00:05:08,706 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.4048, top1-acc=86.22%, top5-acc=99.49%, remaining_time=0:00:08.854356, arrival_time=2021-04-15 00:05:17.560245, cost_time=0:00:28.872917 2021-04-15 00:05:10,625 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.4040, top1-acc=86.24%, top5-acc=99.51%, remaining_time=0:00:06.928272, arrival_time=2021-04-15 00:05:17.553450, cost_time=0:00:30.792344 2021-04-15 00:05:12,536 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.4019, top1-acc=86.33%, top5-acc=99.52%, remaining_time=0:00:05.001672, arrival_time=2021-04-15 00:05:17.537681, cost_time=0:00:32.703179 2021-04-15 00:05:14,440 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.4022, top1-acc=86.31%, top5-acc=99.51%, remaining_time=0:00:03.076256, arrival_time=2021-04-15 00:05:17.516909, cost_time=0:00:34.607799 2021-04-15 00:05:16,350 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.4033, top1-acc=86.28%, top5-acc=99.52%, remaining_time=0:00:01.153194, arrival_time=2021-04-15 00:05:17.503829, cost_time=0:00:36.517814 2021-04-15 00:05:17,403 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.53ms, fps=1292 images/s, loss=0.4042, top1-acc=86.20%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:17.403675, cost_time=0:00:37.570807 2021-04-15 00:05:18,111 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.49ms, fps=3629 images/s, loss=0.5206, top1-acc=80.70%, top5-acc=99.30%, remaining_time=0:00:02.116170, arrival_time=2021-04-15 00:05:20.227472, cost_time=0:00:00.705387 2021-04-15 00:05:18,701 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.42ms, fps=4338 images/s, loss=0.5374, top1-acc=80.41%, top5-acc=99.08%, remaining_time=0:00:01.295800, arrival_time=2021-04-15 00:05:19.997506, cost_time=0:00:01.295803 2021-04-15 00:05:19,293 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.50ms, fps=4331 images/s, loss=0.5343, top1-acc=80.59%, top5-acc=99.17%, remaining_time=0:00:00.629060, arrival_time=2021-04-15 00:05:19.922136, cost_time=0:00:01.887169 2021-04-15 00:05:19,834 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=4284 images/s, loss=0.5452, top1-acc=80.81%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:19.834945, cost_time=0:00:02.429057 2021-04-15 00:05:19,931 INFO : Epoch=0024 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:58:02.661168, arrival_time=2021-04-15 02:03:22.592822, cost_time=0:16:05.817438 2021-04-15 00:05:19,933 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 00:05:22,043 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.47ms, fps=1213 images/s, loss=0.4280, top1-acc=84.84%, top5-acc=99.06%, remaining_time=0:00:39.243210, arrival_time=2021-04-15 00:06:01.287074, cost_time=0:00:02.109851 2021-04-15 00:05:23,962 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.4125, top1-acc=85.62%, top5-acc=99.36%, remaining_time=0:00:35.450976, arrival_time=2021-04-15 00:05:59.413601, cost_time=0:00:04.028526 2021-04-15 00:05:25,872 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.4011, top1-acc=86.03%, top5-acc=99.45%, remaining_time=0:00:32.861194, arrival_time=2021-04-15 00:05:58.733970, cost_time=0:00:05.938759 2021-04-15 00:05:27,780 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.3945, top1-acc=86.37%, top5-acc=99.47%, remaining_time=0:00:30.602832, arrival_time=2021-04-15 00:05:58.383720, cost_time=0:00:07.846862 2021-04-15 00:05:29,699 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.3960, top1-acc=86.33%, top5-acc=99.49%, remaining_time=0:00:28.515260, arrival_time=2021-04-15 00:05:58.214767, cost_time=0:00:09.765489 2021-04-15 00:05:31,612 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.3941, top1-acc=86.35%, top5-acc=99.48%, remaining_time=0:00:26.470904, arrival_time=2021-04-15 00:05:58.083283, cost_time=0:00:11.678363 2021-04-15 00:05:33,536 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.42ms, fps=1331 images/s, loss=0.3912, top1-acc=86.41%, top5-acc=99.46%, remaining_time=0:00:24.484950, arrival_time=2021-04-15 00:05:58.021693, cost_time=0:00:13.602735 2021-04-15 00:05:35,461 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.50ms, fps=1330 images/s, loss=0.3904, top1-acc=86.47%, top5-acc=99.47%, remaining_time=0:00:22.515020, arrival_time=2021-04-15 00:05:57.976608, cost_time=0:00:15.527573 2021-04-15 00:05:37,371 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.58ms, fps=1341 images/s, loss=0.3894, top1-acc=86.53%, top5-acc=99.48%, remaining_time=0:00:20.537606, arrival_time=2021-04-15 00:05:57.909242, cost_time=0:00:17.437615 2021-04-15 00:05:39,281 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.3936, top1-acc=86.32%, top5-acc=99.49%, remaining_time=0:00:18.573312, arrival_time=2021-04-15 00:05:57.854524, cost_time=0:00:19.347196 2021-04-15 00:05:41,197 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=0.3970, top1-acc=86.21%, top5-acc=99.49%, remaining_time=0:00:16.624058, arrival_time=2021-04-15 00:05:57.821450, cost_time=0:00:21.263375 2021-04-15 00:05:43,112 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3961, top1-acc=86.24%, top5-acc=99.50%, remaining_time=0:00:14.679628, arrival_time=2021-04-15 00:05:57.792020, cost_time=0:00:23.178373 2021-04-15 00:05:45,028 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3966, top1-acc=86.26%, top5-acc=99.50%, remaining_time=0:00:12.740112, arrival_time=2021-04-15 00:05:57.768329, cost_time=0:00:25.094194 2021-04-15 00:05:46,944 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.3955, top1-acc=86.37%, top5-acc=99.50%, remaining_time=0:00:10.804248, arrival_time=2021-04-15 00:05:57.748869, cost_time=0:00:27.010602 2021-04-15 00:05:48,853 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.60ms, fps=1341 images/s, loss=0.3960, top1-acc=86.35%, top5-acc=99.50%, remaining_time=0:00:08.868708, arrival_time=2021-04-15 00:05:57.722503, cost_time=0:00:28.919693 2021-04-15 00:05:50,763 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3953, top1-acc=86.44%, top5-acc=99.51%, remaining_time=0:00:06.936552, arrival_time=2021-04-15 00:05:57.699771, cost_time=0:00:30.829167 2021-04-15 00:05:52,687 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.44ms, fps=1331 images/s, loss=0.3966, top1-acc=86.37%, top5-acc=99.51%, remaining_time=0:00:05.009368, arrival_time=2021-04-15 00:05:57.697029, cost_time=0:00:32.753619 2021-04-15 00:05:54,603 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.60ms, fps=1337 images/s, loss=0.3980, top1-acc=86.34%, top5-acc=99.51%, remaining_time=0:00:03.081680, arrival_time=2021-04-15 00:05:57.684667, cost_time=0:00:34.668911 2021-04-15 00:05:56,517 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.21ms, fps=1338 images/s, loss=0.3981, top1-acc=86.33%, top5-acc=99.50%, remaining_time=0:00:01.155270, arrival_time=2021-04-15 00:05:57.672769, cost_time=0:00:36.583479 2021-04-15 00:05:57,549 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.48ms, fps=1318 images/s, loss=0.3989, top1-acc=86.31%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:57.549839, cost_time=0:00:37.615818 2021-04-15 00:05:58,301 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.21ms, fps=3417 images/s, loss=0.4892, top1-acc=82.38%, top5-acc=99.45%, remaining_time=0:00:02.247630, arrival_time=2021-04-15 00:06:00.548651, cost_time=0:00:00.749209 2021-04-15 00:05:58,892 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.29ms, fps=4332 images/s, loss=0.5183, top1-acc=82.09%, top5-acc=99.08%, remaining_time=0:00:01.340600, arrival_time=2021-04-15 00:06:00.232964, cost_time=0:00:01.340602 2021-04-15 00:05:59,482 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.28ms, fps=4340 images/s, loss=0.5273, top1-acc=81.78%, top5-acc=99.14%, remaining_time=0:00:00.643590, arrival_time=2021-04-15 00:06:00.126144, cost_time=0:00:01.930773 2021-04-15 00:06:00,027 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.13ms, fps=4264 images/s, loss=0.5207, top1-acc=81.94%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:00.027036, cost_time=0:00:02.475294 2021-04-15 00:06:00,154 INFO : Epoch=0025 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:57:22.279125, arrival_time=2021-04-15 02:03:22.433197, cost_time=0:16:46.039875 2021-04-15 00:06:00,155 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 00:06:02,268 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.47ms, fps=1212 images/s, loss=0.4185, top1-acc=85.62%, top5-acc=99.53%, remaining_time=0:00:39.301242, arrival_time=2021-04-15 00:06:41.569784, cost_time=0:00:02.112968 2021-04-15 00:06:04,183 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.4058, top1-acc=85.96%, top5-acc=99.37%, remaining_time=0:00:35.443584, arrival_time=2021-04-15 00:06:39.626915, cost_time=0:00:04.027689 2021-04-15 00:06:06,097 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.3915, top1-acc=86.33%, top5-acc=99.49%, remaining_time=0:00:32.876300, arrival_time=2021-04-15 00:06:38.973447, cost_time=0:00:05.941511 2021-04-15 00:06:08,019 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.55ms, fps=1332 images/s, loss=0.3826, top1-acc=86.91%, top5-acc=99.57%, remaining_time=0:00:30.667260, arrival_time=2021-04-15 00:06:38.686227, cost_time=0:00:07.863399 2021-04-15 00:06:09,934 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3869, top1-acc=86.73%, top5-acc=99.55%, remaining_time=0:00:28.555264, arrival_time=2021-04-15 00:06:38.490108, cost_time=0:00:09.779198 2021-04-15 00:06:11,845 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.3829, top1-acc=86.86%, top5-acc=99.56%, remaining_time=0:00:26.497968, arrival_time=2021-04-15 00:06:38.343794, cost_time=0:00:11.690262 2021-04-15 00:06:13,775 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.48ms, fps=1327 images/s, loss=0.3837, top1-acc=86.84%, top5-acc=99.57%, remaining_time=0:00:24.515820, arrival_time=2021-04-15 00:06:38.291321, cost_time=0:00:13.619883 2021-04-15 00:06:15,700 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.36ms, fps=1331 images/s, loss=0.3848, top1-acc=86.76%, top5-acc=99.54%, remaining_time=0:00:22.539032, arrival_time=2021-04-15 00:06:38.238925, cost_time=0:00:15.544184 2021-04-15 00:06:17,615 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3902, top1-acc=86.65%, top5-acc=99.53%, remaining_time=0:00:20.564212, arrival_time=2021-04-15 00:06:38.179986, cost_time=0:00:17.460199 2021-04-15 00:06:19,525 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3891, top1-acc=86.60%, top5-acc=99.55%, remaining_time=0:00:18.595008, arrival_time=2021-04-15 00:06:38.120386, cost_time=0:00:19.369815 2021-04-15 00:06:21,443 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.3913, top1-acc=86.50%, top5-acc=99.53%, remaining_time=0:00:16.643494, arrival_time=2021-04-15 00:06:38.087267, cost_time=0:00:21.288215 2021-04-15 00:06:23,351 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.3938, top1-acc=86.45%, top5-acc=99.53%, remaining_time=0:00:14.690496, arrival_time=2021-04-15 00:06:38.041555, cost_time=0:00:23.195501 2021-04-15 00:06:25,262 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.3947, top1-acc=86.41%, top5-acc=99.53%, remaining_time=0:00:12.746382, arrival_time=2021-04-15 00:06:38.008499, cost_time=0:00:25.106559 2021-04-15 00:06:27,183 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.15ms, fps=1333 images/s, loss=0.3952, top1-acc=86.43%, top5-acc=99.51%, remaining_time=0:00:10.811080, arrival_time=2021-04-15 00:06:37.994458, cost_time=0:00:27.027751 2021-04-15 00:06:29,090 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.3939, top1-acc=86.47%, top5-acc=99.51%, remaining_time=0:00:08.873308, arrival_time=2021-04-15 00:06:37.963583, cost_time=0:00:28.934720 2021-04-15 00:06:31,002 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.56ms, fps=1339 images/s, loss=0.3947, top1-acc=86.46%, top5-acc=99.50%, remaining_time=0:00:06.940440, arrival_time=2021-04-15 00:06:37.942470, cost_time=0:00:30.846427 2021-04-15 00:06:32,921 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.28ms, fps=1334 images/s, loss=0.3947, top1-acc=86.48%, top5-acc=99.52%, remaining_time=0:00:05.011318, arrival_time=2021-04-15 00:06:37.933181, cost_time=0:00:32.766311 2021-04-15 00:06:34,829 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.58ms, fps=1342 images/s, loss=0.3946, top1-acc=86.52%, top5-acc=99.52%, remaining_time=0:00:03.082160, arrival_time=2021-04-15 00:06:37.912006, cost_time=0:00:34.674300 2021-04-15 00:06:36,755 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.24ms, fps=1329 images/s, loss=0.3954, top1-acc=86.49%, top5-acc=99.52%, remaining_time=0:00:01.155798, arrival_time=2021-04-15 00:06:37.911636, cost_time=0:00:36.600281 2021-04-15 00:06:37,789 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.30ms, fps=1316 images/s, loss=0.3949, top1-acc=86.50%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:37.789704, cost_time=0:00:37.634156 2021-04-15 00:06:38,540 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.20ms, fps=3417 images/s, loss=0.5544, top1-acc=80.74%, top5-acc=99.06%, remaining_time=0:00:02.247750, arrival_time=2021-04-15 00:06:40.788398, cost_time=0:00:00.749249 2021-04-15 00:06:39,130 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.32ms, fps=4344 images/s, loss=0.5714, top1-acc=80.51%, top5-acc=98.93%, remaining_time=0:00:01.338860, arrival_time=2021-04-15 00:06:40.469124, cost_time=0:00:01.338860 2021-04-15 00:06:39,722 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.47ms, fps=4324 images/s, loss=0.5623, top1-acc=80.90%, top5-acc=98.88%, remaining_time=0:00:00.643770, arrival_time=2021-04-15 00:06:40.366487, cost_time=0:00:01.931308 2021-04-15 00:06:40,264 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=4289 images/s, loss=0.5721, top1-acc=81.13%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:40.263956, cost_time=0:00:02.472571 2021-04-15 00:06:40,405 INFO : Epoch=0026 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:56:42.104172, arrival_time=2021-04-15 02:03:22.509794, cost_time=0:17:26.291429 2021-04-15 00:06:40,406 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 00:06:42,507 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.47ms, fps=1219 images/s, loss=0.3808, top1-acc=87.38%, top5-acc=99.61%, remaining_time=0:00:39.065952, arrival_time=2021-04-15 00:07:21.573313, cost_time=0:00:02.100319 2021-04-15 00:06:44,416 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.3893, top1-acc=86.89%, top5-acc=99.59%, remaining_time=0:00:35.282192, arrival_time=2021-04-15 00:07:19.698567, cost_time=0:00:04.009337 2021-04-15 00:06:46,325 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.07ms, fps=1342 images/s, loss=0.3838, top1-acc=86.80%, top5-acc=99.65%, remaining_time=0:00:32.745990, arrival_time=2021-04-15 00:07:19.071016, cost_time=0:00:05.917955 2021-04-15 00:06:48,247 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.45ms, fps=1332 images/s, loss=0.3811, top1-acc=86.90%, top5-acc=99.62%, remaining_time=0:00:30.577092, arrival_time=2021-04-15 00:07:18.824344, cost_time=0:00:07.840294 2021-04-15 00:06:50,153 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.3850, top1-acc=86.70%, top5-acc=99.63%, remaining_time=0:00:28.459926, arrival_time=2021-04-15 00:07:18.613399, cost_time=0:00:09.746530 2021-04-15 00:06:52,071 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.3863, top1-acc=86.75%, top5-acc=99.60%, remaining_time=0:00:26.439080, arrival_time=2021-04-15 00:07:18.510354, cost_time=0:00:11.664282 2021-04-15 00:06:54,000 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.43ms, fps=1327 images/s, loss=0.3862, top1-acc=86.61%, top5-acc=99.60%, remaining_time=0:00:24.467940, arrival_time=2021-04-15 00:07:18.468254, cost_time=0:00:13.593274 2021-04-15 00:06:55,916 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3857, top1-acc=86.62%, top5-acc=99.58%, remaining_time=0:00:22.488340, arrival_time=2021-04-15 00:07:18.404474, cost_time=0:00:15.509173 2021-04-15 00:06:57,827 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.3889, top1-acc=86.42%, top5-acc=99.57%, remaining_time=0:00:20.517996, arrival_time=2021-04-15 00:07:18.345902, cost_time=0:00:17.420956 2021-04-15 00:06:59,743 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3913, top1-acc=86.36%, top5-acc=99.56%, remaining_time=0:00:18.562848, arrival_time=2021-04-15 00:07:18.306057, cost_time=0:00:19.336261 2021-04-15 00:07:01,648 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.51ms, fps=1344 images/s, loss=0.3921, top1-acc=86.39%, top5-acc=99.56%, remaining_time=0:00:16.607202, arrival_time=2021-04-15 00:07:18.255966, cost_time=0:00:21.241810 2021-04-15 00:07:03,564 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3928, top1-acc=86.36%, top5-acc=99.57%, remaining_time=0:00:14.666480, arrival_time=2021-04-15 00:07:18.231043, cost_time=0:00:23.157594 2021-04-15 00:07:05,496 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.52ms, fps=1326 images/s, loss=0.3917, top1-acc=86.44%, top5-acc=99.58%, remaining_time=0:00:12.737604, arrival_time=2021-04-15 00:07:18.233858, cost_time=0:00:25.089220 2021-04-15 00:07:07,406 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.61ms, fps=1340 images/s, loss=0.3934, top1-acc=86.40%, top5-acc=99.58%, remaining_time=0:00:10.799880, arrival_time=2021-04-15 00:07:18.206505, cost_time=0:00:26.999668 2021-04-15 00:07:09,323 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.3939, top1-acc=86.35%, top5-acc=99.57%, remaining_time=0:00:08.867650, arrival_time=2021-04-15 00:07:18.190822, cost_time=0:00:28.916206 2021-04-15 00:07:11,241 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.09ms, fps=1335 images/s, loss=0.3926, top1-acc=86.45%, top5-acc=99.56%, remaining_time=0:00:06.937740, arrival_time=2021-04-15 00:07:18.179002, cost_time=0:00:30.834322 2021-04-15 00:07:13,148 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.3923, top1-acc=86.50%, top5-acc=99.56%, remaining_time=0:00:05.007470, arrival_time=2021-04-15 00:07:18.155636, cost_time=0:00:32.741213 2021-04-15 00:07:15,055 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.52ms, fps=1342 images/s, loss=0.3923, top1-acc=86.51%, top5-acc=99.56%, remaining_time=0:00:03.079872, arrival_time=2021-04-15 00:07:18.135421, cost_time=0:00:34.648601 2021-04-15 00:07:16,970 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.3926, top1-acc=86.49%, top5-acc=99.55%, remaining_time=0:00:01.154646, arrival_time=2021-04-15 00:07:18.125405, cost_time=0:00:36.563809 2021-04-15 00:07:17,996 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.45ms, fps=1327 images/s, loss=0.3929, top1-acc=86.48%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:17.996209, cost_time=0:00:37.589263 2021-04-15 00:07:18,703 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.20ms, fps=3627 images/s, loss=0.7463, top1-acc=75.78%, top5-acc=98.40%, remaining_time=0:00:02.117490, arrival_time=2021-04-15 00:07:20.821283, cost_time=0:00:00.705828 2021-04-15 00:07:19,297 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.71ms, fps=4318 images/s, loss=0.7724, top1-acc=75.14%, top5-acc=98.22%, remaining_time=0:00:01.299060, arrival_time=2021-04-15 00:07:20.596089, cost_time=0:00:01.299067 2021-04-15 00:07:19,888 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.33ms, fps=4335 images/s, loss=0.7664, top1-acc=75.43%, top5-acc=98.29%, remaining_time=0:00:00.630000, arrival_time=2021-04-15 00:07:20.517975, cost_time=0:00:01.890002 2021-04-15 00:07:20,429 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=4286 images/s, loss=0.7548, top1-acc=75.53%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:20.429613, cost_time=0:00:02.431671 2021-04-15 00:07:20,543 INFO : Epoch=0027 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:56:01.196144, arrival_time=2021-04-15 02:03:21.739792, cost_time=0:18:06.429452 2021-04-15 00:07:20,544 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 00:07:22,627 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.51ms, fps=1229 images/s, loss=0.3903, top1-acc=86.13%, top5-acc=99.61%, remaining_time=0:00:38.733384, arrival_time=2021-04-15 00:08:01.360836, cost_time=0:00:02.082443 2021-04-15 00:07:24,549 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.77ms, fps=1332 images/s, loss=0.3861, top1-acc=86.50%, top5-acc=99.51%, remaining_time=0:00:35.242240, arrival_time=2021-04-15 00:07:59.792053, cost_time=0:00:04.004802 2021-04-15 00:07:26,460 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.3685, top1-acc=87.19%, top5-acc=99.62%, remaining_time=0:00:32.729888, arrival_time=2021-04-15 00:07:59.189943, cost_time=0:00:05.915040 2021-04-15 00:07:28,368 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.48ms, fps=1342 images/s, loss=0.3764, top1-acc=87.00%, top5-acc=99.59%, remaining_time=0:00:30.510636, arrival_time=2021-04-15 00:07:58.878866, cost_time=0:00:07.823223 2021-04-15 00:07:30,280 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.3808, top1-acc=86.77%, top5-acc=99.62%, remaining_time=0:00:28.427806, arrival_time=2021-04-15 00:07:58.708380, cost_time=0:00:09.735563 2021-04-15 00:07:32,203 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.20ms, fps=1331 images/s, loss=0.3852, top1-acc=86.58%, top5-acc=99.59%, remaining_time=0:00:26.426296, arrival_time=2021-04-15 00:07:58.629988, cost_time=0:00:11.658673 2021-04-15 00:07:34,125 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.39ms, fps=1333 images/s, loss=0.3843, top1-acc=86.56%, top5-acc=99.58%, remaining_time=0:00:24.443874, arrival_time=2021-04-15 00:07:58.568911, cost_time=0:00:13.579944 2021-04-15 00:07:36,037 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.3859, top1-acc=86.56%, top5-acc=99.58%, remaining_time=0:00:22.463284, arrival_time=2021-04-15 00:07:58.500243, cost_time=0:00:15.491948 2021-04-15 00:07:37,956 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.84ms, fps=1334 images/s, loss=0.3887, top1-acc=86.45%, top5-acc=99.59%, remaining_time=0:00:20.506230, arrival_time=2021-04-15 00:07:58.462234, cost_time=0:00:17.410992 2021-04-15 00:07:39,863 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.3897, top1-acc=86.47%, top5-acc=99.60%, remaining_time=0:00:18.545472, arrival_time=2021-04-15 00:07:58.408669, cost_time=0:00:19.318175 2021-04-15 00:07:41,771 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.3891, top1-acc=86.48%, top5-acc=99.60%, remaining_time=0:00:16.595506, arrival_time=2021-04-15 00:07:58.367354, cost_time=0:00:21.226835 2021-04-15 00:07:43,688 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.61ms, fps=1336 images/s, loss=0.3905, top1-acc=86.43%, top5-acc=99.59%, remaining_time=0:00:14.657284, arrival_time=2021-04-15 00:07:58.345417, cost_time=0:00:23.143075 2021-04-15 00:07:45,603 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.3924, top1-acc=86.43%, top5-acc=99.59%, remaining_time=0:00:12.721764, arrival_time=2021-04-15 00:07:58.324791, cost_time=0:00:25.058013 2021-04-15 00:07:47,512 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.3938, top1-acc=86.37%, top5-acc=99.59%, remaining_time=0:00:10.786888, arrival_time=2021-04-15 00:07:58.299184, cost_time=0:00:26.967288 2021-04-15 00:07:49,428 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.3924, top1-acc=86.41%, top5-acc=99.59%, remaining_time=0:00:08.857622, arrival_time=2021-04-15 00:07:58.286178, cost_time=0:00:28.883540 2021-04-15 00:07:51,337 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.3915, top1-acc=86.48%, top5-acc=99.59%, remaining_time=0:00:06.928380, arrival_time=2021-04-15 00:07:58.266176, cost_time=0:00:30.792793 2021-04-15 00:07:53,250 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3901, top1-acc=86.55%, top5-acc=99.60%, remaining_time=0:00:05.002062, arrival_time=2021-04-15 00:07:58.252794, cost_time=0:00:32.705725 2021-04-15 00:07:55,162 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3912, top1-acc=86.50%, top5-acc=99.60%, remaining_time=0:00:03.077136, arrival_time=2021-04-15 00:07:58.239928, cost_time=0:00:34.617785 2021-04-15 00:07:57,067 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.22ms, fps=1345 images/s, loss=0.3903, top1-acc=86.54%, top5-acc=99.59%, remaining_time=0:00:01.153326, arrival_time=2021-04-15 00:07:58.220403, cost_time=0:00:36.522068 2021-04-15 00:07:58,093 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.28ms, fps=1325 images/s, loss=0.3898, top1-acc=86.56%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:58.093609, cost_time=0:00:37.548604 2021-04-15 00:07:58,830 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.22ms, fps=3482 images/s, loss=0.6603, top1-acc=78.28%, top5-acc=98.36%, remaining_time=0:00:02.205720, arrival_time=2021-04-15 00:08:01.036347, cost_time=0:00:00.735243 2021-04-15 00:07:59,425 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.39ms, fps=4304 images/s, loss=0.6522, top1-acc=79.06%, top5-acc=98.34%, remaining_time=0:00:01.330420, arrival_time=2021-04-15 00:08:00.756186, cost_time=0:00:01.330424 2021-04-15 00:08:00,017 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.68ms, fps=4332 images/s, loss=0.6517, top1-acc=78.78%, top5-acc=98.42%, remaining_time=0:00:00.640580, arrival_time=2021-04-15 00:08:00.657713, cost_time=0:00:01.921741 2021-04-15 00:08:00,560 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=4275 images/s, loss=0.6383, top1-acc=78.93%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:00.560220, cost_time=0:00:02.464903 2021-04-15 00:08:00,678 INFO : Epoch=0028 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:55:20.326088, arrival_time=2021-04-15 02:03:21.004988, cost_time=0:18:46.564705 2021-04-15 00:08:00,680 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 00:08:02,753 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.30ms, fps=1235 images/s, loss=0.3626, top1-acc=87.66%, top5-acc=99.73%, remaining_time=0:00:38.549988, arrival_time=2021-04-15 00:08:41.302912, cost_time=0:00:02.072579 2021-04-15 00:08:04,660 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.3409, top1-acc=88.38%, top5-acc=99.71%, remaining_time=0:00:35.027168, arrival_time=2021-04-15 00:08:39.687849, cost_time=0:00:03.980352 2021-04-15 00:08:06,572 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.3481, top1-acc=87.83%, top5-acc=99.61%, remaining_time=0:00:32.604724, arrival_time=2021-04-15 00:08:39.177473, cost_time=0:00:05.892410 2021-04-15 00:08:08,490 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.3536, top1-acc=87.71%, top5-acc=99.59%, remaining_time=0:00:30.459780, arrival_time=2021-04-15 00:08:38.950244, cost_time=0:00:07.810196 2021-04-15 00:08:10,396 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3648, top1-acc=87.34%, top5-acc=99.62%, remaining_time=0:00:28.371596, arrival_time=2021-04-15 00:08:38.768140, cost_time=0:00:09.716275 2021-04-15 00:08:12,313 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.00ms, fps=1336 images/s, loss=0.3667, top1-acc=87.23%, top5-acc=99.65%, remaining_time=0:00:26.367544, arrival_time=2021-04-15 00:08:38.680635, cost_time=0:00:11.632769 2021-04-15 00:08:14,231 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.3730, top1-acc=86.95%, top5-acc=99.64%, remaining_time=0:00:24.391458, arrival_time=2021-04-15 00:08:38.622580, cost_time=0:00:13.550827 2021-04-15 00:08:16,147 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.63ms, fps=1336 images/s, loss=0.3784, top1-acc=86.83%, top5-acc=99.59%, remaining_time=0:00:22.427208, arrival_time=2021-04-15 00:08:38.574511, cost_time=0:00:15.467035 2021-04-15 00:08:18,052 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.3753, top1-acc=86.95%, top5-acc=99.60%, remaining_time=0:00:20.460332, arrival_time=2021-04-15 00:08:38.512554, cost_time=0:00:17.371962 2021-04-15 00:08:19,966 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.80ms, fps=1338 images/s, loss=0.3755, top1-acc=86.97%, top5-acc=99.61%, remaining_time=0:00:18.514848, arrival_time=2021-04-15 00:08:38.481380, cost_time=0:00:19.286270 2021-04-15 00:08:21,888 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.38ms, fps=1333 images/s, loss=0.3796, top1-acc=86.88%, top5-acc=99.59%, remaining_time=0:00:16.580628, arrival_time=2021-04-15 00:08:38.468677, cost_time=0:00:21.207797 2021-04-15 00:08:23,797 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.3828, top1-acc=86.82%, top5-acc=99.57%, remaining_time=0:00:14.641172, arrival_time=2021-04-15 00:08:38.439055, cost_time=0:00:23.117621 2021-04-15 00:08:25,715 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.3859, top1-acc=86.68%, top5-acc=99.56%, remaining_time=0:00:12.710280, arrival_time=2021-04-15 00:08:38.425915, cost_time=0:00:25.035371 2021-04-15 00:08:27,625 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.3860, top1-acc=86.67%, top5-acc=99.56%, remaining_time=0:00:10.777984, arrival_time=2021-04-15 00:08:38.403258, cost_time=0:00:26.945012 2021-04-15 00:08:29,533 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.3853, top1-acc=86.72%, top5-acc=99.55%, remaining_time=0:00:08.848422, arrival_time=2021-04-15 00:08:38.382269, cost_time=0:00:28.853508 2021-04-15 00:08:31,453 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.3843, top1-acc=86.74%, top5-acc=99.56%, remaining_time=0:00:06.923988, arrival_time=2021-04-15 00:08:38.377559, cost_time=0:00:30.773315 2021-04-15 00:08:33,361 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.3842, top1-acc=86.78%, top5-acc=99.56%, remaining_time=0:00:04.998344, arrival_time=2021-04-15 00:08:38.360140, cost_time=0:00:32.681528 2021-04-15 00:08:35,281 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.3834, top1-acc=86.80%, top5-acc=99.56%, remaining_time=0:00:03.075648, arrival_time=2021-04-15 00:08:38.356856, cost_time=0:00:34.600951 2021-04-15 00:08:37,198 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=2.04ms, fps=1336 images/s, loss=0.3858, top1-acc=86.74%, top5-acc=99.54%, remaining_time=0:00:01.153194, arrival_time=2021-04-15 00:08:38.351443, cost_time=0:00:36.517831 2021-04-15 00:08:38,234 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.39ms, fps=1314 images/s, loss=0.3877, top1-acc=86.68%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:38.234107, cost_time=0:00:37.553839 2021-04-15 00:08:38,978 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.20ms, fps=3449 images/s, loss=0.6745, top1-acc=78.20%, top5-acc=98.59%, remaining_time=0:00:02.226810, arrival_time=2021-04-15 00:08:41.205068, cost_time=0:00:00.742268 2021-04-15 00:08:39,570 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.36ms, fps=4325 images/s, loss=0.6856, top1-acc=77.75%, top5-acc=98.30%, remaining_time=0:00:01.334520, arrival_time=2021-04-15 00:08:40.905000, cost_time=0:00:01.334510 2021-04-15 00:08:40,160 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.53ms, fps=4345 images/s, loss=0.6820, top1-acc=77.75%, top5-acc=98.26%, remaining_time=0:00:00.641330, arrival_time=2021-04-15 00:08:40.801290, cost_time=0:00:01.923979 2021-04-15 00:08:40,701 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.09ms, fps=4288 images/s, loss=0.6862, top1-acc=77.42%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:40.701348, cost_time=0:00:02.465326 2021-04-15 00:08:40,795 INFO : Epoch=0029 complete, best val top1-acc=82.39%, top5-acc=99.21% (epoch=16), remaining_time=1:54:39.396348, arrival_time=2021-04-15 02:03:20.191796, cost_time=0:19:26.681250 2021-04-15 00:08:40,796 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 00:08:42,947 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.78ms, fps=1191 images/s, loss=0.4053, top1-acc=85.78%, top5-acc=99.65%, remaining_time=0:00:39.990744, arrival_time=2021-04-15 00:09:22.937692, cost_time=0:00:02.150038 2021-04-15 00:08:44,860 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3880, top1-acc=86.97%, top5-acc=99.57%, remaining_time=0:00:35.763200, arrival_time=2021-04-15 00:09:20.624110, cost_time=0:00:04.064008 2021-04-15 00:08:46,780 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.3819, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:33.108036, arrival_time=2021-04-15 00:09:19.888337, cost_time=0:00:05.983381 2021-04-15 00:08:48,689 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3768, top1-acc=87.32%, top5-acc=99.58%, remaining_time=0:00:30.780984, arrival_time=2021-04-15 00:09:19.470532, cost_time=0:00:07.892574 2021-04-15 00:08:50,599 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.3799, top1-acc=87.23%, top5-acc=99.53%, remaining_time=0:00:28.622862, arrival_time=2021-04-15 00:09:19.222128, cost_time=0:00:09.802345 2021-04-15 00:08:52,520 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.37ms, fps=1332 images/s, loss=0.3878, top1-acc=86.89%, top5-acc=99.53%, remaining_time=0:00:26.574400, arrival_time=2021-04-15 00:09:19.095331, cost_time=0:00:11.724029 2021-04-15 00:08:54,442 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.55ms, fps=1333 images/s, loss=0.3862, top1-acc=86.97%, top5-acc=99.51%, remaining_time=0:00:24.561306, arrival_time=2021-04-15 00:09:19.003351, cost_time=0:00:13.645145 2021-04-15 00:08:56,356 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3869, top1-acc=86.92%, top5-acc=99.50%, remaining_time=0:00:22.561768, arrival_time=2021-04-15 00:09:18.918510, cost_time=0:00:15.559844 2021-04-15 00:08:58,264 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.3868, top1-acc=86.82%, top5-acc=99.52%, remaining_time=0:00:20.572480, arrival_time=2021-04-15 00:09:18.836529, cost_time=0:00:17.467164 2021-04-15 00:09:00,182 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.27ms, fps=1335 images/s, loss=0.3855, top1-acc=86.83%, top5-acc=99.54%, remaining_time=0:00:18.609984, arrival_time=2021-04-15 00:09:18.792332, cost_time=0:00:19.385356 2021-04-15 00:09:02,094 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.3829, top1-acc=86.90%, top5-acc=99.52%, remaining_time=0:00:16.650460, arrival_time=2021-04-15 00:09:18.744449, cost_time=0:00:21.297052 2021-04-15 00:09:04,003 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3852, top1-acc=86.85%, top5-acc=99.51%, remaining_time=0:00:14.697260, arrival_time=2021-04-15 00:09:18.700416, cost_time=0:00:23.206237 2021-04-15 00:09:05,918 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.3845, top1-acc=86.83%, top5-acc=99.50%, remaining_time=0:00:12.753906, arrival_time=2021-04-15 00:09:18.672164, cost_time=0:00:25.121319 2021-04-15 00:09:07,823 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.73ms, fps=1344 images/s, loss=0.3842, top1-acc=86.83%, top5-acc=99.49%, remaining_time=0:00:10.810632, arrival_time=2021-04-15 00:09:18.634068, cost_time=0:00:27.026534 2021-04-15 00:09:09,736 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.04ms, fps=1339 images/s, loss=0.3861, top1-acc=86.78%, top5-acc=99.49%, remaining_time=0:00:08.874734, arrival_time=2021-04-15 00:09:18.610944, cost_time=0:00:28.939312 2021-04-15 00:09:11,648 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.3870, top1-acc=86.72%, top5-acc=99.49%, remaining_time=0:00:06.941520, arrival_time=2021-04-15 00:09:18.589604, cost_time=0:00:30.851191 2021-04-15 00:09:13,557 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.84ms, fps=1341 images/s, loss=0.3886, top1-acc=86.66%, top5-acc=99.50%, remaining_time=0:00:05.010486, arrival_time=2021-04-15 00:09:18.568245, cost_time=0:00:32.760858 2021-04-15 00:09:15,466 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.3877, top1-acc=86.68%, top5-acc=99.51%, remaining_time=0:00:03.081728, arrival_time=2021-04-15 00:09:18.548018, cost_time=0:00:34.669361 2021-04-15 00:09:17,391 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.46ms, fps=1330 images/s, loss=0.3882, top1-acc=86.68%, top5-acc=99.51%, remaining_time=0:00:01.155624, arrival_time=2021-04-15 00:09:18.547227, cost_time=0:00:36.594704 2021-04-15 00:09:18,418 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.19ms, fps=1325 images/s, loss=0.3885, top1-acc=86.69%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:18.418316, cost_time=0:00:37.621438 2021-04-15 00:09:19,171 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.19ms, fps=3409 images/s, loss=0.5355, top1-acc=82.58%, top5-acc=98.83%, remaining_time=0:00:02.253060, arrival_time=2021-04-15 00:09:21.424090, cost_time=0:00:00.751021 2021-04-15 00:09:19,760 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.33ms, fps=4346 images/s, loss=0.5175, top1-acc=82.68%, top5-acc=99.04%, remaining_time=0:00:01.340440, arrival_time=2021-04-15 00:09:21.100879, cost_time=0:00:01.340438 2021-04-15 00:09:20,350 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.32ms, fps=4339 images/s, loss=0.5225, top1-acc=82.64%, top5-acc=99.09%, remaining_time=0:00:00.643620, arrival_time=2021-04-15 00:09:20.994469, cost_time=0:00:01.930856 2021-04-15 00:09:20,892 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.07ms, fps=4289 images/s, loss=0.5093, top1-acc=82.74%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:20.892094, cost_time=0:00:02.472118 2021-04-15 00:09:21,106 INFO : Epoch=0030 complete, best val top1-acc=82.74%, top5-acc=99.13% (epoch=30), remaining_time=1:53:59.625300, arrival_time=2021-04-15 02:03:20.732196, cost_time=0:20:06.992692 2021-04-15 00:09:21,108 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 00:09:23,202 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.73ms, fps=1223 images/s, loss=0.3894, top1-acc=86.72%, top5-acc=99.41%, remaining_time=0:00:38.947470, arrival_time=2021-04-15 00:10:02.149783, cost_time=0:00:02.093947 2021-04-15 00:09:25,124 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.46ms, fps=1332 images/s, loss=0.3883, top1-acc=87.17%, top5-acc=99.36%, remaining_time=0:00:35.339040, arrival_time=2021-04-15 00:10:00.463271, cost_time=0:00:04.015792 2021-04-15 00:09:27,040 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.3835, top1-acc=87.27%, top5-acc=99.44%, remaining_time=0:00:32.821022, arrival_time=2021-04-15 00:09:59.860972, cost_time=0:00:05.931516 2021-04-15 00:09:28,954 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.17ms, fps=1338 images/s, loss=0.3784, top1-acc=87.27%, top5-acc=99.47%, remaining_time=0:00:30.597840, arrival_time=2021-04-15 00:09:59.551805, cost_time=0:00:07.845605 2021-04-15 00:09:30,886 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.06ms, fps=1325 images/s, loss=0.3877, top1-acc=86.91%, top5-acc=99.49%, remaining_time=0:00:28.551322, arrival_time=2021-04-15 00:09:59.437630, cost_time=0:00:09.777861 2021-04-15 00:09:32,804 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.3842, top1-acc=86.95%, top5-acc=99.52%, remaining_time=0:00:26.511432, arrival_time=2021-04-15 00:09:59.316031, cost_time=0:00:11.696231 2021-04-15 00:09:34,722 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.3843, top1-acc=86.99%, top5-acc=99.51%, remaining_time=0:00:24.504984, arrival_time=2021-04-15 00:09:59.227216, cost_time=0:00:13.613876 2021-04-15 00:09:36,648 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.45ms, fps=1329 images/s, loss=0.3849, top1-acc=86.97%, top5-acc=99.49%, remaining_time=0:00:22.532768, arrival_time=2021-04-15 00:09:59.181028, cost_time=0:00:15.539825 2021-04-15 00:09:38,554 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.3881, top1-acc=86.84%, top5-acc=99.50%, remaining_time=0:00:20.547782, arrival_time=2021-04-15 00:09:59.102364, cost_time=0:00:17.446228 2021-04-15 00:09:40,462 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.55ms, fps=1342 images/s, loss=0.3903, top1-acc=86.79%, top5-acc=99.50%, remaining_time=0:00:18.579744, arrival_time=2021-04-15 00:09:59.041956, cost_time=0:00:19.353861 2021-04-15 00:09:42,381 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.3881, top1-acc=86.86%, top5-acc=99.49%, remaining_time=0:00:16.632056, arrival_time=2021-04-15 00:09:59.013946, cost_time=0:00:21.273540 2021-04-15 00:09:44,292 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.3896, top1-acc=86.82%, top5-acc=99.49%, remaining_time=0:00:14.683504, arrival_time=2021-04-15 00:09:58.976332, cost_time=0:00:23.184475 2021-04-15 00:09:46,203 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.3888, top1-acc=86.85%, top5-acc=99.51%, remaining_time=0:00:12.740574, arrival_time=2021-04-15 00:09:58.944017, cost_time=0:00:25.095042 2021-04-15 00:09:48,117 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.3886, top1-acc=86.85%, top5-acc=99.52%, remaining_time=0:00:10.803520, arrival_time=2021-04-15 00:09:58.920806, cost_time=0:00:27.008791 2021-04-15 00:09:50,024 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3894, top1-acc=86.80%, top5-acc=99.51%, remaining_time=0:00:08.867696, arrival_time=2021-04-15 00:09:58.892481, cost_time=0:00:28.916429 2021-04-15 00:09:51,937 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.24ms, fps=1339 images/s, loss=0.3904, top1-acc=86.76%, top5-acc=99.51%, remaining_time=0:00:06.936588, arrival_time=2021-04-15 00:09:58.874207, cost_time=0:00:30.829214 2021-04-15 00:09:53,855 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.3908, top1-acc=86.72%, top5-acc=99.52%, remaining_time=0:00:05.008328, arrival_time=2021-04-15 00:09:58.863519, cost_time=0:00:32.746842 2021-04-15 00:09:55,762 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.3927, top1-acc=86.66%, top5-acc=99.50%, remaining_time=0:00:03.080304, arrival_time=2021-04-15 00:09:58.842246, cost_time=0:00:34.653507 2021-04-15 00:09:57,680 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.26ms, fps=1335 images/s, loss=0.3921, top1-acc=86.71%, top5-acc=99.50%, remaining_time=0:00:01.154898, arrival_time=2021-04-15 00:09:58.835166, cost_time=0:00:36.571850 2021-04-15 00:09:58,713 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.28ms, fps=1317 images/s, loss=0.3918, top1-acc=86.69%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:58.713609, cost_time=0:00:37.605269 2021-04-15 00:09:59,423 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.28ms, fps=3613 images/s, loss=0.4800, top1-acc=83.20%, top5-acc=99.41%, remaining_time=0:00:02.125320, arrival_time=2021-04-15 00:10:01.549059, cost_time=0:00:00.708442 2021-04-15 00:10:00,018 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.36ms, fps=4310 images/s, loss=0.4929, top1-acc=83.32%, top5-acc=99.36%, remaining_time=0:00:01.302700, arrival_time=2021-04-15 00:10:01.320879, cost_time=0:00:01.302698 2021-04-15 00:10:00,613 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.42ms, fps=4308 images/s, loss=0.4962, top1-acc=83.15%, top5-acc=99.32%, remaining_time=0:00:00.632570, arrival_time=2021-04-15 00:10:01.245554, cost_time=0:00:01.897697 2021-04-15 00:10:01,154 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=4285 images/s, loss=0.5006, top1-acc=83.05%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:01.154684, cost_time=0:00:02.439428 2021-04-15 00:10:01,326 INFO : Epoch=0031 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:53:19.315822, arrival_time=2021-04-15 02:03:20.641809, cost_time=0:20:47.211788 2021-04-15 00:10:01,327 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 00:10:03,450 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.44ms, fps=1206 images/s, loss=0.3758, top1-acc=87.27%, top5-acc=99.69%, remaining_time=0:00:39.490404, arrival_time=2021-04-15 00:10:42.941008, cost_time=0:00:02.123137 2021-04-15 00:10:05,357 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.3804, top1-acc=87.30%, top5-acc=99.69%, remaining_time=0:00:35.462768, arrival_time=2021-04-15 00:10:40.820086, cost_time=0:00:04.029853 2021-04-15 00:10:07,270 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.92ms, fps=1338 images/s, loss=0.3711, top1-acc=87.54%, top5-acc=99.62%, remaining_time=0:00:32.887090, arrival_time=2021-04-15 00:10:40.158002, cost_time=0:00:05.943443 2021-04-15 00:10:09,191 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.55ms, fps=1333 images/s, loss=0.3711, top1-acc=87.36%, top5-acc=99.65%, remaining_time=0:00:30.670068, arrival_time=2021-04-15 00:10:39.861582, cost_time=0:00:07.864121 2021-04-15 00:10:11,102 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.3721, top1-acc=87.45%, top5-acc=99.58%, remaining_time=0:00:28.542854, arrival_time=2021-04-15 00:10:39.645202, cost_time=0:00:09.774968 2021-04-15 00:10:13,014 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.3733, top1-acc=87.54%, top5-acc=99.56%, remaining_time=0:00:26.490488, arrival_time=2021-04-15 00:10:39.504836, cost_time=0:00:11.686957 2021-04-15 00:10:14,944 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.36ms, fps=1327 images/s, loss=0.3747, top1-acc=87.43%, top5-acc=99.55%, remaining_time=0:00:24.509898, arrival_time=2021-04-15 00:10:39.453988, cost_time=0:00:13.616595 2021-04-15 00:10:16,866 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.92ms, fps=1332 images/s, loss=0.3723, top1-acc=87.43%, top5-acc=99.56%, remaining_time=0:00:22.531840, arrival_time=2021-04-15 00:10:39.398476, cost_time=0:00:15.539218 2021-04-15 00:10:18,788 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.37ms, fps=1332 images/s, loss=0.3747, top1-acc=87.31%, top5-acc=99.56%, remaining_time=0:00:20.565802, arrival_time=2021-04-15 00:10:39.354704, cost_time=0:00:17.461521 2021-04-15 00:10:20,695 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.3745, top1-acc=87.24%, top5-acc=99.56%, remaining_time=0:00:18.593088, arrival_time=2021-04-15 00:10:39.288263, cost_time=0:00:19.367796 2021-04-15 00:10:22,617 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.59ms, fps=1332 images/s, loss=0.3756, top1-acc=87.20%, top5-acc=99.55%, remaining_time=0:00:16.645042, arrival_time=2021-04-15 00:10:39.262643, cost_time=0:00:21.290221 2021-04-15 00:10:24,531 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.3785, top1-acc=87.08%, top5-acc=99.54%, remaining_time=0:00:14.695968, arrival_time=2021-04-15 00:10:39.227504, cost_time=0:00:23.204149 2021-04-15 00:10:26,443 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.3803, top1-acc=87.03%, top5-acc=99.54%, remaining_time=0:00:12.751134, arrival_time=2021-04-15 00:10:39.194537, cost_time=0:00:25.115929 2021-04-15 00:10:28,360 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.3819, top1-acc=86.95%, top5-acc=99.53%, remaining_time=0:00:10.813264, arrival_time=2021-04-15 00:10:39.173842, cost_time=0:00:27.033180 2021-04-15 00:10:30,274 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.46ms, fps=1338 images/s, loss=0.3828, top1-acc=86.93%, top5-acc=99.53%, remaining_time=0:00:08.877126, arrival_time=2021-04-15 00:10:39.151673, cost_time=0:00:28.947154 2021-04-15 00:10:32,189 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.59ms, fps=1337 images/s, loss=0.3842, top1-acc=86.90%, top5-acc=99.51%, remaining_time=0:00:06.944076, arrival_time=2021-04-15 00:10:39.133962, cost_time=0:00:30.862501 2021-04-15 00:10:34,105 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.3840, top1-acc=86.90%, top5-acc=99.52%, remaining_time=0:00:05.013112, arrival_time=2021-04-15 00:10:39.118506, cost_time=0:00:32.778014 2021-04-15 00:10:36,013 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.3854, top1-acc=86.89%, top5-acc=99.53%, remaining_time=0:00:03.083168, arrival_time=2021-04-15 00:10:39.096152, cost_time=0:00:34.685616 2021-04-15 00:10:37,922 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.3850, top1-acc=86.93%, top5-acc=99.53%, remaining_time=0:00:01.155624, arrival_time=2021-04-15 00:10:39.077778, cost_time=0:00:36.594800 2021-04-15 00:10:38,954 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.40ms, fps=1318 images/s, loss=0.3847, top1-acc=86.94%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:38.954183, cost_time=0:00:37.626810 2021-04-15 00:10:39,687 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.20ms, fps=3502 images/s, loss=0.5142, top1-acc=82.30%, top5-acc=99.10%, remaining_time=0:00:02.193270, arrival_time=2021-04-15 00:10:41.880260, cost_time=0:00:00.731092 2021-04-15 00:10:40,277 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.31ms, fps=4340 images/s, loss=0.5340, top1-acc=81.87%, top5-acc=98.98%, remaining_time=0:00:01.321320, arrival_time=2021-04-15 00:10:41.598554, cost_time=0:00:01.321326 2021-04-15 00:10:40,867 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.28ms, fps=4340 images/s, loss=0.5407, top1-acc=81.73%, top5-acc=98.97%, remaining_time=0:00:00.637150, arrival_time=2021-04-15 00:10:41.504517, cost_time=0:00:01.911460 2021-04-15 00:10:41,408 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=4289 images/s, loss=0.5463, top1-acc=81.74%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:41.408656, cost_time=0:00:02.452765 2021-04-15 00:10:41,543 INFO : Epoch=0032 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:52:39.003888, arrival_time=2021-04-15 02:03:20.547389, cost_time=0:21:27.429302 2021-04-15 00:10:41,544 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 00:10:43,630 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.41ms, fps=1227 images/s, loss=0.3859, top1-acc=86.41%, top5-acc=99.49%, remaining_time=0:00:38.794206, arrival_time=2021-04-15 00:11:22.424815, cost_time=0:00:02.085713 2021-04-15 00:10:45,549 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.3789, top1-acc=86.68%, top5-acc=99.55%, remaining_time=0:00:35.240304, arrival_time=2021-04-15 00:11:20.789795, cost_time=0:00:04.004579 2021-04-15 00:10:47,464 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.3745, top1-acc=87.17%, top5-acc=99.53%, remaining_time=0:00:32.754954, arrival_time=2021-04-15 00:11:20.219441, cost_time=0:00:05.919575 2021-04-15 00:10:49,373 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.3717, top1-acc=87.20%, top5-acc=99.59%, remaining_time=0:00:30.529824, arrival_time=2021-04-15 00:11:19.902981, cost_time=0:00:07.828168 2021-04-15 00:10:51,290 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3740, top1-acc=87.08%, top5-acc=99.62%, remaining_time=0:00:28.458174, arrival_time=2021-04-15 00:11:19.749028, cost_time=0:00:09.745953 2021-04-15 00:10:53,218 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=2.12ms, fps=1329 images/s, loss=0.3756, top1-acc=87.07%, top5-acc=99.62%, remaining_time=0:00:26.459072, arrival_time=2021-04-15 00:11:19.677122, cost_time=0:00:11.673091 2021-04-15 00:10:55,143 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.37ms, fps=1330 images/s, loss=0.3769, top1-acc=87.02%, top5-acc=99.61%, remaining_time=0:00:24.477768, arrival_time=2021-04-15 00:11:19.621448, cost_time=0:00:13.598763 2021-04-15 00:10:57,061 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.77ms, fps=1335 images/s, loss=0.3780, top1-acc=87.08%, top5-acc=99.59%, remaining_time=0:00:22.498896, arrival_time=2021-04-15 00:11:19.560291, cost_time=0:00:15.516501 2021-04-15 00:10:58,978 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.45ms, fps=1335 images/s, loss=0.3774, top1-acc=87.11%, top5-acc=99.57%, remaining_time=0:00:20.533366, arrival_time=2021-04-15 00:11:19.512262, cost_time=0:00:17.433995 2021-04-15 00:11:00,900 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.40ms, fps=1332 images/s, loss=0.3823, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:18.581760, arrival_time=2021-04-15 00:11:19.482704, cost_time=0:00:19.356045 2021-04-15 00:11:02,819 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.3843, top1-acc=86.87%, top5-acc=99.56%, remaining_time=0:00:16.632572, arrival_time=2021-04-15 00:11:19.451663, cost_time=0:00:21.274188 2021-04-15 00:11:04,735 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.3842, top1-acc=86.85%, top5-acc=99.58%, remaining_time=0:00:14.687228, arrival_time=2021-04-15 00:11:19.422540, cost_time=0:00:23.190405 2021-04-15 00:11:06,640 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.3830, top1-acc=86.93%, top5-acc=99.59%, remaining_time=0:00:12.740838, arrival_time=2021-04-15 00:11:19.381333, cost_time=0:00:25.095581 2021-04-15 00:11:08,555 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.67ms, fps=1337 images/s, loss=0.3848, top1-acc=86.86%, top5-acc=99.57%, remaining_time=0:00:10.804080, arrival_time=2021-04-15 00:11:19.359114, cost_time=0:00:27.010137 2021-04-15 00:11:10,476 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.69ms, fps=1333 images/s, loss=0.3819, top1-acc=86.95%, top5-acc=99.58%, remaining_time=0:00:08.872342, arrival_time=2021-04-15 00:11:19.348838, cost_time=0:00:28.931587 2021-04-15 00:11:12,390 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.3818, top1-acc=86.95%, top5-acc=99.58%, remaining_time=0:00:06.940224, arrival_time=2021-04-15 00:11:19.330509, cost_time=0:00:30.845386 2021-04-15 00:11:14,306 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.3828, top1-acc=86.92%, top5-acc=99.58%, remaining_time=0:00:05.010590, arrival_time=2021-04-15 00:11:19.317111, cost_time=0:00:32.761576 2021-04-15 00:11:16,224 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.3844, top1-acc=86.87%, top5-acc=99.57%, remaining_time=0:00:03.082608, arrival_time=2021-04-15 00:11:19.306790, cost_time=0:00:34.679275 2021-04-15 00:11:18,131 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3844, top1-acc=86.86%, top5-acc=99.57%, remaining_time=0:00:01.155366, arrival_time=2021-04-15 00:11:19.286790, cost_time=0:00:36.586529 2021-04-15 00:11:19,159 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.33ms, fps=1324 images/s, loss=0.3849, top1-acc=86.86%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:19.159362, cost_time=0:00:37.614473 2021-04-15 00:11:19,883 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.48ms, fps=3545 images/s, loss=0.6276, top1-acc=79.84%, top5-acc=98.87%, remaining_time=0:00:02.166570, arrival_time=2021-04-15 00:11:22.049837, cost_time=0:00:00.722194 2021-04-15 00:11:20,474 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.53ms, fps=4335 images/s, loss=0.6379, top1-acc=78.85%, top5-acc=98.77%, remaining_time=0:00:01.313040, arrival_time=2021-04-15 00:11:21.787143, cost_time=0:00:01.313045 2021-04-15 00:11:21,066 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.72ms, fps=4325 images/s, loss=0.6186, top1-acc=79.41%, top5-acc=98.91%, remaining_time=0:00:00.635100, arrival_time=2021-04-15 00:11:21.701444, cost_time=0:00:01.905294 2021-04-15 00:11:21,607 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=4292 images/s, loss=0.6098, top1-acc=79.46%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:21.607193, cost_time=0:00:02.446164 2021-04-15 00:11:21,727 INFO : Epoch=0033 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:51:58.529071, arrival_time=2021-04-15 02:03:20.256831, cost_time=0:22:07.613543 2021-04-15 00:11:21,730 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 00:11:23,827 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.33ms, fps=1221 images/s, loss=0.3701, top1-acc=87.50%, top5-acc=99.77%, remaining_time=0:00:39.005688, arrival_time=2021-04-15 00:12:02.833043, cost_time=0:00:02.097084 2021-04-15 00:11:25,742 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.59ms, fps=1337 images/s, loss=0.3778, top1-acc=86.86%, top5-acc=99.73%, remaining_time=0:00:35.310528, arrival_time=2021-04-15 00:12:01.053363, cost_time=0:00:04.012555 2021-04-15 00:11:27,664 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=2.23ms, fps=1333 images/s, loss=0.3802, top1-acc=86.73%, top5-acc=99.65%, remaining_time=0:00:32.835962, arrival_time=2021-04-15 00:12:00.500546, cost_time=0:00:05.934215 2021-04-15 00:11:29,572 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.3840, top1-acc=86.63%, top5-acc=99.63%, remaining_time=0:00:30.583956, arrival_time=2021-04-15 00:12:00.156188, cost_time=0:00:07.842024 2021-04-15 00:11:31,488 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3889, top1-acc=86.43%, top5-acc=99.62%, remaining_time=0:00:28.493068, arrival_time=2021-04-15 00:11:59.981156, cost_time=0:00:09.757897 2021-04-15 00:11:33,407 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=2.05ms, fps=1334 images/s, loss=0.3900, top1-acc=86.45%, top5-acc=99.60%, remaining_time=0:00:26.468728, arrival_time=2021-04-15 00:11:59.876398, cost_time=0:00:11.677386 2021-04-15 00:11:35,325 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3862, top1-acc=86.61%, top5-acc=99.61%, remaining_time=0:00:24.471972, arrival_time=2021-04-15 00:11:59.797740, cost_time=0:00:13.595568 2021-04-15 00:11:37,244 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.52ms, fps=1335 images/s, loss=0.3858, top1-acc=86.66%, top5-acc=99.57%, remaining_time=0:00:22.494952, arrival_time=2021-04-15 00:11:59.738934, cost_time=0:00:15.513791 2021-04-15 00:11:39,157 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3863, top1-acc=86.67%, top5-acc=99.57%, remaining_time=0:00:20.525522, arrival_time=2021-04-15 00:11:59.683025, cost_time=0:00:17.427304 2021-04-15 00:11:41,070 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.3868, top1-acc=86.71%, top5-acc=99.55%, remaining_time=0:00:18.566784, arrival_time=2021-04-15 00:11:59.637353, cost_time=0:00:19.340381 2021-04-15 00:11:42,979 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.3893, top1-acc=86.65%, top5-acc=99.54%, remaining_time=0:00:16.613222, arrival_time=2021-04-15 00:11:59.592862, cost_time=0:00:21.249452 2021-04-15 00:11:44,894 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.30ms, fps=1337 images/s, loss=0.3856, top1-acc=86.72%, top5-acc=99.55%, remaining_time=0:00:14.670584, arrival_time=2021-04-15 00:11:59.564875, cost_time=0:00:23.164089 2021-04-15 00:11:46,808 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.3849, top1-acc=86.79%, top5-acc=99.56%, remaining_time=0:00:12.732060, arrival_time=2021-04-15 00:11:59.540569, cost_time=0:00:25.078238 2021-04-15 00:11:48,719 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.3844, top1-acc=86.77%, top5-acc=99.56%, remaining_time=0:00:10.795792, arrival_time=2021-04-15 00:11:59.515498, cost_time=0:00:26.989521 2021-04-15 00:11:50,635 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.3843, top1-acc=86.76%, top5-acc=99.56%, remaining_time=0:00:08.864108, arrival_time=2021-04-15 00:11:59.499059, cost_time=0:00:28.904696 2021-04-15 00:11:52,543 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.3860, top1-acc=86.69%, top5-acc=99.57%, remaining_time=0:00:06.933024, arrival_time=2021-04-15 00:11:59.476710, cost_time=0:00:30.813505 2021-04-15 00:11:54,455 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.3868, top1-acc=86.66%, top5-acc=99.57%, remaining_time=0:00:05.005000, arrival_time=2021-04-15 00:11:59.460260, cost_time=0:00:32.725064 2021-04-15 00:11:56,370 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3863, top1-acc=86.68%, top5-acc=99.57%, remaining_time=0:00:03.079152, arrival_time=2021-04-15 00:11:59.449859, cost_time=0:00:34.640517 2021-04-15 00:11:58,281 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=0.3865, top1-acc=86.71%, top5-acc=99.57%, remaining_time=0:00:01.154256, arrival_time=2021-04-15 00:11:59.435830, cost_time=0:00:36.551380 2021-04-15 00:11:59,307 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.20ms, fps=1326 images/s, loss=0.3872, top1-acc=86.67%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:59.307818, cost_time=0:00:37.577587 2021-04-15 00:12:00,079 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=4.42ms, fps=3324 images/s, loss=0.7340, top1-acc=76.64%, top5-acc=98.16%, remaining_time=0:00:02.310120, arrival_time=2021-04-15 00:12:02.389925, cost_time=0:00:00.770037 2021-04-15 00:12:00,669 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.26ms, fps=4346 images/s, loss=0.7441, top1-acc=76.33%, top5-acc=98.09%, remaining_time=0:00:01.359400, arrival_time=2021-04-15 00:12:02.028569, cost_time=0:00:01.359402 2021-04-15 00:12:01,258 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.30ms, fps=4349 images/s, loss=0.7357, top1-acc=76.43%, top5-acc=98.19%, remaining_time=0:00:00.649450, arrival_time=2021-04-15 00:12:01.907558, cost_time=0:00:01.948337 2021-04-15 00:12:01,800 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.09ms, fps=4278 images/s, loss=0.7241, top1-acc=76.51%, top5-acc=98.19%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:01.800779, cost_time=0:00:02.491017 2021-04-15 00:12:01,974 INFO : Epoch=0034 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:51:18.378702, arrival_time=2021-04-15 02:03:20.353592, cost_time=0:22:47.860700 2021-04-15 00:12:01,976 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 00:12:04,070 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.41ms, fps=1223 images/s, loss=0.4124, top1-acc=85.59%, top5-acc=99.53%, remaining_time=0:00:38.945796, arrival_time=2021-04-15 00:12:43.015963, cost_time=0:00:02.093864 2021-04-15 00:12:05,987 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.3997, top1-acc=86.48%, top5-acc=99.61%, remaining_time=0:00:35.295920, arrival_time=2021-04-15 00:12:41.283126, cost_time=0:00:04.010902 2021-04-15 00:12:07,893 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.68ms, fps=1343 images/s, loss=0.3942, top1-acc=86.85%, top5-acc=99.57%, remaining_time=0:00:32.742006, arrival_time=2021-04-15 00:12:40.635452, cost_time=0:00:05.917229 2021-04-15 00:12:09,811 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.3949, top1-acc=86.74%, top5-acc=99.59%, remaining_time=0:00:30.556032, arrival_time=2021-04-15 00:12:40.367289, cost_time=0:00:07.834882 2021-04-15 00:12:11,727 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.3892, top1-acc=86.84%, top5-acc=99.59%, remaining_time=0:00:28.474380, arrival_time=2021-04-15 00:12:40.202115, cost_time=0:00:09.751518 2021-04-15 00:12:13,642 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.3834, top1-acc=86.99%, top5-acc=99.60%, remaining_time=0:00:26.442752, arrival_time=2021-04-15 00:12:40.084918, cost_time=0:00:11.665936 2021-04-15 00:12:15,565 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.45ms, fps=1331 images/s, loss=0.3804, top1-acc=87.19%, top5-acc=99.58%, remaining_time=0:00:24.460758, arrival_time=2021-04-15 00:12:40.026381, cost_time=0:00:13.589320 2021-04-15 00:12:17,481 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3822, top1-acc=87.14%, top5-acc=99.56%, remaining_time=0:00:22.482540, arrival_time=2021-04-15 00:12:39.964005, cost_time=0:00:15.505239 2021-04-15 00:12:19,392 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.3846, top1-acc=86.99%, top5-acc=99.54%, remaining_time=0:00:20.512378, arrival_time=2021-04-15 00:12:39.904803, cost_time=0:00:17.416209 2021-04-15 00:12:21,307 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.65ms, fps=1337 images/s, loss=0.3879, top1-acc=86.87%, top5-acc=99.55%, remaining_time=0:00:18.557856, arrival_time=2021-04-15 00:12:39.865187, cost_time=0:00:19.331112 2021-04-15 00:12:23,218 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.3869, top1-acc=86.91%, top5-acc=99.55%, remaining_time=0:00:16.607374, arrival_time=2021-04-15 00:12:39.825549, cost_time=0:00:21.241961 2021-04-15 00:12:25,127 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3848, top1-acc=86.99%, top5-acc=99.56%, remaining_time=0:00:14.662300, arrival_time=2021-04-15 00:12:39.789542, cost_time=0:00:23.151021 2021-04-15 00:12:27,041 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.17ms, fps=1338 images/s, loss=0.3854, top1-acc=86.94%, top5-acc=99.56%, remaining_time=0:00:12.725196, arrival_time=2021-04-15 00:12:39.766263, cost_time=0:00:25.064770 2021-04-15 00:12:28,970 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.37ms, fps=1327 images/s, loss=0.3866, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:10.797696, arrival_time=2021-04-15 00:12:39.768275, cost_time=0:00:26.994303 2021-04-15 00:12:30,883 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=2.00ms, fps=1338 images/s, loss=0.3895, top1-acc=86.85%, top5-acc=99.54%, remaining_time=0:00:08.865028, arrival_time=2021-04-15 00:12:39.748937, cost_time=0:00:28.907676 2021-04-15 00:12:32,799 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.15ms, fps=1337 images/s, loss=0.3891, top1-acc=86.85%, top5-acc=99.55%, remaining_time=0:00:06.935292, arrival_time=2021-04-15 00:12:39.735077, cost_time=0:00:30.823484 2021-04-15 00:12:34,713 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.75ms, fps=1338 images/s, loss=0.3913, top1-acc=86.77%, top5-acc=99.54%, remaining_time=0:00:05.006872, arrival_time=2021-04-15 00:12:39.720265, cost_time=0:00:32.737172 2021-04-15 00:12:36,619 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.3923, top1-acc=86.72%, top5-acc=99.53%, remaining_time=0:00:03.079392, arrival_time=2021-04-15 00:12:39.698837, cost_time=0:00:34.643227 2021-04-15 00:12:38,535 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.27ms, fps=1336 images/s, loss=0.3915, top1-acc=86.76%, top5-acc=99.53%, remaining_time=0:00:01.154502, arrival_time=2021-04-15 00:12:39.689868, cost_time=0:00:36.559151 2021-04-15 00:12:39,559 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.22ms, fps=1328 images/s, loss=0.3916, top1-acc=86.76%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:39.559933, cost_time=0:00:37.583740 2021-04-15 00:12:40,285 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=6.59ms, fps=3535 images/s, loss=0.5606, top1-acc=80.86%, top5-acc=99.14%, remaining_time=0:00:02.172690, arrival_time=2021-04-15 00:12:42.458580, cost_time=0:00:00.724231 2021-04-15 00:12:40,873 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.23ms, fps=4363 images/s, loss=0.5625, top1-acc=81.17%, top5-acc=99.20%, remaining_time=0:00:01.311440, arrival_time=2021-04-15 00:12:42.184492, cost_time=0:00:01.311437 2021-04-15 00:12:41,467 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.42ms, fps=4310 images/s, loss=0.5638, top1-acc=81.20%, top5-acc=99.14%, remaining_time=0:00:00.635270, arrival_time=2021-04-15 00:12:42.102692, cost_time=0:00:01.905820 2021-04-15 00:12:42,007 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=4296 images/s, loss=0.5673, top1-acc=81.14%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:42.007836, cost_time=0:00:02.446259 2021-04-15 00:12:42,146 INFO : Epoch=0035 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:50:37.867995, arrival_time=2021-04-15 02:03:20.014795, cost_time=0:23:28.032602 2021-04-15 00:12:42,148 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 00:12:44,221 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.33ms, fps=1235 images/s, loss=0.3696, top1-acc=87.19%, top5-acc=99.61%, remaining_time=0:00:38.559288, arrival_time=2021-04-15 00:13:22.780703, cost_time=0:00:02.073075 2021-04-15 00:12:46,138 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.3624, top1-acc=87.23%, top5-acc=99.69%, remaining_time=0:00:35.110768, arrival_time=2021-04-15 00:13:21.248931, cost_time=0:00:03.989864 2021-04-15 00:12:48,048 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3629, top1-acc=87.49%, top5-acc=99.69%, remaining_time=0:00:32.645228, arrival_time=2021-04-15 00:13:20.693281, cost_time=0:00:05.899751 2021-04-15 00:12:49,960 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.53ms, fps=1339 images/s, loss=0.3663, top1-acc=87.30%, top5-acc=99.67%, remaining_time=0:00:30.467736, arrival_time=2021-04-15 00:13:20.428233, cost_time=0:00:07.812234 2021-04-15 00:12:51,873 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.26ms, fps=1339 images/s, loss=0.3664, top1-acc=87.33%, top5-acc=99.65%, remaining_time=0:00:28.396854, arrival_time=2021-04-15 00:13:20.270028, cost_time=0:00:09.724946 2021-04-15 00:12:53,785 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3740, top1-acc=87.10%, top5-acc=99.64%, remaining_time=0:00:26.377880, arrival_time=2021-04-15 00:13:20.163624, cost_time=0:00:11.637326 2021-04-15 00:12:55,709 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.65ms, fps=1331 images/s, loss=0.3802, top1-acc=86.90%, top5-acc=99.64%, remaining_time=0:00:24.410988, arrival_time=2021-04-15 00:13:20.120915, cost_time=0:00:13.561692 2021-04-15 00:12:57,622 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.3769, top1-acc=87.08%, top5-acc=99.62%, remaining_time=0:00:22.437532, arrival_time=2021-04-15 00:13:20.059906, cost_time=0:00:15.474168 2021-04-15 00:12:59,527 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.3789, top1-acc=86.98%, top5-acc=99.59%, remaining_time=0:00:20.469130, arrival_time=2021-04-15 00:13:19.996795, cost_time=0:00:17.379439 2021-04-15 00:13:01,441 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.3785, top1-acc=86.95%, top5-acc=99.59%, remaining_time=0:00:18.521568, arrival_time=2021-04-15 00:13:19.963055, cost_time=0:00:19.293253 2021-04-15 00:13:03,357 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.3770, top1-acc=86.98%, top5-acc=99.60%, remaining_time=0:00:16.582004, arrival_time=2021-04-15 00:13:19.939754, cost_time=0:00:21.209525 2021-04-15 00:13:05,271 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.3778, top1-acc=86.98%, top5-acc=99.60%, remaining_time=0:00:14.644668, arrival_time=2021-04-15 00:13:19.916057, cost_time=0:00:23.123161 2021-04-15 00:13:07,183 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.3782, top1-acc=86.98%, top5-acc=99.58%, remaining_time=0:00:12.710148, arrival_time=2021-04-15 00:13:19.893598, cost_time=0:00:25.035161 2021-04-15 00:13:09,098 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.61ms, fps=1337 images/s, loss=0.3787, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:10.779944, arrival_time=2021-04-15 00:13:19.878098, cost_time=0:00:26.949920 2021-04-15 00:13:11,004 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.3795, top1-acc=86.91%, top5-acc=99.58%, remaining_time=0:00:08.849250, arrival_time=2021-04-15 00:13:19.853796, cost_time=0:00:28.856311 2021-04-15 00:13:12,913 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.3799, top1-acc=86.94%, top5-acc=99.58%, remaining_time=0:00:06.922116, arrival_time=2021-04-15 00:13:19.835333, cost_time=0:00:30.764985 2021-04-15 00:13:14,833 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=4.20ms, fps=1334 images/s, loss=0.3799, top1-acc=86.91%, top5-acc=99.59%, remaining_time=0:00:04.998838, arrival_time=2021-04-15 00:13:19.831831, cost_time=0:00:32.684747 2021-04-15 00:13:16,743 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.3791, top1-acc=86.95%, top5-acc=99.60%, remaining_time=0:00:03.075152, arrival_time=2021-04-15 00:13:19.818854, cost_time=0:00:34.595440 2021-04-15 00:13:18,652 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.3807, top1-acc=86.90%, top5-acc=99.60%, remaining_time=0:00:01.152768, arrival_time=2021-04-15 00:13:19.805350, cost_time=0:00:36.504294 2021-04-15 00:13:19,686 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.23ms, fps=1316 images/s, loss=0.3808, top1-acc=86.90%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:19.686381, cost_time=0:00:37.538164 2021-04-15 00:13:20,441 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.45ms, fps=3399 images/s, loss=0.5118, top1-acc=82.38%, top5-acc=99.30%, remaining_time=0:00:02.259570, arrival_time=2021-04-15 00:13:22.700964, cost_time=0:00:00.753188 2021-04-15 00:13:21,033 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.27ms, fps=4330 images/s, loss=0.5173, top1-acc=82.29%, top5-acc=99.12%, remaining_time=0:00:01.344800, arrival_time=2021-04-15 00:13:22.377782, cost_time=0:00:01.344796 2021-04-15 00:13:21,624 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.30ms, fps=4329 images/s, loss=0.5184, top1-acc=82.06%, top5-acc=99.19%, remaining_time=0:00:00.645510, arrival_time=2021-04-15 00:13:22.270230, cost_time=0:00:01.936517 2021-04-15 00:13:22,167 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.06ms, fps=4280 images/s, loss=0.5032, top1-acc=82.33%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:22.167085, cost_time=0:00:02.478908 2021-04-15 00:13:22,295 INFO : Epoch=0036 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:49:57.269000, arrival_time=2021-04-15 02:03:19.564195, cost_time=0:24:08.180992 2021-04-15 00:13:22,296 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 00:13:24,410 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.38ms, fps=1211 images/s, loss=0.3562, top1-acc=87.38%, top5-acc=99.45%, remaining_time=0:00:39.313704, arrival_time=2021-04-15 00:14:03.723869, cost_time=0:00:02.113644 2021-04-15 00:13:26,323 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.53ms, fps=1338 images/s, loss=0.3570, top1-acc=87.66%, top5-acc=99.55%, remaining_time=0:00:35.438832, arrival_time=2021-04-15 00:14:01.762565, cost_time=0:00:04.027133 2021-04-15 00:13:28,235 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.3586, top1-acc=87.67%, top5-acc=99.58%, remaining_time=0:00:32.859036, arrival_time=2021-04-15 00:14:01.094016, cost_time=0:00:05.938374 2021-04-15 00:13:30,156 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.3669, top1-acc=87.41%, top5-acc=99.60%, remaining_time=0:00:30.651972, arrival_time=2021-04-15 00:14:00.808133, cost_time=0:00:07.859486 2021-04-15 00:13:32,065 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.3646, top1-acc=87.44%, top5-acc=99.63%, remaining_time=0:00:28.525334, arrival_time=2021-04-15 00:14:00.590870, cost_time=0:00:09.768973 2021-04-15 00:13:33,982 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.60ms, fps=1336 images/s, loss=0.3628, top1-acc=87.47%, top5-acc=99.65%, remaining_time=0:00:26.488040, arrival_time=2021-04-15 00:14:00.470499, cost_time=0:00:11.685890 2021-04-15 00:13:35,903 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.51ms, fps=1333 images/s, loss=0.3659, top1-acc=87.33%, top5-acc=99.64%, remaining_time=0:00:24.492888, arrival_time=2021-04-15 00:14:00.396562, cost_time=0:00:13.607147 2021-04-15 00:13:37,827 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.52ms, fps=1331 images/s, loss=0.3674, top1-acc=87.28%, top5-acc=99.63%, remaining_time=0:00:22.519892, arrival_time=2021-04-15 00:14:00.347525, cost_time=0:00:15.530925 2021-04-15 00:13:39,744 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.99ms, fps=1336 images/s, loss=0.3672, top1-acc=87.25%, top5-acc=99.63%, remaining_time=0:00:20.550114, arrival_time=2021-04-15 00:14:00.294871, cost_time=0:00:17.448166 2021-04-15 00:13:41,660 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3679, top1-acc=87.16%, top5-acc=99.64%, remaining_time=0:00:18.588960, arrival_time=2021-04-15 00:14:00.249087, cost_time=0:00:19.363492 2021-04-15 00:13:43,576 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.3712, top1-acc=87.09%, top5-acc=99.61%, remaining_time=0:00:16.637216, arrival_time=2021-04-15 00:14:00.213876, cost_time=0:00:21.280141 2021-04-15 00:13:45,482 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.56ms, fps=1343 images/s, loss=0.3724, top1-acc=87.07%, top5-acc=99.58%, remaining_time=0:00:14.684492, arrival_time=2021-04-15 00:14:00.167140, cost_time=0:00:23.186060 2021-04-15 00:13:47,395 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3726, top1-acc=87.06%, top5-acc=99.57%, remaining_time=0:00:12.742620, arrival_time=2021-04-15 00:14:00.138269, cost_time=0:00:25.099135 2021-04-15 00:13:49,310 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.3729, top1-acc=87.09%, top5-acc=99.57%, remaining_time=0:00:10.805480, arrival_time=2021-04-15 00:14:00.115649, cost_time=0:00:27.013658 2021-04-15 00:13:51,219 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.60ms, fps=1341 images/s, loss=0.3723, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:08.869674, arrival_time=2021-04-15 00:14:00.089095, cost_time=0:00:28.922825 2021-04-15 00:13:53,137 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.12ms, fps=1335 images/s, loss=0.3737, top1-acc=87.07%, top5-acc=99.55%, remaining_time=0:00:06.939108, arrival_time=2021-04-15 00:14:00.076262, cost_time=0:00:30.840512 2021-04-15 00:13:55,053 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.51ms, fps=1336 images/s, loss=0.3736, top1-acc=87.09%, top5-acc=99.56%, remaining_time=0:00:05.009836, arrival_time=2021-04-15 00:14:00.063133, cost_time=0:00:32.756687 2021-04-15 00:13:56,966 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.3738, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:03.081776, arrival_time=2021-04-15 00:14:00.048352, cost_time=0:00:34.670057 2021-04-15 00:13:58,884 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.23ms, fps=1335 images/s, loss=0.3740, top1-acc=87.08%, top5-acc=99.56%, remaining_time=0:00:01.155408, arrival_time=2021-04-15 00:14:00.039979, cost_time=0:00:36.587959 2021-04-15 00:13:59,911 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.39ms, fps=1325 images/s, loss=0.3754, top1-acc=87.03%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:59.911417, cost_time=0:00:37.614876 2021-04-15 00:14:00,660 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.42ms, fps=3429 images/s, loss=0.6105, top1-acc=78.83%, top5-acc=98.63%, remaining_time=0:00:02.239470, arrival_time=2021-04-15 00:14:02.900024, cost_time=0:00:00.746487 2021-04-15 00:14:01,258 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.37ms, fps=4287 images/s, loss=0.6248, top1-acc=78.26%, top5-acc=98.77%, remaining_time=0:00:01.344200, arrival_time=2021-04-15 00:14:02.602394, cost_time=0:00:01.344193 2021-04-15 00:14:01,849 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.73ms, fps=4334 images/s, loss=0.6147, top1-acc=78.52%, top5-acc=98.84%, remaining_time=0:00:00.645100, arrival_time=2021-04-15 00:14:02.494431, cost_time=0:00:01.935285 2021-04-15 00:14:02,391 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.05ms, fps=4286 images/s, loss=0.6101, top1-acc=78.41%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:02.391011, cost_time=0:00:02.477039 2021-04-15 00:14:02,486 INFO : Epoch=0037 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:49:16.881032, arrival_time=2021-04-15 02:03:19.367009, cost_time=0:24:48.371778 2021-04-15 00:14:02,487 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 00:14:04,565 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.55ms, fps=1232 images/s, loss=0.3701, top1-acc=87.58%, top5-acc=99.53%, remaining_time=0:00:38.655450, arrival_time=2021-04-15 00:14:43.221183, cost_time=0:00:02.078249 2021-04-15 00:14:06,490 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.32ms, fps=1331 images/s, loss=0.3806, top1-acc=87.17%, top5-acc=99.65%, remaining_time=0:00:35.222352, arrival_time=2021-04-15 00:14:41.712374, cost_time=0:00:04.002548 2021-04-15 00:14:08,398 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.59ms, fps=1342 images/s, loss=0.3736, top1-acc=87.21%, top5-acc=99.58%, remaining_time=0:00:32.709138, arrival_time=2021-04-15 00:14:41.107891, cost_time=0:00:05.911277 2021-04-15 00:14:10,312 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.3694, top1-acc=87.38%, top5-acc=99.60%, remaining_time=0:00:30.516720, arrival_time=2021-04-15 00:14:40.828936, cost_time=0:00:07.824816 2021-04-15 00:14:12,230 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.26ms, fps=1335 images/s, loss=0.3682, top1-acc=87.37%, top5-acc=99.59%, remaining_time=0:00:28.451020, arrival_time=2021-04-15 00:14:40.681926, cost_time=0:00:09.743483 2021-04-15 00:14:14,143 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.04ms, fps=1339 images/s, loss=0.3689, top1-acc=87.38%, top5-acc=99.61%, remaining_time=0:00:26.420040, arrival_time=2021-04-15 00:14:40.563442, cost_time=0:00:11.655911 2021-04-15 00:14:16,067 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.35ms, fps=1331 images/s, loss=0.3701, top1-acc=87.34%, top5-acc=99.63%, remaining_time=0:00:24.443370, arrival_time=2021-04-15 00:14:40.510395, cost_time=0:00:13.579621 2021-04-15 00:14:17,993 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.32ms, fps=1329 images/s, loss=0.3753, top1-acc=87.21%, top5-acc=99.59%, remaining_time=0:00:22.483700, arrival_time=2021-04-15 00:14:40.477068, cost_time=0:00:15.505977 2021-04-15 00:14:19,909 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.3724, top1-acc=87.27%, top5-acc=99.60%, remaining_time=0:00:20.519056, arrival_time=2021-04-15 00:14:40.428296, cost_time=0:00:17.421839 2021-04-15 00:14:21,817 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.65ms, fps=1342 images/s, loss=0.3736, top1-acc=87.29%, top5-acc=99.58%, remaining_time=0:00:18.556704, arrival_time=2021-04-15 00:14:40.374004, cost_time=0:00:19.329898 2021-04-15 00:14:23,734 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.3721, top1-acc=87.34%, top5-acc=99.60%, remaining_time=0:00:16.611502, arrival_time=2021-04-15 00:14:40.346221, cost_time=0:00:21.247318 2021-04-15 00:14:25,645 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.3704, top1-acc=87.38%, top5-acc=99.61%, remaining_time=0:00:14.666556, arrival_time=2021-04-15 00:14:40.311684, cost_time=0:00:23.157723 2021-04-15 00:14:27,561 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.3722, top1-acc=87.34%, top5-acc=99.60%, remaining_time=0:00:12.730080, arrival_time=2021-04-15 00:14:40.291899, cost_time=0:00:25.074344 2021-04-15 00:14:29,471 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.58ms, fps=1341 images/s, loss=0.3736, top1-acc=87.28%, top5-acc=99.59%, remaining_time=0:00:10.793608, arrival_time=2021-04-15 00:14:40.264975, cost_time=0:00:26.983971 2021-04-15 00:14:31,378 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.3730, top1-acc=87.30%, top5-acc=99.60%, remaining_time=0:00:08.859876, arrival_time=2021-04-15 00:14:40.238150, cost_time=0:00:28.890866 2021-04-15 00:14:33,291 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.61ms, fps=1338 images/s, loss=0.3736, top1-acc=87.28%, top5-acc=99.58%, remaining_time=0:00:06.930900, arrival_time=2021-04-15 00:14:40.222372, cost_time=0:00:30.804068 2021-04-15 00:14:35,199 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.3738, top1-acc=87.25%, top5-acc=99.58%, remaining_time=0:00:05.002972, arrival_time=2021-04-15 00:14:40.202111, cost_time=0:00:32.711753 2021-04-15 00:14:37,104 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.52ms, fps=1344 images/s, loss=0.3736, top1-acc=87.23%, top5-acc=99.58%, remaining_time=0:00:03.077024, arrival_time=2021-04-15 00:14:40.181018, cost_time=0:00:34.616609 2021-04-15 00:14:39,023 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.29ms, fps=1334 images/s, loss=0.3743, top1-acc=87.20%, top5-acc=99.58%, remaining_time=0:00:01.153782, arrival_time=2021-04-15 00:14:40.177537, cost_time=0:00:36.536353 2021-04-15 00:14:40,053 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.42ms, fps=1321 images/s, loss=0.3750, top1-acc=87.19%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:40.053581, cost_time=0:00:37.566191 2021-04-15 00:14:40,770 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.60ms, fps=3582 images/s, loss=0.5134, top1-acc=83.32%, top5-acc=99.22%, remaining_time=0:00:02.144220, arrival_time=2021-04-15 00:14:42.914322, cost_time=0:00:00.714738 2021-04-15 00:14:41,359 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.36ms, fps=4348 images/s, loss=0.5214, top1-acc=83.09%, top5-acc=99.12%, remaining_time=0:00:01.303880, arrival_time=2021-04-15 00:14:42.663143, cost_time=0:00:01.303882 2021-04-15 00:14:41,948 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.43ms, fps=4345 images/s, loss=0.5218, top1-acc=82.94%, top5-acc=99.08%, remaining_time=0:00:00.631190, arrival_time=2021-04-15 00:14:42.580112, cost_time=0:00:01.893569 2021-04-15 00:14:42,489 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.10ms, fps=4292 images/s, loss=0.5394, top1-acc=82.51%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:42.489786, cost_time=0:00:02.434458 2021-04-15 00:14:42,652 INFO : Epoch=0038 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:48:36.401724, arrival_time=2021-04-15 02:03:19.054592, cost_time=0:25:28.538675 2021-04-15 00:14:42,654 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 00:14:44,734 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.45ms, fps=1230 images/s, loss=0.3566, top1-acc=88.16%, top5-acc=99.65%, remaining_time=0:00:38.698602, arrival_time=2021-04-15 00:15:23.433499, cost_time=0:00:02.080574 2021-04-15 00:14:46,646 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.3648, top1-acc=87.79%, top5-acc=99.71%, remaining_time=0:00:35.129952, arrival_time=2021-04-15 00:15:21.776381, cost_time=0:00:03.992031 2021-04-15 00:14:48,557 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.94ms, fps=1340 images/s, loss=0.3687, top1-acc=87.36%, top5-acc=99.67%, remaining_time=0:00:32.663986, arrival_time=2021-04-15 00:15:21.221428, cost_time=0:00:05.903118 2021-04-15 00:14:50,476 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.59ms, fps=1334 images/s, loss=0.3636, top1-acc=87.48%, top5-acc=99.65%, remaining_time=0:00:30.506424, arrival_time=2021-04-15 00:15:20.982843, cost_time=0:00:07.822169 2021-04-15 00:14:52,385 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.3649, top1-acc=87.40%, top5-acc=99.62%, remaining_time=0:00:28.415396, arrival_time=2021-04-15 00:15:20.800938, cost_time=0:00:09.731308 2021-04-15 00:14:54,303 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.81ms, fps=1335 images/s, loss=0.3665, top1-acc=87.29%, top5-acc=99.59%, remaining_time=0:00:26.405488, arrival_time=2021-04-15 00:15:20.709235, cost_time=0:00:11.649510 2021-04-15 00:14:56,221 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.57ms, fps=1335 images/s, loss=0.3641, top1-acc=87.35%, top5-acc=99.58%, remaining_time=0:00:24.421194, arrival_time=2021-04-15 00:15:20.642805, cost_time=0:00:13.567297 2021-04-15 00:14:58,138 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.3639, top1-acc=87.40%, top5-acc=99.58%, remaining_time=0:00:22.452032, arrival_time=2021-04-15 00:15:20.590449, cost_time=0:00:15.484175 2021-04-15 00:15:00,044 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.3671, top1-acc=87.28%, top5-acc=99.57%, remaining_time=0:00:20.481214, arrival_time=2021-04-15 00:15:20.525193, cost_time=0:00:17.389674 2021-04-15 00:15:01,956 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.54ms, fps=1339 images/s, loss=0.3685, top1-acc=87.22%, top5-acc=99.56%, remaining_time=0:00:18.530304, arrival_time=2021-04-15 00:15:20.486956, cost_time=0:00:19.302372 2021-04-15 00:15:03,871 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.98ms, fps=1337 images/s, loss=0.3690, top1-acc=87.18%, top5-acc=99.56%, remaining_time=0:00:16.588110, arrival_time=2021-04-15 00:15:20.459677, cost_time=0:00:21.217338 2021-04-15 00:15:05,781 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.3723, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:14.647100, arrival_time=2021-04-15 00:15:20.428288, cost_time=0:00:23.126944 2021-04-15 00:15:07,697 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.71ms, fps=1336 images/s, loss=0.3714, top1-acc=87.10%, top5-acc=99.57%, remaining_time=0:00:12.714240, arrival_time=2021-04-15 00:15:20.411816, cost_time=0:00:25.043261 2021-04-15 00:15:09,619 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.82ms, fps=1332 images/s, loss=0.3741, top1-acc=87.05%, top5-acc=99.56%, remaining_time=0:00:10.786160, arrival_time=2021-04-15 00:15:20.406021, cost_time=0:00:26.965432 2021-04-15 00:15:11,535 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.3744, top1-acc=87.04%, top5-acc=99.55%, remaining_time=0:00:08.856840, arrival_time=2021-04-15 00:15:20.392121, cost_time=0:00:28.881042 2021-04-15 00:15:13,456 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.32ms, fps=1333 images/s, loss=0.3763, top1-acc=87.02%, top5-acc=99.54%, remaining_time=0:00:06.930576, arrival_time=2021-04-15 00:15:20.387475, cost_time=0:00:30.802572 2021-04-15 00:15:15,372 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.3772, top1-acc=87.00%, top5-acc=99.55%, remaining_time=0:00:05.004012, arrival_time=2021-04-15 00:15:20.376872, cost_time=0:00:32.718529 2021-04-15 00:15:17,294 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.56ms, fps=1333 images/s, loss=0.3781, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:03.079136, arrival_time=2021-04-15 00:15:20.373612, cost_time=0:00:34.640229 2021-04-15 00:15:19,205 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.25ms, fps=1340 images/s, loss=0.3795, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:01.154244, arrival_time=2021-04-15 00:15:20.359668, cost_time=0:00:36.551062 2021-04-15 00:15:20,243 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.57ms, fps=1311 images/s, loss=0.3796, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:20.243619, cost_time=0:00:37.589343 2021-04-15 00:15:20,955 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=2.35ms, fps=3610 images/s, loss=0.6108, top1-acc=78.91%, top5-acc=98.83%, remaining_time=0:00:02.127630, arrival_time=2021-04-15 00:15:23.083337, cost_time=0:00:00.709211 2021-04-15 00:15:21,545 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.50ms, fps=4346 images/s, loss=0.6051, top1-acc=79.63%, top5-acc=98.69%, remaining_time=0:00:01.298660, arrival_time=2021-04-15 00:15:22.843817, cost_time=0:00:01.298667 2021-04-15 00:15:22,138 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.96ms, fps=4315 images/s, loss=0.5994, top1-acc=79.78%, top5-acc=98.67%, remaining_time=0:00:00.630780, arrival_time=2021-04-15 00:15:22.769587, cost_time=0:00:01.892327 2021-04-15 00:15:22,681 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=4279 images/s, loss=0.6075, top1-acc=79.46%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:22.681337, cost_time=0:00:02.434878 2021-04-15 00:15:22,815 INFO : Epoch=0039 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:47:55.921193, arrival_time=2021-04-15 02:03:18.736804, cost_time=0:26:08.701407 2021-04-15 00:15:22,816 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 00:15:24,894 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.81ms, fps=1233 images/s, loss=0.4101, top1-acc=85.47%, top5-acc=99.53%, remaining_time=0:00:38.630898, arrival_time=2021-04-15 00:16:03.524909, cost_time=0:00:02.076931 2021-04-15 00:15:26,801 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3734, top1-acc=87.07%, top5-acc=99.67%, remaining_time=0:00:35.062368, arrival_time=2021-04-15 00:16:01.863733, cost_time=0:00:03.984358 2021-04-15 00:15:28,709 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.3640, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:32.605886, arrival_time=2021-04-15 00:16:01.315502, cost_time=0:00:05.892630 2021-04-15 00:15:30,626 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.67ms, fps=1336 images/s, loss=0.3668, top1-acc=87.26%, top5-acc=99.59%, remaining_time=0:00:30.458220, arrival_time=2021-04-15 00:16:01.085007, cost_time=0:00:07.809792 2021-04-15 00:15:32,532 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.3683, top1-acc=87.16%, top5-acc=99.62%, remaining_time=0:00:28.368822, arrival_time=2021-04-15 00:16:00.901164, cost_time=0:00:09.715354 2021-04-15 00:15:34,446 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.3719, top1-acc=87.00%, top5-acc=99.61%, remaining_time=0:00:26.360608, arrival_time=2021-04-15 00:16:00.807272, cost_time=0:00:11.629678 2021-04-15 00:15:36,369 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.38ms, fps=1332 images/s, loss=0.3695, top1-acc=87.00%, top5-acc=99.61%, remaining_time=0:00:24.394608, arrival_time=2021-04-15 00:16:00.764234, cost_time=0:00:13.552583 2021-04-15 00:15:38,291 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.42ms, fps=1332 images/s, loss=0.3702, top1-acc=86.94%, top5-acc=99.60%, remaining_time=0:00:22.438228, arrival_time=2021-04-15 00:16:00.729980, cost_time=0:00:15.474660 2021-04-15 00:15:40,202 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.3711, top1-acc=86.98%, top5-acc=99.58%, remaining_time=0:00:20.476126, arrival_time=2021-04-15 00:16:00.678476, cost_time=0:00:17.385360 2021-04-15 00:15:42,111 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.3708, top1-acc=86.99%, top5-acc=99.58%, remaining_time=0:00:18.522624, arrival_time=2021-04-15 00:16:00.633988, cost_time=0:00:19.294372 2021-04-15 00:15:44,025 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.47ms, fps=1338 images/s, loss=0.3735, top1-acc=86.94%, top5-acc=99.58%, remaining_time=0:00:16.581230, arrival_time=2021-04-15 00:16:00.606780, cost_time=0:00:21.208553 2021-04-15 00:15:45,932 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.3761, top1-acc=86.84%, top5-acc=99.58%, remaining_time=0:00:14.639728, arrival_time=2021-04-15 00:16:00.572119, cost_time=0:00:23.115412 2021-04-15 00:15:47,842 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.3753, top1-acc=86.93%, top5-acc=99.58%, remaining_time=0:00:12.705396, arrival_time=2021-04-15 00:16:00.548169, cost_time=0:00:25.025785 2021-04-15 00:15:49,767 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.50ms, fps=1331 images/s, loss=0.3753, top1-acc=86.94%, top5-acc=99.59%, remaining_time=0:00:10.780000, arrival_time=2021-04-15 00:16:00.546968, cost_time=0:00:26.949976 2021-04-15 00:15:51,672 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.3765, top1-acc=86.92%, top5-acc=99.57%, remaining_time=0:00:08.849112, arrival_time=2021-04-15 00:16:00.521962, cost_time=0:00:28.855862 2021-04-15 00:15:53,583 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.3755, top1-acc=86.97%, top5-acc=99.58%, remaining_time=0:00:06.922548, arrival_time=2021-04-15 00:16:00.506432, cost_time=0:00:30.766896 2021-04-15 00:15:55,498 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.54ms, fps=1338 images/s, loss=0.3756, top1-acc=86.99%, top5-acc=99.56%, remaining_time=0:00:04.998292, arrival_time=2021-04-15 00:16:00.496426, cost_time=0:00:32.681152 2021-04-15 00:15:57,402 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.52ms, fps=1344 images/s, loss=0.3765, top1-acc=86.98%, top5-acc=99.55%, remaining_time=0:00:03.074304, arrival_time=2021-04-15 00:16:00.477244, cost_time=0:00:34.585957 2021-04-15 00:15:59,317 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.22ms, fps=1338 images/s, loss=0.3763, top1-acc=86.96%, top5-acc=99.56%, remaining_time=0:00:01.152642, arrival_time=2021-04-15 00:16:00.469983, cost_time=0:00:36.500344 2021-04-15 00:16:00,347 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.39ms, fps=1321 images/s, loss=0.3781, top1-acc=86.94%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:00.347105, cost_time=0:00:37.530135 2021-04-15 00:16:01,118 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.22ms, fps=3325 images/s, loss=0.8253, top1-acc=74.10%, top5-acc=98.09%, remaining_time=0:00:02.309610, arrival_time=2021-04-15 00:16:03.428227, cost_time=0:00:00.769869 2021-04-15 00:16:01,711 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.35ms, fps=4321 images/s, loss=0.8360, top1-acc=74.26%, top5-acc=97.77%, remaining_time=0:00:01.362680, arrival_time=2021-04-15 00:16:03.074192, cost_time=0:00:01.362683 2021-04-15 00:16:02,302 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.46ms, fps=4336 images/s, loss=0.8203, top1-acc=74.49%, top5-acc=97.96%, remaining_time=0:00:00.651200, arrival_time=2021-04-15 00:16:02.953549, cost_time=0:00:01.953587 2021-04-15 00:16:02,846 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=4269 images/s, loss=0.8122, top1-acc=74.69%, top5-acc=97.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:02.846122, cost_time=0:00:02.497393 2021-04-15 00:16:02,951 INFO : Epoch=0040 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:47:15.347200, arrival_time=2021-04-15 02:03:18.298204, cost_time=0:26:48.836806 2021-04-15 00:16:02,952 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 00:16:05,063 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.28ms, fps=1212 images/s, loss=0.3888, top1-acc=86.29%, top5-acc=99.69%, remaining_time=0:00:39.274086, arrival_time=2021-04-15 00:16:44.337996, cost_time=0:00:02.111511 2021-04-15 00:16:06,981 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.43ms, fps=1335 images/s, loss=0.3883, top1-acc=86.29%, top5-acc=99.49%, remaining_time=0:00:35.453616, arrival_time=2021-04-15 00:16:42.435043, cost_time=0:00:04.028829 2021-04-15 00:16:08,888 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.90ms, fps=1343 images/s, loss=0.3866, top1-acc=86.47%, top5-acc=99.58%, remaining_time=0:00:32.846254, arrival_time=2021-04-15 00:16:41.734827, cost_time=0:00:05.936060 2021-04-15 00:16:10,800 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.3811, top1-acc=86.86%, top5-acc=99.56%, remaining_time=0:00:30.606108, arrival_time=2021-04-15 00:16:41.406251, cost_time=0:00:07.847729 2021-04-15 00:16:12,717 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.69ms, fps=1335 images/s, loss=0.3705, top1-acc=87.34%, top5-acc=99.59%, remaining_time=0:00:28.514530, arrival_time=2021-04-15 00:16:41.232306, cost_time=0:00:09.765233 2021-04-15 00:16:14,632 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3650, top1-acc=87.57%, top5-acc=99.63%, remaining_time=0:00:26.474440, arrival_time=2021-04-15 00:16:41.106723, cost_time=0:00:11.679877 2021-04-15 00:16:16,555 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=2.05ms, fps=1331 images/s, loss=0.3629, top1-acc=87.58%, top5-acc=99.65%, remaining_time=0:00:24.485454, arrival_time=2021-04-15 00:16:41.040917, cost_time=0:00:13.603058 2021-04-15 00:16:18,480 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.83ms, fps=1330 images/s, loss=0.3654, top1-acc=87.55%, top5-acc=99.63%, remaining_time=0:00:22.516064, arrival_time=2021-04-15 00:16:40.996906, cost_time=0:00:15.528327 2021-04-15 00:16:20,393 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3631, top1-acc=87.62%, top5-acc=99.64%, remaining_time=0:00:20.542164, arrival_time=2021-04-15 00:16:40.936026, cost_time=0:00:17.441455 2021-04-15 00:16:22,311 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.32ms, fps=1335 images/s, loss=0.3660, top1-acc=87.42%, top5-acc=99.62%, remaining_time=0:00:18.585024, arrival_time=2021-04-15 00:16:40.896860, cost_time=0:00:19.359437 2021-04-15 00:16:24,226 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.3658, top1-acc=87.44%, top5-acc=99.60%, remaining_time=0:00:16.632314, arrival_time=2021-04-15 00:16:40.858618, cost_time=0:00:21.273864 2021-04-15 00:16:26,133 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3643, top1-acc=87.49%, top5-acc=99.61%, remaining_time=0:00:14.681148, arrival_time=2021-04-15 00:16:40.814393, cost_time=0:00:23.180804 2021-04-15 00:16:28,055 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.70ms, fps=1332 images/s, loss=0.3666, top1-acc=87.39%, top5-acc=99.59%, remaining_time=0:00:12.744534, arrival_time=2021-04-15 00:16:40.799767, cost_time=0:00:25.102830 2021-04-15 00:16:29,966 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3690, top1-acc=87.25%, top5-acc=99.60%, remaining_time=0:00:10.805480, arrival_time=2021-04-15 00:16:40.771716, cost_time=0:00:27.013750 2021-04-15 00:16:31,876 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3700, top1-acc=87.21%, top5-acc=99.59%, remaining_time=0:00:08.869950, arrival_time=2021-04-15 00:16:40.746209, cost_time=0:00:28.923745 2021-04-15 00:16:33,793 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.3699, top1-acc=87.22%, top5-acc=99.59%, remaining_time=0:00:06.939216, arrival_time=2021-04-15 00:16:40.732669, cost_time=0:00:30.840967 2021-04-15 00:16:35,700 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.3699, top1-acc=87.21%, top5-acc=99.59%, remaining_time=0:00:05.008510, arrival_time=2021-04-15 00:16:40.708869, cost_time=0:00:32.747943 2021-04-15 00:16:37,614 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.3698, top1-acc=87.19%, top5-acc=99.58%, remaining_time=0:00:03.081072, arrival_time=2021-04-15 00:16:40.695566, cost_time=0:00:34.662094 2021-04-15 00:16:39,528 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.24ms, fps=1338 images/s, loss=0.3707, top1-acc=87.14%, top5-acc=99.58%, remaining_time=0:00:01.155018, arrival_time=2021-04-15 00:16:40.683047, cost_time=0:00:36.575615 2021-04-15 00:16:40,557 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.20ms, fps=1322 images/s, loss=0.3715, top1-acc=87.10%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:40.557020, cost_time=0:00:37.604565 2021-04-15 00:16:41,324 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=3344 images/s, loss=0.6800, top1-acc=77.07%, top5-acc=98.71%, remaining_time=0:00:02.296830, arrival_time=2021-04-15 00:16:43.621225, cost_time=0:00:00.765609 2021-04-15 00:16:41,914 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.30ms, fps=4340 images/s, loss=0.6791, top1-acc=77.25%, top5-acc=98.63%, remaining_time=0:00:01.355860, arrival_time=2021-04-15 00:16:43.270507, cost_time=0:00:01.355864 2021-04-15 00:16:42,504 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.24ms, fps=4342 images/s, loss=0.6674, top1-acc=77.83%, top5-acc=98.58%, remaining_time=0:00:00.648620, arrival_time=2021-04-15 00:16:43.153260, cost_time=0:00:01.945868 2021-04-15 00:16:43,045 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.05ms, fps=4291 images/s, loss=0.6597, top1-acc=77.95%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:43.045567, cost_time=0:00:02.486817 2021-04-15 00:16:43,148 INFO : Epoch=0041 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:46:35.034219, arrival_time=2021-04-15 02:03:18.182379, cost_time=0:27:29.033962 2021-04-15 00:16:43,149 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 00:16:45,287 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.42ms, fps=1198 images/s, loss=0.3948, top1-acc=86.25%, top5-acc=99.65%, remaining_time=0:00:39.758802, arrival_time=2021-04-15 00:17:25.045876, cost_time=0:00:02.137568 2021-04-15 00:16:47,204 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.27ms, fps=1335 images/s, loss=0.3884, top1-acc=86.37%, top5-acc=99.59%, remaining_time=0:00:35.682768, arrival_time=2021-04-15 00:17:22.887128, cost_time=0:00:04.054854 2021-04-15 00:16:49,116 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.27ms, fps=1339 images/s, loss=0.3791, top1-acc=86.69%, top5-acc=99.57%, remaining_time=0:00:33.017234, arrival_time=2021-04-15 00:17:22.133714, cost_time=0:00:05.966974 2021-04-15 00:16:51,029 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3662, top1-acc=87.17%, top5-acc=99.60%, remaining_time=0:00:30.732312, arrival_time=2021-04-15 00:17:21.761896, cost_time=0:00:07.880066 2021-04-15 00:16:52,943 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3676, top1-acc=87.18%, top5-acc=99.56%, remaining_time=0:00:28.598042, arrival_time=2021-04-15 00:17:21.541398, cost_time=0:00:09.793829 2021-04-15 00:16:54,861 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.3712, top1-acc=87.10%, top5-acc=99.55%, remaining_time=0:00:26.547744, arrival_time=2021-04-15 00:17:21.409574, cost_time=0:00:11.712252 2021-04-15 00:16:56,778 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.3748, top1-acc=87.00%, top5-acc=99.54%, remaining_time=0:00:24.531948, arrival_time=2021-04-15 00:17:21.310340, cost_time=0:00:13.628876 2021-04-15 00:16:58,691 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.3722, top1-acc=87.08%, top5-acc=99.53%, remaining_time=0:00:22.535204, arrival_time=2021-04-15 00:17:21.226238, cost_time=0:00:15.541509 2021-04-15 00:17:00,607 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.3719, top1-acc=87.12%, top5-acc=99.53%, remaining_time=0:00:20.561562, arrival_time=2021-04-15 00:17:21.168969, cost_time=0:00:17.457888 2021-04-15 00:17:02,515 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.3694, top1-acc=87.30%, top5-acc=99.53%, remaining_time=0:00:18.591264, arrival_time=2021-04-15 00:17:21.106707, cost_time=0:00:19.365936 2021-04-15 00:17:04,421 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.3720, top1-acc=87.25%, top5-acc=99.54%, remaining_time=0:00:16.631024, arrival_time=2021-04-15 00:17:21.052795, cost_time=0:00:21.272269 2021-04-15 00:17:06,337 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.3706, top1-acc=87.34%, top5-acc=99.54%, remaining_time=0:00:14.685404, arrival_time=2021-04-15 00:17:21.022402, cost_time=0:00:23.187495 2021-04-15 00:17:08,249 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3702, top1-acc=87.33%, top5-acc=99.54%, remaining_time=0:00:12.743148, arrival_time=2021-04-15 00:17:20.992817, cost_time=0:00:25.100158 2021-04-15 00:17:10,159 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.3698, top1-acc=87.37%, top5-acc=99.54%, remaining_time=0:00:10.803856, arrival_time=2021-04-15 00:17:20.963051, cost_time=0:00:27.009655 2021-04-15 00:17:12,076 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.3699, top1-acc=87.34%, top5-acc=99.54%, remaining_time=0:00:08.871008, arrival_time=2021-04-15 00:17:20.947696, cost_time=0:00:28.927146 2021-04-15 00:17:13,986 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.3704, top1-acc=87.29%, top5-acc=99.56%, remaining_time=0:00:06.938244, arrival_time=2021-04-15 00:17:20.924336, cost_time=0:00:30.836585 2021-04-15 00:17:15,893 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.34ms, fps=1342 images/s, loss=0.3709, top1-acc=87.26%, top5-acc=99.55%, remaining_time=0:00:05.007912, arrival_time=2021-04-15 00:17:20.901441, cost_time=0:00:32.744010 2021-04-15 00:17:17,814 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.49ms, fps=1333 images/s, loss=0.3704, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:03.081344, arrival_time=2021-04-15 00:17:20.895936, cost_time=0:00:34.665086 2021-04-15 00:17:19,721 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.3704, top1-acc=87.26%, top5-acc=99.56%, remaining_time=0:00:01.154898, arrival_time=2021-04-15 00:17:20.876148, cost_time=0:00:36.571681 2021-04-15 00:17:20,750 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.34ms, fps=1322 images/s, loss=0.3707, top1-acc=87.25%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:20.750517, cost_time=0:00:37.600992 2021-04-15 00:17:21,511 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=3373 images/s, loss=0.6301, top1-acc=78.83%, top5-acc=98.05%, remaining_time=0:00:02.277180, arrival_time=2021-04-15 00:17:23.789043, cost_time=0:00:00.759058 2021-04-15 00:17:22,104 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.76ms, fps=4326 images/s, loss=0.6340, top1-acc=78.50%, top5-acc=98.30%, remaining_time=0:00:01.351220, arrival_time=2021-04-15 00:17:23.455257, cost_time=0:00:01.351216 2021-04-15 00:17:22,693 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.31ms, fps=4349 images/s, loss=0.6218, top1-acc=79.00%, top5-acc=98.36%, remaining_time=0:00:00.646760, arrival_time=2021-04-15 00:17:23.339829, cost_time=0:00:01.940266 2021-04-15 00:17:23,233 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.06ms, fps=4297 images/s, loss=0.6182, top1-acc=79.07%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:23.233336, cost_time=0:00:02.480556 2021-04-15 00:17:23,359 INFO : Epoch=0042 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:45:54.780856, arrival_time=2021-04-15 02:03:18.140596, cost_time=0:28:09.245544 2021-04-15 00:17:23,360 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 00:17:25,427 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.34ms, fps=1239 images/s, loss=0.3650, top1-acc=88.32%, top5-acc=99.80%, remaining_time=0:00:38.436528, arrival_time=2021-04-15 00:18:03.864099, cost_time=0:00:02.066482 2021-04-15 00:17:27,339 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.63ms, fps=1340 images/s, loss=0.3598, top1-acc=88.07%, top5-acc=99.67%, remaining_time=0:00:35.005344, arrival_time=2021-04-15 00:18:02.344335, cost_time=0:00:03.977873 2021-04-15 00:17:29,257 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=2.20ms, fps=1335 images/s, loss=0.3557, top1-acc=87.96%, top5-acc=99.62%, remaining_time=0:00:32.626968, arrival_time=2021-04-15 00:18:01.884588, cost_time=0:00:05.896430 2021-04-15 00:17:31,167 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3521, top1-acc=87.95%, top5-acc=99.64%, remaining_time=0:00:30.445740, arrival_time=2021-04-15 00:18:01.613466, cost_time=0:00:07.806617 2021-04-15 00:17:33,074 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3562, top1-acc=87.84%, top5-acc=99.61%, remaining_time=0:00:28.363274, arrival_time=2021-04-15 00:18:01.437908, cost_time=0:00:09.713426 2021-04-15 00:17:34,993 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.3560, top1-acc=87.86%, top5-acc=99.61%, remaining_time=0:00:26.366320, arrival_time=2021-04-15 00:18:01.359607, cost_time=0:00:11.632194 2021-04-15 00:17:36,914 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.53ms, fps=1333 images/s, loss=0.3585, top1-acc=87.81%, top5-acc=99.59%, remaining_time=0:00:24.395616, arrival_time=2021-04-15 00:18:01.309830, cost_time=0:00:13.553105 2021-04-15 00:17:38,832 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.3602, top1-acc=87.69%, top5-acc=99.59%, remaining_time=0:00:22.433240, arrival_time=2021-04-15 00:18:01.265621, cost_time=0:00:15.471201 2021-04-15 00:17:40,741 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.3597, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:20.470084, arrival_time=2021-04-15 00:18:01.211466, cost_time=0:00:17.380276 2021-04-15 00:17:42,658 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.3594, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:18.525600, arrival_time=2021-04-15 00:18:01.184153, cost_time=0:00:19.297461 2021-04-15 00:17:44,569 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.3600, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:16.580886, arrival_time=2021-04-15 00:18:01.150109, cost_time=0:00:21.208129 2021-04-15 00:17:46,476 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.3596, top1-acc=87.67%, top5-acc=99.60%, remaining_time=0:00:14.639728, arrival_time=2021-04-15 00:18:01.116230, cost_time=0:00:23.115408 2021-04-15 00:17:48,400 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.40ms, fps=1331 images/s, loss=0.3617, top1-acc=87.60%, top5-acc=99.59%, remaining_time=0:00:12.712458, arrival_time=2021-04-15 00:18:01.113222, cost_time=0:00:25.039629 2021-04-15 00:17:50,311 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.3624, top1-acc=87.59%, top5-acc=99.57%, remaining_time=0:00:10.780280, arrival_time=2021-04-15 00:18:01.092167, cost_time=0:00:26.950694 2021-04-15 00:17:52,227 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.3614, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:08.852240, arrival_time=2021-04-15 00:18:01.079353, cost_time=0:00:28.865930 2021-04-15 00:17:54,150 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.40ms, fps=1331 images/s, loss=0.3608, top1-acc=87.64%, top5-acc=99.57%, remaining_time=0:00:06.927660, arrival_time=2021-04-15 00:18:01.078496, cost_time=0:00:30.789648 2021-04-15 00:17:56,062 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.3609, top1-acc=87.63%, top5-acc=99.58%, remaining_time=0:00:05.001334, arrival_time=2021-04-15 00:18:01.063474, cost_time=0:00:32.701045 2021-04-15 00:17:57,989 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.42ms, fps=1329 images/s, loss=0.3622, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:00:03.078048, arrival_time=2021-04-15 00:18:01.067117, cost_time=0:00:34.627969 2021-04-15 00:17:59,912 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.23ms, fps=1332 images/s, loss=0.3628, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:00:01.154238, arrival_time=2021-04-15 00:18:01.066349, cost_time=0:00:36.550885 2021-04-15 00:18:00,944 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.31ms, fps=1319 images/s, loss=0.3642, top1-acc=87.54%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:00.944087, cost_time=0:00:37.582923 2021-04-15 00:18:01,655 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.18ms, fps=3609 images/s, loss=0.6509, top1-acc=78.36%, top5-acc=98.48%, remaining_time=0:00:02.127870, arrival_time=2021-04-15 00:18:03.783098, cost_time=0:00:00.709292 2021-04-15 00:18:02,244 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.38ms, fps=4346 images/s, loss=0.6569, top1-acc=78.48%, top5-acc=98.61%, remaining_time=0:00:01.298720, arrival_time=2021-04-15 00:18:03.543383, cost_time=0:00:01.298713 2021-04-15 00:18:02,834 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.39ms, fps=4344 images/s, loss=0.6653, top1-acc=78.16%, top5-acc=98.67%, remaining_time=0:00:00.629460, arrival_time=2021-04-15 00:18:03.463772, cost_time=0:00:01.888376 2021-04-15 00:18:03,378 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=4271 images/s, loss=0.6801, top1-acc=77.74%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:03.377970, cost_time=0:00:02.431969 2021-04-15 00:18:03,510 INFO : Epoch=0043 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:45:14.308111, arrival_time=2021-04-15 02:03:17.818781, cost_time=0:28:49.396472 2021-04-15 00:18:03,512 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 00:18:05,616 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.30ms, fps=1217 images/s, loss=0.3902, top1-acc=86.91%, top5-acc=99.57%, remaining_time=0:00:39.134400, arrival_time=2021-04-15 00:18:44.750538, cost_time=0:00:02.104004 2021-04-15 00:18:07,524 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.3745, top1-acc=86.93%, top5-acc=99.67%, remaining_time=0:00:35.310704, arrival_time=2021-04-15 00:18:42.835380, cost_time=0:00:04.012582 2021-04-15 00:18:09,443 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.3629, top1-acc=87.32%, top5-acc=99.66%, remaining_time=0:00:32.821852, arrival_time=2021-04-15 00:18:42.265606, cost_time=0:00:05.931651 2021-04-15 00:18:11,349 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.3589, top1-acc=87.47%, top5-acc=99.64%, remaining_time=0:00:30.563520, arrival_time=2021-04-15 00:18:41.912523, cost_time=0:00:07.836817 2021-04-15 00:18:13,261 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.3585, top1-acc=87.45%, top5-acc=99.65%, remaining_time=0:00:28.467080, arrival_time=2021-04-15 00:18:41.728187, cost_time=0:00:09.749001 2021-04-15 00:18:15,176 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3624, top1-acc=87.34%, top5-acc=99.64%, remaining_time=0:00:26.439352, arrival_time=2021-04-15 00:18:41.615882, cost_time=0:00:11.664425 2021-04-15 00:18:17,100 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.38ms, fps=1331 images/s, loss=0.3639, top1-acc=87.28%, top5-acc=99.63%, remaining_time=0:00:24.459624, arrival_time=2021-04-15 00:18:41.560438, cost_time=0:00:13.588712 2021-04-15 00:18:19,013 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.61ms, fps=1338 images/s, loss=0.3621, top1-acc=87.45%, top5-acc=99.64%, remaining_time=0:00:22.477436, arrival_time=2021-04-15 00:18:41.491225, cost_time=0:00:15.501685 2021-04-15 00:18:20,932 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3611, top1-acc=87.43%, top5-acc=99.64%, remaining_time=0:00:20.516936, arrival_time=2021-04-15 00:18:41.449062, cost_time=0:00:17.420027 2021-04-15 00:18:22,836 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.3607, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:18.551808, arrival_time=2021-04-15 00:18:41.388738, cost_time=0:00:19.324824 2021-04-15 00:18:24,750 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3601, top1-acc=87.46%, top5-acc=99.62%, remaining_time=0:00:16.604192, arrival_time=2021-04-15 00:18:41.354339, cost_time=0:00:21.237953 2021-04-15 00:18:26,665 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.83ms, fps=1337 images/s, loss=0.3642, top1-acc=87.40%, top5-acc=99.59%, remaining_time=0:00:14.664048, arrival_time=2021-04-15 00:18:41.329902, cost_time=0:00:23.153739 2021-04-15 00:18:28,575 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.3657, top1-acc=87.39%, top5-acc=99.57%, remaining_time=0:00:12.724272, arrival_time=2021-04-15 00:18:41.299372, cost_time=0:00:25.062998 2021-04-15 00:18:30,489 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.28ms, fps=1338 images/s, loss=0.3672, top1-acc=87.31%, top5-acc=99.58%, remaining_time=0:00:10.790808, arrival_time=2021-04-15 00:18:41.279922, cost_time=0:00:26.977009 2021-04-15 00:18:32,402 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.3668, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:08.859784, arrival_time=2021-04-15 00:18:41.262541, cost_time=0:00:28.890657 2021-04-15 00:18:34,309 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.3662, top1-acc=87.32%, top5-acc=99.59%, remaining_time=0:00:06.929352, arrival_time=2021-04-15 00:18:41.238638, cost_time=0:00:30.797183 2021-04-15 00:18:36,230 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.3676, top1-acc=87.24%, top5-acc=99.59%, remaining_time=0:00:05.003986, arrival_time=2021-04-15 00:18:41.234551, cost_time=0:00:32.718424 2021-04-15 00:18:38,139 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.56ms, fps=1341 images/s, loss=0.3664, top1-acc=87.27%, top5-acc=99.60%, remaining_time=0:00:03.078016, arrival_time=2021-04-15 00:18:41.217787, cost_time=0:00:34.627673 2021-04-15 00:18:40,052 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.3688, top1-acc=87.20%, top5-acc=99.58%, remaining_time=0:00:01.153902, arrival_time=2021-04-15 00:18:41.206188, cost_time=0:00:36.540187 2021-04-15 00:18:41,080 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.23ms, fps=1324 images/s, loss=0.3693, top1-acc=87.21%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:41.080065, cost_time=0:00:37.567975 2021-04-15 00:18:41,798 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.35ms, fps=3569 images/s, loss=0.5941, top1-acc=79.61%, top5-acc=99.06%, remaining_time=0:00:02.151630, arrival_time=2021-04-15 00:18:43.950565, cost_time=0:00:00.717214 2021-04-15 00:18:42,392 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.42ms, fps=4317 images/s, loss=0.6194, top1-acc=78.95%, top5-acc=98.91%, remaining_time=0:00:01.310600, arrival_time=2021-04-15 00:18:43.702956, cost_time=0:00:01.310603 2021-04-15 00:18:42,984 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.64ms, fps=4324 images/s, loss=0.6081, top1-acc=79.51%, top5-acc=98.96%, remaining_time=0:00:00.634380, arrival_time=2021-04-15 00:18:43.619216, cost_time=0:00:01.903126 2021-04-15 00:18:43,525 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=4291 images/s, loss=0.6121, top1-acc=79.59%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:43.525827, cost_time=0:00:02.444139 2021-04-15 00:18:43,637 INFO : Epoch=0044 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:44:33.765108, arrival_time=2021-04-15 02:03:17.402804, cost_time=0:29:29.523496 2021-04-15 00:18:43,638 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 00:18:45,695 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.65ms, fps=1245 images/s, loss=0.3772, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:38.252388, arrival_time=2021-04-15 00:19:23.948154, cost_time=0:00:02.056575 2021-04-15 00:18:47,608 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.73ms, fps=1339 images/s, loss=0.3569, top1-acc=87.71%, top5-acc=99.59%, remaining_time=0:00:34.931424, arrival_time=2021-04-15 00:19:22.539953, cost_time=0:00:03.969487 2021-04-15 00:18:49,526 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.3568, top1-acc=87.75%, top5-acc=99.60%, remaining_time=0:00:32.576836, arrival_time=2021-04-15 00:19:22.103385, cost_time=0:00:05.887379 2021-04-15 00:18:51,444 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.3474, top1-acc=88.12%, top5-acc=99.62%, remaining_time=0:00:30.442620, arrival_time=2021-04-15 00:19:21.887465, cost_time=0:00:07.805811 2021-04-15 00:18:53,353 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.52ms, fps=1342 images/s, loss=0.3430, top1-acc=88.24%, top5-acc=99.64%, remaining_time=0:00:28.365902, arrival_time=2021-04-15 00:19:21.719295, cost_time=0:00:09.714335 2021-04-15 00:18:55,273 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.30ms, fps=1334 images/s, loss=0.3425, top1-acc=88.24%, top5-acc=99.67%, remaining_time=0:00:26.370264, arrival_time=2021-04-15 00:19:21.643323, cost_time=0:00:11.633946 2021-04-15 00:18:57,198 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.38ms, fps=1330 images/s, loss=0.3447, top1-acc=88.20%, top5-acc=99.67%, remaining_time=0:00:24.407460, arrival_time=2021-04-15 00:19:21.606168, cost_time=0:00:13.559683 2021-04-15 00:18:59,120 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.69ms, fps=1332 images/s, loss=0.3503, top1-acc=88.00%, top5-acc=99.65%, remaining_time=0:00:22.448668, arrival_time=2021-04-15 00:19:21.569541, cost_time=0:00:15.481847 2021-04-15 00:19:01,036 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.3501, top1-acc=87.98%, top5-acc=99.65%, remaining_time=0:00:20.489906, arrival_time=2021-04-15 00:19:21.526016, cost_time=0:00:17.397084 2021-04-15 00:19:02,951 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.3543, top1-acc=87.88%, top5-acc=99.65%, remaining_time=0:00:18.540000, arrival_time=2021-04-15 00:19:21.491504, cost_time=0:00:19.312479 2021-04-15 00:19:04,868 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.56ms, fps=1336 images/s, loss=0.3574, top1-acc=87.79%, top5-acc=99.64%, remaining_time=0:00:16.597656, arrival_time=2021-04-15 00:19:21.466197, cost_time=0:00:21.229524 2021-04-15 00:19:06,776 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.3576, top1-acc=87.76%, top5-acc=99.64%, remaining_time=0:00:14.654016, arrival_time=2021-04-15 00:19:21.430949, cost_time=0:00:23.137922 2021-04-15 00:19:08,692 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.3579, top1-acc=87.73%, top5-acc=99.62%, remaining_time=0:00:12.719586, arrival_time=2021-04-15 00:19:21.412472, cost_time=0:00:25.053787 2021-04-15 00:19:10,605 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3570, top1-acc=87.75%, top5-acc=99.62%, remaining_time=0:00:10.786552, arrival_time=2021-04-15 00:19:21.391935, cost_time=0:00:26.966354 2021-04-15 00:19:12,509 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.3562, top1-acc=87.76%, top5-acc=99.62%, remaining_time=0:00:08.853712, arrival_time=2021-04-15 00:19:21.363501, cost_time=0:00:28.870771 2021-04-15 00:19:14,428 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.28ms, fps=1335 images/s, loss=0.3553, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:06.927552, arrival_time=2021-04-15 00:19:21.355666, cost_time=0:00:30.789085 2021-04-15 00:19:16,341 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.3566, top1-acc=87.73%, top5-acc=99.62%, remaining_time=0:00:05.001490, arrival_time=2021-04-15 00:19:21.342505, cost_time=0:00:32.701999 2021-04-15 00:19:18,250 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.61ms, fps=1341 images/s, loss=0.3572, top1-acc=87.71%, top5-acc=99.61%, remaining_time=0:00:03.076544, arrival_time=2021-04-15 00:19:21.326741, cost_time=0:00:34.611184 2021-04-15 00:19:20,165 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.26ms, fps=1337 images/s, loss=0.3588, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:01.153476, arrival_time=2021-04-15 00:19:21.319293, cost_time=0:00:36.526806 2021-04-15 00:19:21,196 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.21ms, fps=1320 images/s, loss=0.3599, top1-acc=87.57%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:21.196370, cost_time=0:00:37.557356 2021-04-15 00:19:21,909 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.20ms, fps=3599 images/s, loss=0.5678, top1-acc=81.37%, top5-acc=98.87%, remaining_time=0:00:02.133810, arrival_time=2021-04-15 00:19:24.043362, cost_time=0:00:00.711273 2021-04-15 00:19:22,502 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.61ms, fps=4320 images/s, loss=0.5869, top1-acc=80.10%, top5-acc=98.93%, remaining_time=0:00:01.304240, arrival_time=2021-04-15 00:19:23.806757, cost_time=0:00:01.304247 2021-04-15 00:19:23,098 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.34ms, fps=4302 images/s, loss=0.5782, top1-acc=80.13%, top5-acc=99.01%, remaining_time=0:00:00.633240, arrival_time=2021-04-15 00:19:23.731272, cost_time=0:00:01.899712 2021-04-15 00:19:23,646 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=4232 images/s, loss=0.5764, top1-acc=80.60%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:23.646722, cost_time=0:00:02.448463 2021-04-15 00:19:23,786 INFO : Epoch=0045 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:43:53.316940, arrival_time=2021-04-15 02:03:17.103792, cost_time=0:30:09.672655 2021-04-15 00:19:23,788 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 00:19:25,923 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=3.95ms, fps=1199 images/s, loss=0.3865, top1-acc=86.09%, top5-acc=99.57%, remaining_time=0:00:39.704304, arrival_time=2021-04-15 00:20:05.627321, cost_time=0:00:02.134635 2021-04-15 00:19:27,833 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.90ms, fps=1341 images/s, loss=0.3544, top1-acc=87.25%, top5-acc=99.69%, remaining_time=0:00:35.593536, arrival_time=2021-04-15 00:20:03.426730, cost_time=0:00:04.044722 2021-04-15 00:19:29,742 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.58ms, fps=1341 images/s, loss=0.3500, top1-acc=87.60%, top5-acc=99.65%, remaining_time=0:00:32.946352, arrival_time=2021-04-15 00:20:02.688995, cost_time=0:00:05.954163 2021-04-15 00:19:31,660 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.14ms, fps=1335 images/s, loss=0.3538, top1-acc=87.74%, top5-acc=99.61%, remaining_time=0:00:30.699552, arrival_time=2021-04-15 00:20:02.359686, cost_time=0:00:07.871662 2021-04-15 00:19:33,566 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3630, top1-acc=87.41%, top5-acc=99.58%, remaining_time=0:00:28.552782, arrival_time=2021-04-15 00:20:02.119520, cost_time=0:00:09.778348 2021-04-15 00:19:35,482 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.3618, top1-acc=87.48%, top5-acc=99.58%, remaining_time=0:00:26.505992, arrival_time=2021-04-15 00:20:01.988176, cost_time=0:00:11.693800 2021-04-15 00:19:37,407 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.41ms, fps=1330 images/s, loss=0.3670, top1-acc=87.34%, top5-acc=99.59%, remaining_time=0:00:24.513678, arrival_time=2021-04-15 00:20:01.920747, cost_time=0:00:13.618698 2021-04-15 00:19:39,327 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.83ms, fps=1333 images/s, loss=0.3664, top1-acc=87.27%, top5-acc=99.61%, remaining_time=0:00:22.531724, arrival_time=2021-04-15 00:20:01.859364, cost_time=0:00:15.539135 2021-04-15 00:19:41,242 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3671, top1-acc=87.34%, top5-acc=99.60%, remaining_time=0:00:20.557640, arrival_time=2021-04-15 00:20:01.800594, cost_time=0:00:17.454576 2021-04-15 00:19:43,160 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.49ms, fps=1336 images/s, loss=0.3689, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:18.596736, arrival_time=2021-04-15 00:20:01.756720, cost_time=0:00:19.371606 2021-04-15 00:19:45,067 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.3669, top1-acc=87.42%, top5-acc=99.57%, remaining_time=0:00:16.636700, arrival_time=2021-04-15 00:20:01.704627, cost_time=0:00:21.279553 2021-04-15 00:19:46,987 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.3673, top1-acc=87.41%, top5-acc=99.57%, remaining_time=0:00:14.692776, arrival_time=2021-04-15 00:20:01.680319, cost_time=0:00:23.199162 2021-04-15 00:19:48,901 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.3682, top1-acc=87.38%, top5-acc=99.56%, remaining_time=0:00:12.749814, arrival_time=2021-04-15 00:20:01.651414, cost_time=0:00:25.113206 2021-04-15 00:19:50,820 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3679, top1-acc=87.45%, top5-acc=99.54%, remaining_time=0:00:10.812760, arrival_time=2021-04-15 00:20:01.633197, cost_time=0:00:27.031916 2021-04-15 00:19:52,740 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.3685, top1-acc=87.41%, top5-acc=99.55%, remaining_time=0:00:08.878690, arrival_time=2021-04-15 00:20:01.619364, cost_time=0:00:28.952293 2021-04-15 00:19:54,648 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.3680, top1-acc=87.44%, top5-acc=99.56%, remaining_time=0:00:06.943392, arrival_time=2021-04-15 00:20:01.591377, cost_time=0:00:30.859596 2021-04-15 00:19:56,559 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.3675, top1-acc=87.43%, top5-acc=99.55%, remaining_time=0:00:05.012046, arrival_time=2021-04-15 00:20:01.571569, cost_time=0:00:32.771141 2021-04-15 00:19:58,480 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.3665, top1-acc=87.47%, top5-acc=99.57%, remaining_time=0:00:03.083696, arrival_time=2021-04-15 00:20:01.563775, cost_time=0:00:34.691651 2021-04-15 00:20:00,395 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.28ms, fps=1337 images/s, loss=0.3658, top1-acc=87.48%, top5-acc=99.58%, remaining_time=0:00:01.156020, arrival_time=2021-04-15 00:20:01.551674, cost_time=0:00:36.607253 2021-04-15 00:20:01,428 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.60ms, fps=1317 images/s, loss=0.3665, top1-acc=87.46%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:01.428313, cost_time=0:00:37.639945 2021-04-15 00:20:02,188 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=2.45ms, fps=3375 images/s, loss=0.5707, top1-acc=81.76%, top5-acc=98.95%, remaining_time=0:00:02.275560, arrival_time=2021-04-15 00:20:04.464159, cost_time=0:00:00.758520 2021-04-15 00:20:02,781 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.31ms, fps=4320 images/s, loss=0.5520, top1-acc=81.45%, top5-acc=98.96%, remaining_time=0:00:01.351520, arrival_time=2021-04-15 00:20:04.133095, cost_time=0:00:01.351516 2021-04-15 00:20:03,371 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.43ms, fps=4343 images/s, loss=0.5416, top1-acc=81.71%, top5-acc=99.00%, remaining_time=0:00:00.647120, arrival_time=2021-04-15 00:20:04.018538, cost_time=0:00:01.941365 2021-04-15 00:20:03,910 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=0.5393, top1-acc=81.87%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:03.910769, cost_time=0:00:02.480743 2021-04-15 00:20:04,051 INFO : Epoch=0046 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:43:13.269236, arrival_time=2021-04-15 02:03:17.321043, cost_time=0:30:49.937581 2021-04-15 00:20:04,054 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 00:20:06,151 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.32ms, fps=1221 images/s, loss=0.3423, top1-acc=88.24%, top5-acc=99.73%, remaining_time=0:00:39.010524, arrival_time=2021-04-15 00:20:45.162073, cost_time=0:00:02.097337 2021-04-15 00:20:08,073 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.39ms, fps=1332 images/s, loss=0.3494, top1-acc=88.16%, top5-acc=99.69%, remaining_time=0:00:35.367904, arrival_time=2021-04-15 00:20:43.441311, cost_time=0:00:04.019074 2021-04-15 00:20:09,990 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.3565, top1-acc=87.77%, top5-acc=99.71%, remaining_time=0:00:32.846918, arrival_time=2021-04-15 00:20:42.837420, cost_time=0:00:05.936193 2021-04-15 00:20:11,909 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.97ms, fps=1334 images/s, loss=0.3521, top1-acc=87.96%, top5-acc=99.72%, remaining_time=0:00:30.636528, arrival_time=2021-04-15 00:20:42.546359, cost_time=0:00:07.855509 2021-04-15 00:20:13,824 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.3471, top1-acc=88.12%, top5-acc=99.72%, remaining_time=0:00:28.528838, arrival_time=2021-04-15 00:20:42.353193, cost_time=0:00:09.770133 2021-04-15 00:20:15,740 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.3427, top1-acc=88.24%, top5-acc=99.72%, remaining_time=0:00:26.487496, arrival_time=2021-04-15 00:20:42.227461, cost_time=0:00:11.685651 2021-04-15 00:20:17,661 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.85ms, fps=1333 images/s, loss=0.3459, top1-acc=88.05%, top5-acc=99.72%, remaining_time=0:00:24.492510, arrival_time=2021-04-15 00:20:42.153687, cost_time=0:00:13.606954 2021-04-15 00:20:19,573 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.3454, top1-acc=88.03%, top5-acc=99.71%, remaining_time=0:00:22.502376, arrival_time=2021-04-15 00:20:42.075501, cost_time=0:00:15.518902 2021-04-15 00:20:21,479 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.3457, top1-acc=88.03%, top5-acc=99.70%, remaining_time=0:00:20.522660, arrival_time=2021-04-15 00:20:42.001888, cost_time=0:00:17.424933 2021-04-15 00:20:23,397 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.3471, top1-acc=87.99%, top5-acc=99.70%, remaining_time=0:00:18.569472, arrival_time=2021-04-15 00:20:41.966937, cost_time=0:00:19.343227 2021-04-15 00:20:25,312 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3479, top1-acc=87.96%, top5-acc=99.70%, remaining_time=0:00:16.620016, arrival_time=2021-04-15 00:20:41.932335, cost_time=0:00:21.258105 2021-04-15 00:20:27,221 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.59ms, fps=1341 images/s, loss=0.3485, top1-acc=87.90%, top5-acc=99.71%, remaining_time=0:00:14.672484, arrival_time=2021-04-15 00:20:41.893809, cost_time=0:00:23.167106 2021-04-15 00:20:29,134 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.66ms, fps=1338 images/s, loss=0.3481, top1-acc=87.92%, top5-acc=99.71%, remaining_time=0:00:12.733248, arrival_time=2021-04-15 00:20:41.868102, cost_time=0:00:25.080593 2021-04-15 00:20:31,049 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.3503, top1-acc=87.82%, top5-acc=99.69%, remaining_time=0:00:10.798256, arrival_time=2021-04-15 00:20:41.848168, cost_time=0:00:26.995661 2021-04-15 00:20:32,964 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=2.05ms, fps=1338 images/s, loss=0.3532, top1-acc=87.71%, top5-acc=99.68%, remaining_time=0:00:08.865764, arrival_time=2021-04-15 00:20:41.830175, cost_time=0:00:28.910098 2021-04-15 00:20:34,882 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.3537, top1-acc=87.69%, top5-acc=99.68%, remaining_time=0:00:06.936336, arrival_time=2021-04-15 00:20:41.818782, cost_time=0:00:30.828226 2021-04-15 00:20:36,798 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.70ms, fps=1337 images/s, loss=0.3535, top1-acc=87.72%, top5-acc=99.67%, remaining_time=0:00:05.007886, arrival_time=2021-04-15 00:20:41.806012, cost_time=0:00:32.743899 2021-04-15 00:20:38,709 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.3547, top1-acc=87.69%, top5-acc=99.65%, remaining_time=0:00:03.080512, arrival_time=2021-04-15 00:20:41.790403, cost_time=0:00:34.655674 2021-04-15 00:20:40,627 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.23ms, fps=1336 images/s, loss=0.3554, top1-acc=87.71%, top5-acc=99.65%, remaining_time=0:00:01.154934, arrival_time=2021-04-15 00:20:41.782066, cost_time=0:00:36.572917 2021-04-15 00:20:41,656 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.24ms, fps=1321 images/s, loss=0.3566, top1-acc=87.67%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:41.656813, cost_time=0:00:37.602595 2021-04-15 00:20:42,374 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.26ms, fps=3577 images/s, loss=0.5592, top1-acc=80.74%, top5-acc=99.22%, remaining_time=0:00:02.147160, arrival_time=2021-04-15 00:20:44.521480, cost_time=0:00:00.715718 2021-04-15 00:20:42,964 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.27ms, fps=4342 images/s, loss=0.5420, top1-acc=81.74%, top5-acc=99.12%, remaining_time=0:00:01.305700, arrival_time=2021-04-15 00:20:44.269999, cost_time=0:00:01.305698 2021-04-15 00:20:43,554 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.52ms, fps=4341 images/s, loss=0.5575, top1-acc=81.28%, top5-acc=99.04%, remaining_time=0:00:00.631910, arrival_time=2021-04-15 00:20:44.186224, cost_time=0:00:01.895716 2021-04-15 00:20:44,095 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=4290 images/s, loss=0.5654, top1-acc=81.40%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:44.095429, cost_time=0:00:02.436856 2021-04-15 00:20:44,230 INFO : Epoch=0047 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:42:32.931414, arrival_time=2021-04-15 02:03:17.161803, cost_time=0:31:30.116191 2021-04-15 00:20:44,231 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 00:20:46,333 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.53ms, fps=1218 images/s, loss=0.3643, top1-acc=87.30%, top5-acc=99.37%, remaining_time=0:00:39.091434, arrival_time=2021-04-15 00:21:25.424863, cost_time=0:00:02.101694 2021-04-15 00:20:48,248 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=2.10ms, fps=1337 images/s, loss=0.3766, top1-acc=87.17%, top5-acc=99.47%, remaining_time=0:00:35.342384, arrival_time=2021-04-15 00:21:23.590377, cost_time=0:00:04.016173 2021-04-15 00:20:50,164 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.3765, top1-acc=87.29%, top5-acc=99.52%, remaining_time=0:00:32.826002, arrival_time=2021-04-15 00:21:22.990146, cost_time=0:00:05.932417 2021-04-15 00:20:52,072 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.3652, top1-acc=87.44%, top5-acc=99.55%, remaining_time=0:00:30.578028, arrival_time=2021-04-15 00:21:22.650373, cost_time=0:00:07.840503 2021-04-15 00:20:53,983 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.3597, top1-acc=87.59%, top5-acc=99.55%, remaining_time=0:00:28.474088, arrival_time=2021-04-15 00:21:22.457232, cost_time=0:00:09.751424 2021-04-15 00:20:55,903 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.3552, top1-acc=87.75%, top5-acc=99.56%, remaining_time=0:00:26.456488, arrival_time=2021-04-15 00:21:22.360174, cost_time=0:00:11.671966 2021-04-15 00:20:57,824 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.38ms, fps=1333 images/s, loss=0.3556, top1-acc=87.79%, top5-acc=99.56%, remaining_time=0:00:24.466554, arrival_time=2021-04-15 00:21:22.290896, cost_time=0:00:13.592521 2021-04-15 00:20:59,740 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.32ms, fps=1337 images/s, loss=0.3560, top1-acc=87.83%, top5-acc=99.59%, remaining_time=0:00:22.487180, arrival_time=2021-04-15 00:21:22.227325, cost_time=0:00:15.508417 2021-04-15 00:21:01,655 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.80ms, fps=1337 images/s, loss=0.3586, top1-acc=87.74%, top5-acc=99.57%, remaining_time=0:00:20.521070, arrival_time=2021-04-15 00:21:22.176335, cost_time=0:00:17.423554 2021-04-15 00:21:03,566 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.3605, top1-acc=87.77%, top5-acc=99.56%, remaining_time=0:00:18.561408, arrival_time=2021-04-15 00:21:22.127968, cost_time=0:00:19.334844 2021-04-15 00:21:05,477 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.3618, top1-acc=87.67%, top5-acc=99.55%, remaining_time=0:00:16.610298, arrival_time=2021-04-15 00:21:22.087785, cost_time=0:00:21.245749 2021-04-15 00:21:07,390 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.3628, top1-acc=87.63%, top5-acc=99.54%, remaining_time=0:00:14.667468, arrival_time=2021-04-15 00:21:22.058394, cost_time=0:00:23.159210 2021-04-15 00:21:09,298 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.3627, top1-acc=87.60%, top5-acc=99.54%, remaining_time=0:00:12.726252, arrival_time=2021-04-15 00:21:22.024906, cost_time=0:00:25.066925 2021-04-15 00:21:11,216 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.3628, top1-acc=87.61%, top5-acc=99.54%, remaining_time=0:00:10.793832, arrival_time=2021-04-15 00:21:22.010181, cost_time=0:00:26.984541 2021-04-15 00:21:13,124 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=0.3627, top1-acc=87.58%, top5-acc=99.54%, remaining_time=0:00:08.860566, arrival_time=2021-04-15 00:21:21.985435, cost_time=0:00:28.893144 2021-04-15 00:21:15,034 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.3624, top1-acc=87.55%, top5-acc=99.54%, remaining_time=0:00:06.930684, arrival_time=2021-04-15 00:21:21.965503, cost_time=0:00:30.803055 2021-04-15 00:21:16,953 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.3636, top1-acc=87.48%, top5-acc=99.55%, remaining_time=0:00:05.004480, arrival_time=2021-04-15 00:21:21.957721, cost_time=0:00:32.721522 2021-04-15 00:21:18,860 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.3636, top1-acc=87.52%, top5-acc=99.54%, remaining_time=0:00:03.078064, arrival_time=2021-04-15 00:21:21.938049, cost_time=0:00:34.628264 2021-04-15 00:21:20,771 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.57ms, fps=1340 images/s, loss=0.3620, top1-acc=87.59%, top5-acc=99.55%, remaining_time=0:00:01.153878, arrival_time=2021-04-15 00:21:21.925002, cost_time=0:00:36.539405 2021-04-15 00:21:21,802 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.24ms, fps=1319 images/s, loss=0.3642, top1-acc=87.57%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:21.802520, cost_time=0:00:37.570814 2021-04-15 00:21:22,512 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.21ms, fps=3616 images/s, loss=0.6131, top1-acc=78.83%, top5-acc=98.67%, remaining_time=0:00:02.123970, arrival_time=2021-04-15 00:21:24.636195, cost_time=0:00:00.707986 2021-04-15 00:21:23,102 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.55ms, fps=4343 images/s, loss=0.6194, top1-acc=78.96%, top5-acc=98.73%, remaining_time=0:00:01.297760, arrival_time=2021-04-15 00:21:24.399743, cost_time=0:00:01.297754 2021-04-15 00:21:23,693 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.45ms, fps=4332 images/s, loss=0.6032, top1-acc=79.31%, top5-acc=98.78%, remaining_time=0:00:00.629680, arrival_time=2021-04-15 00:21:24.322944, cost_time=0:00:01.889038 2021-04-15 00:21:24,233 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.06ms, fps=4297 images/s, loss=0.6110, top1-acc=79.13%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:24.233510, cost_time=0:00:02.429297 2021-04-15 00:21:24,326 INFO : Epoch=0048 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:41:52.339672, arrival_time=2021-04-15 02:03:16.666395, cost_time=0:32:10.212525 2021-04-15 00:21:24,328 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 00:21:26,397 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.31ms, fps=1237 images/s, loss=0.3831, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:38.486934, arrival_time=2021-04-15 00:22:04.884253, cost_time=0:00:02.069188 2021-04-15 00:21:28,306 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.3763, top1-acc=87.50%, top5-acc=99.49%, remaining_time=0:00:35.008512, arrival_time=2021-04-15 00:22:03.314867, cost_time=0:00:03.978231 2021-04-15 00:21:30,220 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.3636, top1-acc=87.67%, top5-acc=99.57%, remaining_time=0:00:32.602068, arrival_time=2021-04-15 00:22:02.822144, cost_time=0:00:05.891942 2021-04-15 00:21:32,135 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.3676, top1-acc=87.47%, top5-acc=99.54%, remaining_time=0:00:30.449640, arrival_time=2021-04-15 00:22:02.585399, cost_time=0:00:07.807616 2021-04-15 00:21:34,042 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.3634, top1-acc=87.55%, top5-acc=99.56%, remaining_time=0:00:28.365756, arrival_time=2021-04-15 00:22:02.408205, cost_time=0:00:09.714320 2021-04-15 00:21:35,958 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.3631, top1-acc=87.59%, top5-acc=99.58%, remaining_time=0:00:26.361968, arrival_time=2021-04-15 00:22:02.320412, cost_time=0:00:11.630310 2021-04-15 00:21:37,876 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.3591, top1-acc=87.67%, top5-acc=99.58%, remaining_time=0:00:24.387804, arrival_time=2021-04-15 00:22:02.264706, cost_time=0:00:13.548761 2021-04-15 00:21:39,794 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.88ms, fps=1336 images/s, loss=0.3629, top1-acc=87.50%, top5-acc=99.57%, remaining_time=0:00:22.425352, arrival_time=2021-04-15 00:22:02.219331, cost_time=0:00:15.465765 2021-04-15 00:21:41,720 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.54ms, fps=1329 images/s, loss=0.3606, top1-acc=87.61%, top5-acc=99.57%, remaining_time=0:00:20.484606, arrival_time=2021-04-15 00:22:02.205381, cost_time=0:00:17.392604 2021-04-15 00:21:43,631 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.77ms, fps=1340 images/s, loss=0.3570, top1-acc=87.71%, top5-acc=99.58%, remaining_time=0:00:18.531072, arrival_time=2021-04-15 00:22:02.162486, cost_time=0:00:19.303250 2021-04-15 00:21:45,540 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.3580, top1-acc=87.72%, top5-acc=99.59%, remaining_time=0:00:16.584068, arrival_time=2021-04-15 00:22:02.124483, cost_time=0:00:21.212232 2021-04-15 00:21:47,459 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.49ms, fps=1335 images/s, loss=0.3601, top1-acc=87.63%, top5-acc=99.56%, remaining_time=0:00:14.649684, arrival_time=2021-04-15 00:22:02.108907, cost_time=0:00:23.131100 2021-04-15 00:21:49,371 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3619, top1-acc=87.56%, top5-acc=99.55%, remaining_time=0:00:12.714438, arrival_time=2021-04-15 00:22:02.086147, cost_time=0:00:25.043587 2021-04-15 00:21:51,295 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.40ms, fps=1331 images/s, loss=0.3625, top1-acc=87.51%, top5-acc=99.56%, remaining_time=0:00:10.786776, arrival_time=2021-04-15 00:22:02.081875, cost_time=0:00:26.966970 2021-04-15 00:21:53,203 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.3625, top1-acc=87.53%, top5-acc=99.58%, remaining_time=0:00:08.855092, arrival_time=2021-04-15 00:22:02.058573, cost_time=0:00:28.875360 2021-04-15 00:21:55,121 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3629, top1-acc=87.53%, top5-acc=99.59%, remaining_time=0:00:06.928488, arrival_time=2021-04-15 00:22:02.049933, cost_time=0:00:30.793321 2021-04-15 00:21:57,044 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.42ms, fps=1331 images/s, loss=0.3619, top1-acc=87.53%, top5-acc=99.59%, remaining_time=0:00:05.003700, arrival_time=2021-04-15 00:22:02.048384, cost_time=0:00:32.716544 2021-04-15 00:21:58,951 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.3627, top1-acc=87.48%, top5-acc=99.59%, remaining_time=0:00:03.077584, arrival_time=2021-04-15 00:22:02.028587, cost_time=0:00:34.622875 2021-04-15 00:22:00,863 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.22ms, fps=1339 images/s, loss=0.3631, top1-acc=87.50%, top5-acc=99.59%, remaining_time=0:00:01.153734, arrival_time=2021-04-15 00:22:02.016773, cost_time=0:00:36.534907 2021-04-15 00:22:01,892 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.37ms, fps=1321 images/s, loss=0.3620, top1-acc=87.54%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:01.892891, cost_time=0:00:37.564774 2021-04-15 00:22:02,639 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.21ms, fps=3436 images/s, loss=0.5280, top1-acc=81.48%, top5-acc=99.10%, remaining_time=0:00:02.235060, arrival_time=2021-04-15 00:22:04.874721, cost_time=0:00:00.745019 2021-04-15 00:22:03,229 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.23ms, fps=4340 images/s, loss=0.5380, top1-acc=80.94%, top5-acc=99.06%, remaining_time=0:00:01.335260, arrival_time=2021-04-15 00:22:04.565158, cost_time=0:00:01.335258 2021-04-15 00:22:03,819 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.40ms, fps=4344 images/s, loss=0.5345, top1-acc=81.03%, top5-acc=99.14%, remaining_time=0:00:00.641650, arrival_time=2021-04-15 00:22:04.461247, cost_time=0:00:01.924950 2021-04-15 00:22:04,359 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.06ms, fps=4298 images/s, loss=0.5364, top1-acc=81.49%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:04.359712, cost_time=0:00:02.465095 2021-04-15 00:22:04,451 INFO : Epoch=0049 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:41:11.854658, arrival_time=2021-04-15 02:03:16.305773, cost_time=0:32:50.336920 2021-04-15 00:22:04,452 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 00:22:06,605 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.46ms, fps=1189 images/s, loss=0.3379, top1-acc=88.24%, top5-acc=99.53%, remaining_time=0:00:40.040592, arrival_time=2021-04-15 00:22:46.645903, cost_time=0:00:02.152721 2021-04-15 00:22:08,519 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.55ms, fps=1338 images/s, loss=0.3338, top1-acc=88.40%, top5-acc=99.61%, remaining_time=0:00:35.789072, arrival_time=2021-04-15 00:22:44.308603, cost_time=0:00:04.066941 2021-04-15 00:22:10,433 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.3431, top1-acc=88.02%, top5-acc=99.64%, remaining_time=0:00:33.092266, arrival_time=2021-04-15 00:22:43.525406, cost_time=0:00:05.980543 2021-04-15 00:22:12,347 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.67ms, fps=1338 images/s, loss=0.3517, top1-acc=87.73%, top5-acc=99.61%, remaining_time=0:00:30.788940, arrival_time=2021-04-15 00:22:43.136038, cost_time=0:00:07.894587 2021-04-15 00:22:14,254 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.71ms, fps=1342 images/s, loss=0.3520, top1-acc=87.76%, top5-acc=99.65%, remaining_time=0:00:28.622570, arrival_time=2021-04-15 00:22:42.877322, cost_time=0:00:09.802266 2021-04-15 00:22:16,173 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=2.13ms, fps=1334 images/s, loss=0.3519, top1-acc=87.70%, top5-acc=99.63%, remaining_time=0:00:26.568008, arrival_time=2021-04-15 00:22:42.741809, cost_time=0:00:11.721206 2021-04-15 00:22:18,092 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.3504, top1-acc=87.77%, top5-acc=99.61%, remaining_time=0:00:24.551982, arrival_time=2021-04-15 00:22:42.644490, cost_time=0:00:13.639994 2021-04-15 00:22:20,017 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.35ms, fps=1330 images/s, loss=0.3524, top1-acc=87.71%, top5-acc=99.60%, remaining_time=0:00:22.569772, arrival_time=2021-04-15 00:22:42.587659, cost_time=0:00:15.565380 2021-04-15 00:22:21,926 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.3550, top1-acc=87.63%, top5-acc=99.58%, remaining_time=0:00:20.580536, arrival_time=2021-04-15 00:22:42.507040, cost_time=0:00:17.473995 2021-04-15 00:22:23,836 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.3539, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:18.608448, arrival_time=2021-04-15 00:22:42.444732, cost_time=0:00:19.383775 2021-04-15 00:22:25,762 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.43ms, fps=1329 images/s, loss=0.3533, top1-acc=87.72%, top5-acc=99.60%, remaining_time=0:00:16.660522, arrival_time=2021-04-15 00:22:42.422977, cost_time=0:00:21.309954 2021-04-15 00:22:27,669 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.3556, top1-acc=87.61%, top5-acc=99.60%, remaining_time=0:00:14.704328, arrival_time=2021-04-15 00:22:42.374232, cost_time=0:00:23.217382 2021-04-15 00:22:29,583 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.3568, top1-acc=87.59%, top5-acc=99.60%, remaining_time=0:00:12.758856, arrival_time=2021-04-15 00:22:42.342564, cost_time=0:00:25.131115 2021-04-15 00:22:31,506 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.35ms, fps=1332 images/s, loss=0.3577, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:10.821496, arrival_time=2021-04-15 00:22:42.327800, cost_time=0:00:27.053801 2021-04-15 00:22:33,413 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.3568, top1-acc=87.60%, top5-acc=99.62%, remaining_time=0:00:08.881312, arrival_time=2021-04-15 00:22:42.294672, cost_time=0:00:28.960837 2021-04-15 00:22:35,325 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.56ms, fps=1339 images/s, loss=0.3567, top1-acc=87.63%, top5-acc=99.62%, remaining_time=0:00:06.946380, arrival_time=2021-04-15 00:22:42.271771, cost_time=0:00:30.872842 2021-04-15 00:22:37,243 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.3598, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:05.015062, arrival_time=2021-04-15 00:22:42.258383, cost_time=0:00:32.790767 2021-04-15 00:22:39,152 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.3596, top1-acc=87.57%, top5-acc=99.62%, remaining_time=0:00:03.084416, arrival_time=2021-04-15 00:22:42.236594, cost_time=0:00:34.699669 2021-04-15 00:22:41,062 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.22ms, fps=1340 images/s, loss=0.3599, top1-acc=87.56%, top5-acc=99.61%, remaining_time=0:00:01.156104, arrival_time=2021-04-15 00:22:42.218648, cost_time=0:00:36.610029 2021-04-15 00:22:42,091 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.21ms, fps=1322 images/s, loss=0.3606, top1-acc=87.52%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:42.091595, cost_time=0:00:37.639094 2021-04-15 00:22:42,807 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.12ms, fps=3583 images/s, loss=0.5980, top1-acc=80.00%, top5-acc=99.18%, remaining_time=0:00:02.143410, arrival_time=2021-04-15 00:22:44.951318, cost_time=0:00:00.714471 2021-04-15 00:22:43,399 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.19ms, fps=4334 images/s, loss=0.6139, top1-acc=79.30%, top5-acc=98.89%, remaining_time=0:00:01.305540, arrival_time=2021-04-15 00:22:44.704543, cost_time=0:00:01.305547 2021-04-15 00:22:43,991 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.42ms, fps=4327 images/s, loss=0.6144, top1-acc=79.40%, top5-acc=99.01%, remaining_time=0:00:00.632520, arrival_time=2021-04-15 00:22:44.623560, cost_time=0:00:01.897574 2021-04-15 00:22:44,532 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=4288 images/s, loss=0.6317, top1-acc=79.47%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:44.532480, cost_time=0:00:02.439066 2021-04-15 00:22:44,630 INFO : Epoch=0050 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:40:31.549950, arrival_time=2021-04-15 02:03:16.180807, cost_time=0:33:30.516664 2021-04-15 00:22:44,632 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 00:22:46,766 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.64ms, fps=1200 images/s, loss=0.3378, top1-acc=88.95%, top5-acc=99.73%, remaining_time=0:00:39.690912, arrival_time=2021-04-15 00:23:26.457099, cost_time=0:00:02.133920 2021-04-15 00:22:48,679 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3358, top1-acc=88.83%, top5-acc=99.61%, remaining_time=0:00:35.617296, arrival_time=2021-04-15 00:23:24.296968, cost_time=0:00:04.047413 2021-04-15 00:22:50,586 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.50ms, fps=1343 images/s, loss=0.3310, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:32.947182, arrival_time=2021-04-15 00:23:23.533783, cost_time=0:00:05.954322 2021-04-15 00:22:52,499 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.3374, top1-acc=88.59%, top5-acc=99.68%, remaining_time=0:00:30.683484, arrival_time=2021-04-15 00:23:23.183297, cost_time=0:00:07.867543 2021-04-15 00:22:54,408 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3450, top1-acc=88.33%, top5-acc=99.66%, remaining_time=0:00:28.545044, arrival_time=2021-04-15 00:23:22.953023, cost_time=0:00:09.775705 2021-04-15 00:22:56,324 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.72ms, fps=1336 images/s, loss=0.3454, top1-acc=88.21%, top5-acc=99.64%, remaining_time=0:00:26.503000, arrival_time=2021-04-15 00:23:22.827790, cost_time=0:00:11.692522 2021-04-15 00:22:58,251 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.47ms, fps=1329 images/s, loss=0.3470, top1-acc=88.11%, top5-acc=99.62%, remaining_time=0:00:24.514182, arrival_time=2021-04-15 00:23:22.765518, cost_time=0:00:13.619008 2021-04-15 00:23:00,167 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.90ms, fps=1336 images/s, loss=0.3509, top1-acc=88.06%, top5-acc=99.60%, remaining_time=0:00:22.525808, arrival_time=2021-04-15 00:23:22.693208, cost_time=0:00:15.535053 2021-04-15 00:23:02,077 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.3511, top1-acc=88.00%, top5-acc=99.62%, remaining_time=0:00:20.546510, arrival_time=2021-04-15 00:23:22.623939, cost_time=0:00:17.445178 2021-04-15 00:23:04,002 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.34ms, fps=1330 images/s, loss=0.3508, top1-acc=88.05%, top5-acc=99.63%, remaining_time=0:00:18.595200, arrival_time=2021-04-15 00:23:22.597511, cost_time=0:00:19.370038 2021-04-15 00:23:05,910 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.14ms, fps=1342 images/s, loss=0.3508, top1-acc=87.99%, top5-acc=99.64%, remaining_time=0:00:16.635410, arrival_time=2021-04-15 00:23:22.545581, cost_time=0:00:21.277892 2021-04-15 00:23:07,816 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.3515, top1-acc=87.99%, top5-acc=99.65%, remaining_time=0:00:14.683580, arrival_time=2021-04-15 00:23:22.500397, cost_time=0:00:23.184552 2021-04-15 00:23:09,732 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.3508, top1-acc=88.01%, top5-acc=99.65%, remaining_time=0:00:12.743346, arrival_time=2021-04-15 00:23:22.476097, cost_time=0:00:25.100490 2021-04-15 00:23:11,640 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3543, top1-acc=87.95%, top5-acc=99.63%, remaining_time=0:00:10.803352, arrival_time=2021-04-15 00:23:22.444068, cost_time=0:00:27.008415 2021-04-15 00:23:13,553 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.3559, top1-acc=87.90%, top5-acc=99.63%, remaining_time=0:00:08.869168, arrival_time=2021-04-15 00:23:22.422581, cost_time=0:00:28.921151 2021-04-15 00:23:15,476 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.49ms, fps=1332 images/s, loss=0.3579, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:06.939864, arrival_time=2021-04-15 00:23:22.415936, cost_time=0:00:30.843770 2021-04-15 00:23:17,385 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.3589, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:05.009368, arrival_time=2021-04-15 00:23:22.395137, cost_time=0:00:32.753502 2021-04-15 00:23:19,296 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.3584, top1-acc=87.76%, top5-acc=99.62%, remaining_time=0:00:03.081248, arrival_time=2021-04-15 00:23:22.377570, cost_time=0:00:34.664006 2021-04-15 00:23:21,210 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3596, top1-acc=87.70%, top5-acc=99.62%, remaining_time=0:00:01.155096, arrival_time=2021-04-15 00:23:22.365384, cost_time=0:00:36.578040 2021-04-15 00:23:22,237 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.25ms, fps=1324 images/s, loss=0.3602, top1-acc=87.67%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:22.237480, cost_time=0:00:37.605214 2021-04-15 00:23:22,963 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.20ms, fps=3537 images/s, loss=0.5654, top1-acc=80.55%, top5-acc=98.95%, remaining_time=0:00:02.171100, arrival_time=2021-04-15 00:23:25.134078, cost_time=0:00:00.723697 2021-04-15 00:23:23,560 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=2.52ms, fps=4287 images/s, loss=0.5497, top1-acc=81.02%, top5-acc=98.98%, remaining_time=0:00:01.321240, arrival_time=2021-04-15 00:23:24.881767, cost_time=0:00:01.321242 2021-04-15 00:23:24,154 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.25ms, fps=4315 images/s, loss=0.5599, top1-acc=80.70%, top5-acc=99.02%, remaining_time=0:00:00.638300, arrival_time=2021-04-15 00:23:24.792472, cost_time=0:00:01.914907 2021-04-15 00:23:24,697 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.08ms, fps=4270 images/s, loss=0.5576, top1-acc=80.94%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:24.697872, cost_time=0:00:02.458626 2021-04-15 00:23:24,842 INFO : Epoch=0051 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:39:51.341852, arrival_time=2021-04-15 02:03:16.183807, cost_time=0:34:10.727759 2021-04-15 00:23:24,843 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 00:23:26,972 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.44ms, fps=1202 images/s, loss=0.3640, top1-acc=87.03%, top5-acc=99.80%, remaining_time=0:00:39.604794, arrival_time=2021-04-15 00:24:06.577484, cost_time=0:00:02.129290 2021-04-15 00:23:28,885 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.3555, top1-acc=87.34%, top5-acc=99.75%, remaining_time=0:00:35.569424, arrival_time=2021-04-15 00:24:04.454808, cost_time=0:00:04.041978 2021-04-15 00:23:30,801 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.3573, top1-acc=87.49%, top5-acc=99.69%, remaining_time=0:00:32.965442, arrival_time=2021-04-15 00:24:03.766464, cost_time=0:00:05.957614 2021-04-15 00:23:32,705 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.3496, top1-acc=87.83%, top5-acc=99.69%, remaining_time=0:00:30.663672, arrival_time=2021-04-15 00:24:03.369465, cost_time=0:00:07.862469 2021-04-15 00:23:34,616 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.3481, top1-acc=87.91%, top5-acc=99.69%, remaining_time=0:00:28.538766, arrival_time=2021-04-15 00:24:03.155638, cost_time=0:00:09.773558 2021-04-15 00:23:36,532 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.82ms, fps=1337 images/s, loss=0.3502, top1-acc=87.91%, top5-acc=99.65%, remaining_time=0:00:26.494840, arrival_time=2021-04-15 00:24:03.027161, cost_time=0:00:11.688915 2021-04-15 00:23:38,448 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.3495, top1-acc=87.87%, top5-acc=99.66%, remaining_time=0:00:24.488478, arrival_time=2021-04-15 00:24:02.936551, cost_time=0:00:13.604743 2021-04-15 00:23:40,363 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.3487, top1-acc=87.90%, top5-acc=99.65%, remaining_time=0:00:22.503652, arrival_time=2021-04-15 00:24:02.866727, cost_time=0:00:15.519760 2021-04-15 00:23:42,276 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.3472, top1-acc=88.03%, top5-acc=99.64%, remaining_time=0:00:20.532836, arrival_time=2021-04-15 00:24:02.809736, cost_time=0:00:17.433578 2021-04-15 00:23:44,189 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.3495, top1-acc=88.00%, top5-acc=99.63%, remaining_time=0:00:18.572064, arrival_time=2021-04-15 00:24:02.761321, cost_time=0:00:19.345937 2021-04-15 00:23:46,102 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3538, top1-acc=87.85%, top5-acc=99.63%, remaining_time=0:00:16.620962, arrival_time=2021-04-15 00:24:02.723689, cost_time=0:00:21.259412 2021-04-15 00:23:48,017 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.3559, top1-acc=87.78%, top5-acc=99.61%, remaining_time=0:00:14.676664, arrival_time=2021-04-15 00:24:02.693712, cost_time=0:00:23.173725 2021-04-15 00:23:49,922 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.3587, top1-acc=87.68%, top5-acc=99.59%, remaining_time=0:00:12.732390, arrival_time=2021-04-15 00:24:02.654682, cost_time=0:00:25.078892 2021-04-15 00:23:51,837 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3577, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:10.797584, arrival_time=2021-04-15 00:24:02.634787, cost_time=0:00:26.993891 2021-04-15 00:23:53,749 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3580, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:08.864568, arrival_time=2021-04-15 00:24:02.614160, cost_time=0:00:28.906272 2021-04-15 00:23:55,654 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.3593, top1-acc=87.63%, top5-acc=99.61%, remaining_time=0:00:06.932592, arrival_time=2021-04-15 00:24:02.587419, cost_time=0:00:30.811510 2021-04-15 00:23:57,577 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=2.16ms, fps=1331 images/s, loss=0.3593, top1-acc=87.64%, top5-acc=99.61%, remaining_time=0:00:05.006456, arrival_time=2021-04-15 00:24:02.584374, cost_time=0:00:32.734601 2021-04-15 00:23:59,492 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.3605, top1-acc=87.60%, top5-acc=99.60%, remaining_time=0:00:03.079936, arrival_time=2021-04-15 00:24:02.572560, cost_time=0:00:34.649318 2021-04-15 00:24:01,400 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.3602, top1-acc=87.62%, top5-acc=99.60%, remaining_time=0:00:01.154448, arrival_time=2021-04-15 00:24:02.555261, cost_time=0:00:36.557496 2021-04-15 00:24:02,435 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.38ms, fps=1315 images/s, loss=0.3616, top1-acc=87.59%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:02.435180, cost_time=0:00:37.591836 2021-04-15 00:24:03,193 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=2.78ms, fps=3384 images/s, loss=0.5300, top1-acc=81.84%, top5-acc=99.06%, remaining_time=0:00:02.269650, arrival_time=2021-04-15 00:24:05.463435, cost_time=0:00:00.756549 2021-04-15 00:24:03,781 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.20ms, fps=4360 images/s, loss=0.5417, top1-acc=81.80%, top5-acc=99.10%, remaining_time=0:00:01.344100, arrival_time=2021-04-15 00:24:05.125431, cost_time=0:00:01.344091 2021-04-15 00:24:04,370 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.32ms, fps=4351 images/s, loss=0.5440, top1-acc=81.64%, top5-acc=99.09%, remaining_time=0:00:00.644280, arrival_time=2021-04-15 00:24:05.014342, cost_time=0:00:01.932833 2021-04-15 00:24:04,912 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.07ms, fps=4277 images/s, loss=0.5547, top1-acc=81.50%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:04.912763, cost_time=0:00:02.475554 2021-04-15 00:24:05,040 INFO : Epoch=0052 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:39:11.098500, arrival_time=2021-04-15 02:03:16.139192, cost_time=0:34:50.926494 2021-04-15 00:24:05,041 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 00:24:07,138 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.34ms, fps=1221 images/s, loss=0.3568, top1-acc=87.42%, top5-acc=99.73%, remaining_time=0:00:38.982624, arrival_time=2021-04-15 00:24:46.120566, cost_time=0:00:02.095842 2021-04-15 00:24:09,064 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.43ms, fps=1329 images/s, loss=0.3500, top1-acc=87.99%, top5-acc=99.63%, remaining_time=0:00:35.396768, arrival_time=2021-04-15 00:24:44.461230, cost_time=0:00:04.022355 2021-04-15 00:24:10,972 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.3486, top1-acc=88.07%, top5-acc=99.65%, remaining_time=0:00:32.813718, arrival_time=2021-04-15 00:24:43.785922, cost_time=0:00:05.930185 2021-04-15 00:24:12,890 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.88ms, fps=1335 images/s, loss=0.3522, top1-acc=88.17%, top5-acc=99.69%, remaining_time=0:00:30.608916, arrival_time=2021-04-15 00:24:43.499452, cost_time=0:00:07.848431 2021-04-15 00:24:14,804 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.3533, top1-acc=88.11%, top5-acc=99.67%, remaining_time=0:00:28.505040, arrival_time=2021-04-15 00:24:43.309027, cost_time=0:00:09.761977 2021-04-15 00:24:16,719 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.60ms, fps=1337 images/s, loss=0.3519, top1-acc=88.18%, top5-acc=99.69%, remaining_time=0:00:26.469000, arrival_time=2021-04-15 00:24:43.188492, cost_time=0:00:11.677473 2021-04-15 00:24:18,646 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.53ms, fps=1329 images/s, loss=0.3544, top1-acc=88.09%, top5-acc=99.67%, remaining_time=0:00:24.488478, arrival_time=2021-04-15 00:24:43.135312, cost_time=0:00:13.604731 2021-04-15 00:24:20,569 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.53ms, fps=1332 images/s, loss=0.3530, top1-acc=88.13%, top5-acc=99.67%, remaining_time=0:00:22.514672, arrival_time=2021-04-15 00:24:43.084099, cost_time=0:00:15.527374 2021-04-15 00:24:22,475 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3520, top1-acc=88.18%, top5-acc=99.64%, remaining_time=0:00:20.533048, arrival_time=2021-04-15 00:24:43.008807, cost_time=0:00:17.433757 2021-04-15 00:24:24,390 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.46ms, fps=1338 images/s, loss=0.3539, top1-acc=88.09%, top5-acc=99.65%, remaining_time=0:00:18.574176, arrival_time=2021-04-15 00:24:42.964255, cost_time=0:00:19.348052 2021-04-15 00:24:26,298 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.3522, top1-acc=88.18%, top5-acc=99.66%, remaining_time=0:00:16.618898, arrival_time=2021-04-15 00:24:42.917681, cost_time=0:00:21.256771 2021-04-15 00:24:28,204 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.3514, top1-acc=88.18%, top5-acc=99.66%, remaining_time=0:00:14.669368, arrival_time=2021-04-15 00:24:42.873506, cost_time=0:00:23.162121 2021-04-15 00:24:30,124 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.29ms, fps=1333 images/s, loss=0.3502, top1-acc=88.23%, top5-acc=99.67%, remaining_time=0:00:12.734304, arrival_time=2021-04-15 00:24:42.859094, cost_time=0:00:25.082682 2021-04-15 00:24:32,033 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3515, top1-acc=88.16%, top5-acc=99.66%, remaining_time=0:00:10.796632, arrival_time=2021-04-15 00:24:42.830263, cost_time=0:00:26.991617 2021-04-15 00:24:33,940 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.3514, top1-acc=88.11%, top5-acc=99.66%, remaining_time=0:00:08.862268, arrival_time=2021-04-15 00:24:42.802964, cost_time=0:00:28.898669 2021-04-15 00:24:35,860 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.39ms, fps=1333 images/s, loss=0.3525, top1-acc=88.05%, top5-acc=99.66%, remaining_time=0:00:06.934248, arrival_time=2021-04-15 00:24:42.795111, cost_time=0:00:30.818847 2021-04-15 00:24:37,770 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.3528, top1-acc=88.02%, top5-acc=99.65%, remaining_time=0:00:05.005468, arrival_time=2021-04-15 00:24:42.775659, cost_time=0:00:32.728141 2021-04-15 00:24:39,679 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.46ms, fps=1341 images/s, loss=0.3538, top1-acc=87.99%, top5-acc=99.65%, remaining_time=0:00:03.078928, arrival_time=2021-04-15 00:24:42.758878, cost_time=0:00:34.637939 2021-04-15 00:24:41,594 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.15ms, fps=1338 images/s, loss=0.3535, top1-acc=88.00%, top5-acc=99.65%, remaining_time=0:00:01.154280, arrival_time=2021-04-15 00:24:42.748409, cost_time=0:00:36.552111 2021-04-15 00:24:42,617 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.43ms, fps=1329 images/s, loss=0.3540, top1-acc=87.99%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:42.617667, cost_time=0:00:37.575648 2021-04-15 00:24:43,363 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.39ms, fps=3442 images/s, loss=0.5429, top1-acc=82.30%, top5-acc=98.91%, remaining_time=0:00:02.230920, arrival_time=2021-04-15 00:24:45.594221, cost_time=0:00:00.743645 2021-04-15 00:24:43,956 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.27ms, fps=4322 images/s, loss=0.5685, top1-acc=81.23%, top5-acc=98.95%, remaining_time=0:00:01.336280, arrival_time=2021-04-15 00:24:45.292237, cost_time=0:00:01.336273 2021-04-15 00:24:44,546 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.33ms, fps=4340 images/s, loss=0.5625, top1-acc=81.35%, top5-acc=99.05%, remaining_time=0:00:00.642170, arrival_time=2021-04-15 00:24:45.188314, cost_time=0:00:01.926505 2021-04-15 00:24:45,087 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=4290 images/s, loss=0.5591, top1-acc=81.51%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:45.087317, cost_time=0:00:02.467639 2021-04-15 00:24:45,217 INFO : Epoch=0053 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:38:30.795324, arrival_time=2021-04-15 02:03:16.012593, cost_time=0:35:31.103070 2021-04-15 00:24:45,218 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 00:24:47,292 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.47ms, fps=1234 images/s, loss=0.3615, top1-acc=86.76%, top5-acc=99.57%, remaining_time=0:00:38.576214, arrival_time=2021-04-15 00:25:25.868823, cost_time=0:00:02.073987 2021-04-15 00:24:49,207 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.3503, top1-acc=87.52%, top5-acc=99.63%, remaining_time=0:00:35.096512, arrival_time=2021-04-15 00:25:24.303563, cost_time=0:00:03.988247 2021-04-15 00:24:51,116 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.80ms, fps=1341 images/s, loss=0.3468, top1-acc=87.63%, top5-acc=99.61%, remaining_time=0:00:32.634106, arrival_time=2021-04-15 00:25:23.750462, cost_time=0:00:05.897727 2021-04-15 00:24:53,036 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.45ms, fps=1334 images/s, loss=0.3469, top1-acc=87.88%, top5-acc=99.62%, remaining_time=0:00:30.489420, arrival_time=2021-04-15 00:25:23.525930, cost_time=0:00:07.817782 2021-04-15 00:24:54,946 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.3457, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:00:28.405322, arrival_time=2021-04-15 00:25:23.351829, cost_time=0:00:09.727873 2021-04-15 00:24:56,860 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.3455, top1-acc=87.99%, top5-acc=99.60%, remaining_time=0:00:26.388760, arrival_time=2021-04-15 00:25:23.249480, cost_time=0:00:11.642090 2021-04-15 00:24:58,784 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.47ms, fps=1331 images/s, loss=0.3452, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:24.418170, arrival_time=2021-04-15 00:25:23.202517, cost_time=0:00:13.565634 2021-04-15 00:25:00,697 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.3470, top1-acc=87.97%, top5-acc=99.62%, remaining_time=0:00:22.444956, arrival_time=2021-04-15 00:25:23.142848, cost_time=0:00:15.479263 2021-04-15 00:25:02,604 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.3475, top1-acc=87.96%, top5-acc=99.64%, remaining_time=0:00:20.476126, arrival_time=2021-04-15 00:25:23.080147, cost_time=0:00:17.385369 2021-04-15 00:25:04,518 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.3471, top1-acc=88.01%, top5-acc=99.62%, remaining_time=0:00:18.527808, arrival_time=2021-04-15 00:25:23.046180, cost_time=0:00:19.299758 2021-04-15 00:25:06,429 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.3494, top1-acc=87.88%, top5-acc=99.63%, remaining_time=0:00:16.583294, arrival_time=2021-04-15 00:25:23.013128, cost_time=0:00:21.211220 2021-04-15 00:25:08,339 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.3515, top1-acc=87.84%, top5-acc=99.63%, remaining_time=0:00:14.642920, arrival_time=2021-04-15 00:25:22.981942, cost_time=0:00:23.120413 2021-04-15 00:25:10,252 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.3521, top1-acc=87.83%, top5-acc=99.65%, remaining_time=0:00:12.709620, arrival_time=2021-04-15 00:25:22.962369, cost_time=0:00:25.034130 2021-04-15 00:25:12,166 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.3523, top1-acc=87.88%, top5-acc=99.63%, remaining_time=0:00:10.778992, arrival_time=2021-04-15 00:25:22.945233, cost_time=0:00:26.947539 2021-04-15 00:25:14,075 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.78ms, fps=1341 images/s, loss=0.3524, top1-acc=87.88%, top5-acc=99.62%, remaining_time=0:00:08.849434, arrival_time=2021-04-15 00:25:22.924948, cost_time=0:00:28.856892 2021-04-15 00:25:15,998 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.39ms, fps=1331 images/s, loss=0.3522, top1-acc=87.88%, top5-acc=99.61%, remaining_time=0:00:06.925500, arrival_time=2021-04-15 00:25:22.924203, cost_time=0:00:30.780043 2021-04-15 00:25:17,904 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.45ms, fps=1344 images/s, loss=0.3503, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:00:04.998942, arrival_time=2021-04-15 00:25:22.902909, cost_time=0:00:32.685355 2021-04-15 00:25:19,812 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.3505, top1-acc=87.94%, top5-acc=99.62%, remaining_time=0:00:03.075024, arrival_time=2021-04-15 00:25:22.887606, cost_time=0:00:34.593953 2021-04-15 00:25:21,733 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.75ms, fps=1333 images/s, loss=0.3506, top1-acc=87.96%, top5-acc=99.63%, remaining_time=0:00:01.153098, arrival_time=2021-04-15 00:25:22.886405, cost_time=0:00:36.514688 2021-04-15 00:25:22,758 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.43ms, fps=1327 images/s, loss=0.3509, top1-acc=88.00%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:22.758175, cost_time=0:00:37.539575 2021-04-15 00:25:23,468 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.25ms, fps=3611 images/s, loss=0.5053, top1-acc=82.97%, top5-acc=99.22%, remaining_time=0:00:02.127060, arrival_time=2021-04-15 00:25:25.595901, cost_time=0:00:00.709015 2021-04-15 00:25:24,059 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.26ms, fps=4336 images/s, loss=0.5219, top1-acc=82.13%, top5-acc=99.26%, remaining_time=0:00:01.299700, arrival_time=2021-04-15 00:25:25.359229, cost_time=0:00:01.299707 2021-04-15 00:25:24,648 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.38ms, fps=4348 images/s, loss=0.5191, top1-acc=82.40%, top5-acc=99.26%, remaining_time=0:00:00.629620, arrival_time=2021-04-15 00:25:25.278311, cost_time=0:00:01.888874 2021-04-15 00:25:25,191 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.06ms, fps=4281 images/s, loss=0.5145, top1-acc=82.62%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:25.191013, cost_time=0:00:02.431217 2021-04-15 00:25:25,292 INFO : Epoch=0054 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:37:50.221854, arrival_time=2021-04-15 02:03:15.514022, cost_time=0:36:11.177972 2021-04-15 00:25:25,293 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 00:25:27,416 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.42ms, fps=1206 images/s, loss=0.3648, top1-acc=87.42%, top5-acc=99.77%, remaining_time=0:00:39.477942, arrival_time=2021-04-15 00:26:06.894028, cost_time=0:00:02.122467 2021-04-15 00:25:29,330 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.3600, top1-acc=87.56%, top5-acc=99.69%, remaining_time=0:00:35.528240, arrival_time=2021-04-15 00:26:04.859173, cost_time=0:00:04.037309 2021-04-15 00:25:31,237 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.3469, top1-acc=88.02%, top5-acc=99.70%, remaining_time=0:00:32.889580, arrival_time=2021-04-15 00:26:04.127082, cost_time=0:00:05.943890 2021-04-15 00:25:33,152 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.3525, top1-acc=87.88%, top5-acc=99.73%, remaining_time=0:00:30.650100, arrival_time=2021-04-15 00:26:03.802728, cost_time=0:00:07.859016 2021-04-15 00:25:35,063 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.3490, top1-acc=88.06%, top5-acc=99.70%, remaining_time=0:00:28.527670, arrival_time=2021-04-15 00:26:03.591040, cost_time=0:00:09.769735 2021-04-15 00:25:36,980 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.44ms, fps=1336 images/s, loss=0.3510, top1-acc=88.01%, top5-acc=99.69%, remaining_time=0:00:26.490080, arrival_time=2021-04-15 00:26:03.470690, cost_time=0:00:11.686804 2021-04-15 00:25:38,909 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.58ms, fps=1328 images/s, loss=0.3495, top1-acc=88.16%, top5-acc=99.67%, remaining_time=0:00:24.507630, arrival_time=2021-04-15 00:26:03.416722, cost_time=0:00:13.615337 2021-04-15 00:25:40,829 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.79ms, fps=1334 images/s, loss=0.3488, top1-acc=88.01%, top5-acc=99.66%, remaining_time=0:00:22.526736, arrival_time=2021-04-15 00:26:03.356084, cost_time=0:00:15.535684 2021-04-15 00:25:42,755 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.40ms, fps=1329 images/s, loss=0.3480, top1-acc=88.04%, top5-acc=99.65%, remaining_time=0:00:20.566014, arrival_time=2021-04-15 00:26:03.321459, cost_time=0:00:17.461710 2021-04-15 00:25:44,662 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3460, top1-acc=88.08%, top5-acc=99.65%, remaining_time=0:00:18.594336, arrival_time=2021-04-15 00:26:03.257023, cost_time=0:00:19.369059 2021-04-15 00:25:46,590 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.76ms, fps=1328 images/s, loss=0.3444, top1-acc=88.10%, top5-acc=99.67%, remaining_time=0:00:16.650202, arrival_time=2021-04-15 00:26:03.240742, cost_time=0:00:21.296785 2021-04-15 00:25:48,506 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.59ms, fps=1336 images/s, loss=0.3478, top1-acc=88.00%, top5-acc=99.65%, remaining_time=0:00:14.701516, arrival_time=2021-04-15 00:26:03.208211, cost_time=0:00:23.212951 2021-04-15 00:25:50,413 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3489, top1-acc=87.99%, top5-acc=99.65%, remaining_time=0:00:12.752982, arrival_time=2021-04-15 00:26:03.166109, cost_time=0:00:25.119503 2021-04-15 00:25:52,330 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.61ms, fps=1335 images/s, loss=0.3492, top1-acc=87.96%, top5-acc=99.65%, remaining_time=0:00:10.814720, arrival_time=2021-04-15 00:26:03.145289, cost_time=0:00:27.036844 2021-04-15 00:25:54,241 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.3495, top1-acc=87.95%, top5-acc=99.66%, remaining_time=0:00:08.877310, arrival_time=2021-04-15 00:26:03.118732, cost_time=0:00:28.947800 2021-04-15 00:25:56,148 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.76ms, fps=1342 images/s, loss=0.3504, top1-acc=87.96%, top5-acc=99.65%, remaining_time=0:00:06.942456, arrival_time=2021-04-15 00:26:03.091388, cost_time=0:00:30.855306 2021-04-15 00:25:58,069 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.45ms, fps=1333 images/s, loss=0.3506, top1-acc=87.94%, top5-acc=99.66%, remaining_time=0:00:05.012800, arrival_time=2021-04-15 00:26:03.082528, cost_time=0:00:32.776008 2021-04-15 00:25:59,979 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.3510, top1-acc=87.96%, top5-acc=99.67%, remaining_time=0:00:03.083200, arrival_time=2021-04-15 00:26:03.062754, cost_time=0:00:34.685913 2021-04-15 00:26:01,887 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.3511, top1-acc=87.97%, top5-acc=99.67%, remaining_time=0:00:01.155612, arrival_time=2021-04-15 00:26:03.043530, cost_time=0:00:36.594296 2021-04-15 00:26:02,919 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.65ms, fps=1319 images/s, loss=0.3512, top1-acc=87.94%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:02.919609, cost_time=0:00:37.626013 2021-04-15 00:26:03,658 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.39ms, fps=3474 images/s, loss=0.5982, top1-acc=79.30%, top5-acc=98.95%, remaining_time=0:00:02.210490, arrival_time=2021-04-15 00:26:05.868557, cost_time=0:00:00.736827 2021-04-15 00:26:04,247 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.24ms, fps=4344 images/s, loss=0.6041, top1-acc=79.20%, top5-acc=98.98%, remaining_time=0:00:01.326520, arrival_time=2021-04-15 00:26:05.574280, cost_time=0:00:01.326524 2021-04-15 00:26:04,837 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.22ms, fps=4343 images/s, loss=0.5942, top1-acc=79.57%, top5-acc=99.06%, remaining_time=0:00:00.638770, arrival_time=2021-04-15 00:26:05.476316, cost_time=0:00:01.916324 2021-04-15 00:26:05,378 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.07ms, fps=4292 images/s, loss=0.5856, top1-acc=79.58%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:05.378369, cost_time=0:00:02.457162 2021-04-15 00:26:05,465 INFO : Epoch=0055 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:37:09.925390, arrival_time=2021-04-15 02:03:15.390610, cost_time=0:36:51.351028 2021-04-15 00:26:05,466 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 00:26:07,594 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.36ms, fps=1203 images/s, loss=0.3343, top1-acc=88.67%, top5-acc=99.57%, remaining_time=0:00:39.583404, arrival_time=2021-04-15 00:26:47.178163, cost_time=0:00:02.128145 2021-04-15 00:26:09,513 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.3436, top1-acc=88.07%, top5-acc=99.63%, remaining_time=0:00:35.615712, arrival_time=2021-04-15 00:26:45.129598, cost_time=0:00:04.047248 2021-04-15 00:26:11,424 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.3420, top1-acc=88.31%, top5-acc=99.62%, remaining_time=0:00:32.965442, arrival_time=2021-04-15 00:26:44.389738, cost_time=0:00:05.957602 2021-04-15 00:26:13,336 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.3372, top1-acc=88.55%, top5-acc=99.64%, remaining_time=0:00:30.693936, arrival_time=2021-04-15 00:26:44.030739, cost_time=0:00:07.870250 2021-04-15 00:26:15,259 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.39ms, fps=1331 images/s, loss=0.3370, top1-acc=88.52%, top5-acc=99.62%, remaining_time=0:00:28.596728, arrival_time=2021-04-15 00:26:43.856673, cost_time=0:00:09.793414 2021-04-15 00:26:17,188 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=13.79ms, fps=1328 images/s, loss=0.3380, top1-acc=88.39%, top5-acc=99.62%, remaining_time=0:00:26.569096, arrival_time=2021-04-15 00:26:43.757475, cost_time=0:00:11.721631 2021-04-15 00:26:19,109 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.53ms, fps=1333 images/s, loss=0.3376, top1-acc=88.40%, top5-acc=99.60%, remaining_time=0:00:24.556392, arrival_time=2021-04-15 00:26:43.665387, cost_time=0:00:13.642443 2021-04-15 00:26:21,021 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.3378, top1-acc=88.38%, top5-acc=99.60%, remaining_time=0:00:22.555272, arrival_time=2021-04-15 00:26:43.577178, cost_time=0:00:15.555373 2021-04-15 00:26:22,937 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.44ms, fps=1337 images/s, loss=0.3393, top1-acc=88.31%, top5-acc=99.61%, remaining_time=0:00:20.576614, arrival_time=2021-04-15 00:26:43.513854, cost_time=0:00:17.470704 2021-04-15 00:26:24,844 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.3441, top1-acc=88.15%, top5-acc=99.61%, remaining_time=0:00:18.602880, arrival_time=2021-04-15 00:26:43.447396, cost_time=0:00:19.377963 2021-04-15 00:26:26,752 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.3450, top1-acc=88.13%, top5-acc=99.60%, remaining_time=0:00:16.641602, arrival_time=2021-04-15 00:26:43.393938, cost_time=0:00:21.285811 2021-04-15 00:26:28,668 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.3456, top1-acc=88.07%, top5-acc=99.61%, remaining_time=0:00:14.694524, arrival_time=2021-04-15 00:26:43.363018, cost_time=0:00:23.201936 2021-04-15 00:26:30,576 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.3479, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:12.748164, arrival_time=2021-04-15 00:26:43.324788, cost_time=0:00:25.110000 2021-04-15 00:26:32,486 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.3460, top1-acc=88.07%, top5-acc=99.61%, remaining_time=0:00:10.807888, arrival_time=2021-04-15 00:26:43.294082, cost_time=0:00:27.019671 2021-04-15 00:26:34,408 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.46ms, fps=1332 images/s, loss=0.3467, top1-acc=88.04%, top5-acc=99.62%, remaining_time=0:00:08.875562, arrival_time=2021-04-15 00:26:43.284128, cost_time=0:00:28.942003 2021-04-15 00:26:36,315 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.3489, top1-acc=87.99%, top5-acc=99.62%, remaining_time=0:00:06.941016, arrival_time=2021-04-15 00:26:43.256560, cost_time=0:00:30.849008 2021-04-15 00:26:38,236 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.67ms, fps=1333 images/s, loss=0.3487, top1-acc=88.00%, top5-acc=99.62%, remaining_time=0:00:05.011916, arrival_time=2021-04-15 00:26:43.248644, cost_time=0:00:32.770187 2021-04-15 00:26:40,156 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.63ms, fps=1334 images/s, loss=0.3482, top1-acc=88.03%, top5-acc=99.63%, remaining_time=0:00:03.083568, arrival_time=2021-04-15 00:26:43.240190, cost_time=0:00:34.690085 2021-04-15 00:26:42,072 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.22ms, fps=1336 images/s, loss=0.3471, top1-acc=88.07%, top5-acc=99.63%, remaining_time=0:00:01.155990, arrival_time=2021-04-15 00:26:43.228838, cost_time=0:00:36.606317 2021-04-15 00:26:43,104 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.40ms, fps=1318 images/s, loss=0.3474, top1-acc=88.06%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:43.104770, cost_time=0:00:37.638238 2021-04-15 00:26:43,842 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=2.47ms, fps=3481 images/s, loss=0.5384, top1-acc=82.23%, top5-acc=99.41%, remaining_time=0:00:02.206350, arrival_time=2021-04-15 00:26:46.048381, cost_time=0:00:00.735452 2021-04-15 00:26:44,432 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.32ms, fps=4338 images/s, loss=0.5247, top1-acc=82.50%, top5-acc=99.45%, remaining_time=0:00:01.325920, arrival_time=2021-04-15 00:26:45.758432, cost_time=0:00:01.325921 2021-04-15 00:26:45,025 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.35ms, fps=4317 images/s, loss=0.5124, top1-acc=82.73%, top5-acc=99.40%, remaining_time=0:00:00.639780, arrival_time=2021-04-15 00:26:45.665693, cost_time=0:00:01.919327 2021-04-15 00:26:45,568 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.07ms, fps=4276 images/s, loss=0.5279, top1-acc=82.70%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:45.568821, cost_time=0:00:02.462268 2021-04-15 00:26:45,678 INFO : Epoch=0056 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:36:29.737296, arrival_time=2021-04-15 02:03:15.415978, cost_time=0:37:31.564480 2021-04-15 00:26:45,679 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 00:26:47,799 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.39ms, fps=1208 images/s, loss=0.3743, top1-acc=86.52%, top5-acc=99.80%, remaining_time=0:00:39.412470, arrival_time=2021-04-15 00:27:27.211509, cost_time=0:00:02.118950 2021-04-15 00:26:49,716 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.3555, top1-acc=87.27%, top5-acc=99.80%, remaining_time=0:00:35.523312, arrival_time=2021-04-15 00:27:25.240146, cost_time=0:00:04.036745 2021-04-15 00:26:51,622 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.3537, top1-acc=87.54%, top5-acc=99.74%, remaining_time=0:00:32.881778, arrival_time=2021-04-15 00:27:24.504378, cost_time=0:00:05.942499 2021-04-15 00:26:53,534 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.3515, top1-acc=87.61%, top5-acc=99.75%, remaining_time=0:00:30.633252, arrival_time=2021-04-15 00:27:24.168011, cost_time=0:00:07.854662 2021-04-15 00:26:55,447 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.3572, top1-acc=87.44%, top5-acc=99.72%, remaining_time=0:00:28.519202, arrival_time=2021-04-15 00:27:23.966171, cost_time=0:00:09.766867 2021-04-15 00:26:57,363 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.3534, top1-acc=87.57%, top5-acc=99.71%, remaining_time=0:00:26.483008, arrival_time=2021-04-15 00:27:23.846771, cost_time=0:00:11.683666 2021-04-15 00:26:59,283 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.3513, top1-acc=87.72%, top5-acc=99.68%, remaining_time=0:00:24.486210, arrival_time=2021-04-15 00:27:23.769805, cost_time=0:00:13.603422 2021-04-15 00:27:01,206 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.73ms, fps=1332 images/s, loss=0.3506, top1-acc=87.81%, top5-acc=99.70%, remaining_time=0:00:22.512584, arrival_time=2021-04-15 00:27:23.718573, cost_time=0:00:15.525899 2021-04-15 00:27:03,119 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.73ms, fps=1338 images/s, loss=0.3516, top1-acc=87.76%, top5-acc=99.70%, remaining_time=0:00:20.539196, arrival_time=2021-04-15 00:27:23.658267, cost_time=0:00:17.438973 2021-04-15 00:27:05,026 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.3509, top1-acc=87.79%, top5-acc=99.68%, remaining_time=0:00:18.572928, arrival_time=2021-04-15 00:27:23.599842, cost_time=0:00:19.346816 2021-04-15 00:27:06,956 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=2.01ms, fps=1327 images/s, loss=0.3489, top1-acc=87.88%, top5-acc=99.68%, remaining_time=0:00:16.634464, arrival_time=2021-04-15 00:27:23.591214, cost_time=0:00:21.276651 2021-04-15 00:27:08,866 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3476, top1-acc=87.91%, top5-acc=99.68%, remaining_time=0:00:14.684568, arrival_time=2021-04-15 00:27:23.550916, cost_time=0:00:23.186165 2021-04-15 00:27:10,787 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.54ms, fps=1333 images/s, loss=0.3472, top1-acc=87.92%, top5-acc=99.69%, remaining_time=0:00:12.746712, arrival_time=2021-04-15 00:27:23.534059, cost_time=0:00:25.107158 2021-04-15 00:27:12,700 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3488, top1-acc=87.89%, top5-acc=99.68%, remaining_time=0:00:10.808000, arrival_time=2021-04-15 00:27:23.508119, cost_time=0:00:27.019979 2021-04-15 00:27:14,616 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.88ms, fps=1336 images/s, loss=0.3473, top1-acc=87.95%, top5-acc=99.68%, remaining_time=0:00:08.873722, arrival_time=2021-04-15 00:27:23.490027, cost_time=0:00:28.936120 2021-04-15 00:27:16,536 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.3468, top1-acc=87.97%, top5-acc=99.68%, remaining_time=0:00:06.942672, arrival_time=2021-04-15 00:27:23.479051, cost_time=0:00:30.856281 2021-04-15 00:27:18,451 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3473, top1-acc=87.97%, top5-acc=99.67%, remaining_time=0:00:05.012046, arrival_time=2021-04-15 00:27:23.463162, cost_time=0:00:32.771016 2021-04-15 00:27:20,364 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3480, top1-acc=87.96%, top5-acc=99.68%, remaining_time=0:00:03.083040, arrival_time=2021-04-15 00:27:23.447497, cost_time=0:00:34.684282 2021-04-15 00:27:22,281 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.3488, top1-acc=87.95%, top5-acc=99.66%, remaining_time=0:00:01.155840, arrival_time=2021-04-15 00:27:23.437474, cost_time=0:00:36.601527 2021-04-15 00:27:23,308 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.26ms, fps=1325 images/s, loss=0.3494, top1-acc=87.93%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:23.308121, cost_time=0:00:37.628004 2021-04-15 00:27:24,010 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.18ms, fps=3655 images/s, loss=0.5634, top1-acc=80.70%, top5-acc=99.22%, remaining_time=0:00:02.101260, arrival_time=2021-04-15 00:27:26.111547, cost_time=0:00:00.700419 2021-04-15 00:27:24,603 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.30ms, fps=4318 images/s, loss=0.5791, top1-acc=80.47%, top5-acc=99.08%, remaining_time=0:00:01.293640, arrival_time=2021-04-15 00:27:25.897200, cost_time=0:00:01.293649 2021-04-15 00:27:25,194 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.32ms, fps=4335 images/s, loss=0.5842, top1-acc=80.27%, top5-acc=99.04%, remaining_time=0:00:00.628200, arrival_time=2021-04-15 00:27:25.822670, cost_time=0:00:01.884610 2021-04-15 00:27:25,737 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=4279 images/s, loss=0.5749, top1-acc=80.48%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:25.737031, cost_time=0:00:02.427193 2021-04-15 00:27:25,839 INFO : Epoch=0057 complete, best val top1-acc=83.05%, top5-acc=99.30% (epoch=31), remaining_time=1:35:49.416387, arrival_time=2021-04-15 02:03:15.256011, cost_time=0:38:11.725425 2021-04-15 00:27:25,840 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 00:27:27,907 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.40ms, fps=1239 images/s, loss=0.3379, top1-acc=88.05%, top5-acc=99.61%, remaining_time=0:00:38.427228, arrival_time=2021-04-15 00:28:06.334251, cost_time=0:00:02.065980 2021-04-15 00:27:29,824 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.81ms, fps=1336 images/s, loss=0.3397, top1-acc=88.07%, top5-acc=99.59%, remaining_time=0:00:35.049872, arrival_time=2021-04-15 00:28:04.873878, cost_time=0:00:03.982941 2021-04-15 00:27:31,731 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.78ms, fps=1343 images/s, loss=0.3478, top1-acc=88.03%, top5-acc=99.56%, remaining_time=0:00:32.591776, arrival_time=2021-04-15 00:28:04.322975, cost_time=0:00:05.890066 2021-04-15 00:27:33,650 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.57ms, fps=1334 images/s, loss=0.3537, top1-acc=87.74%, top5-acc=99.52%, remaining_time=0:00:30.458532, arrival_time=2021-04-15 00:28:04.109462, cost_time=0:00:07.809872 2021-04-15 00:27:35,560 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.3532, top1-acc=87.75%, top5-acc=99.59%, remaining_time=0:00:28.379480, arrival_time=2021-04-15 00:28:03.939533, cost_time=0:00:09.719000 2021-04-15 00:27:37,472 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3504, top1-acc=87.94%, top5-acc=99.61%, remaining_time=0:00:26.364008, arrival_time=2021-04-15 00:28:03.836211, cost_time=0:00:11.631158 2021-04-15 00:27:39,387 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3498, top1-acc=87.89%, top5-acc=99.63%, remaining_time=0:00:24.383016, arrival_time=2021-04-15 00:28:03.770160, cost_time=0:00:13.546091 2021-04-15 00:27:41,307 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.06ms, fps=1333 images/s, loss=0.3487, top1-acc=87.92%, top5-acc=99.63%, remaining_time=0:00:22.426512, arrival_time=2021-04-15 00:28:03.734149, cost_time=0:00:15.466533 2021-04-15 00:27:43,225 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.3497, top1-acc=87.76%, top5-acc=99.64%, remaining_time=0:00:20.475490, arrival_time=2021-04-15 00:28:03.701442, cost_time=0:00:17.384892 2021-04-15 00:27:45,142 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.77ms, fps=1336 images/s, loss=0.3493, top1-acc=87.80%, top5-acc=99.62%, remaining_time=0:00:18.529536, arrival_time=2021-04-15 00:28:03.672205, cost_time=0:00:19.301572 2021-04-15 00:27:47,058 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.3475, top1-acc=87.86%, top5-acc=99.63%, remaining_time=0:00:16.588368, arrival_time=2021-04-15 00:28:03.647115, cost_time=0:00:21.217700 2021-04-15 00:27:48,972 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.3486, top1-acc=87.81%, top5-acc=99.65%, remaining_time=0:00:14.649912, arrival_time=2021-04-15 00:28:03.622438, cost_time=0:00:23.131449 2021-04-15 00:27:50,881 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.3486, top1-acc=87.79%, top5-acc=99.65%, remaining_time=0:00:12.712788, arrival_time=2021-04-15 00:28:03.594210, cost_time=0:00:25.040368 2021-04-15 00:27:52,794 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.3504, top1-acc=87.80%, top5-acc=99.63%, remaining_time=0:00:10.781400, arrival_time=2021-04-15 00:28:03.576001, cost_time=0:00:26.953548 2021-04-15 00:27:54,713 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.3500, top1-acc=87.84%, top5-acc=99.64%, remaining_time=0:00:08.854218, arrival_time=2021-04-15 00:28:03.567682, cost_time=0:00:28.872412 2021-04-15 00:27:56,622 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.64ms, fps=1341 images/s, loss=0.3499, top1-acc=87.90%, top5-acc=99.65%, remaining_time=0:00:06.925788, arrival_time=2021-04-15 00:28:03.548181, cost_time=0:00:30.781252 2021-04-15 00:27:58,531 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3496, top1-acc=87.92%, top5-acc=99.63%, remaining_time=0:00:04.999696, arrival_time=2021-04-15 00:28:03.531101, cost_time=0:00:32.690363 2021-04-15 00:28:00,451 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.3482, top1-acc=87.99%, top5-acc=99.64%, remaining_time=0:00:03.076448, arrival_time=2021-04-15 00:28:03.527577, cost_time=0:00:34.610078 2021-04-15 00:28:02,357 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3479, top1-acc=87.96%, top5-acc=99.64%, remaining_time=0:00:01.153164, arrival_time=2021-04-15 00:28:03.511021, cost_time=0:00:36.516797 2021-04-15 00:28:03,385 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.24ms, fps=1324 images/s, loss=0.3486, top1-acc=87.94%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:03.385299, cost_time=0:00:37.544262 2021-04-15 00:28:04,111 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.34ms, fps=3534 images/s, loss=0.4327, top1-acc=86.02%, top5-acc=99.45%, remaining_time=0:00:02.173350, arrival_time=2021-04-15 00:28:06.284851, cost_time=0:00:00.724449 2021-04-15 00:28:04,700 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.52ms, fps=4348 images/s, loss=0.4357, top1-acc=85.57%, top5-acc=99.37%, remaining_time=0:00:01.313540, arrival_time=2021-04-15 00:28:06.014140, cost_time=0:00:01.313531 2021-04-15 00:28:05,290 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.33ms, fps=4343 images/s, loss=0.4489, top1-acc=84.92%, top5-acc=99.39%, remaining_time=0:00:00.634440, arrival_time=2021-04-15 00:28:05.924821, cost_time=0:00:01.903334 2021-04-15 00:28:05,832 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.06ms, fps=4286 images/s, loss=0.4538, top1-acc=84.44%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:05.832037, cost_time=0:00:02.445004 2021-04-15 00:28:06,073 INFO : Epoch=0058 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:35:09.279974, arrival_time=2021-04-15 02:03:15.353593, cost_time=0:38:51.959418 2021-04-15 00:28:06,074 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 00:28:08,238 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.34ms, fps=1183 images/s, loss=0.3257, top1-acc=88.95%, top5-acc=99.57%, remaining_time=0:00:40.248540, arrival_time=2021-04-15 00:28:48.487386, cost_time=0:00:02.163898 2021-04-15 00:28:10,144 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.28ms, fps=1344 images/s, loss=0.3066, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:35.808784, arrival_time=2021-04-15 00:28:45.952924, cost_time=0:00:04.069189 2021-04-15 00:28:12,058 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.61ms, fps=1337 images/s, loss=0.3052, top1-acc=89.31%, top5-acc=99.70%, remaining_time=0:00:33.111024, arrival_time=2021-04-15 00:28:45.169894, cost_time=0:00:05.983913 2021-04-15 00:28:13,971 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.3178, top1-acc=88.92%, top5-acc=99.65%, remaining_time=0:00:30.797208, arrival_time=2021-04-15 00:28:44.768879, cost_time=0:00:07.896718 2021-04-15 00:28:15,883 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3235, top1-acc=88.78%, top5-acc=99.62%, remaining_time=0:00:28.640966, arrival_time=2021-04-15 00:28:44.524463, cost_time=0:00:09.808549 2021-04-15 00:28:17,800 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.3302, top1-acc=88.53%, top5-acc=99.63%, remaining_time=0:00:26.577256, arrival_time=2021-04-15 00:28:44.377439, cost_time=0:00:11.725247 2021-04-15 00:28:19,721 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.3351, top1-acc=88.32%, top5-acc=99.60%, remaining_time=0:00:24.563700, arrival_time=2021-04-15 00:28:44.285168, cost_time=0:00:13.646510 2021-04-15 00:28:21,635 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.47ms, fps=1338 images/s, loss=0.3355, top1-acc=88.33%, top5-acc=99.60%, remaining_time=0:00:22.563044, arrival_time=2021-04-15 00:28:44.198667, cost_time=0:00:15.560681 2021-04-15 00:28:23,563 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.31ms, fps=1328 images/s, loss=0.3366, top1-acc=88.34%, top5-acc=99.61%, remaining_time=0:00:20.597602, arrival_time=2021-04-15 00:28:44.161126, cost_time=0:00:17.488558 2021-04-15 00:28:25,474 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3370, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:18.623328, arrival_time=2021-04-15 00:28:44.097587, cost_time=0:00:19.399310 2021-04-15 00:28:27,387 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.3374, top1-acc=88.26%, top5-acc=99.63%, remaining_time=0:00:16.662242, arrival_time=2021-04-15 00:28:44.049419, cost_time=0:00:21.312222 2021-04-15 00:28:29,297 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.3370, top1-acc=88.32%, top5-acc=99.62%, remaining_time=0:00:14.707292, arrival_time=2021-04-15 00:28:44.004281, cost_time=0:00:23.222047 2021-04-15 00:28:31,203 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.3403, top1-acc=88.22%, top5-acc=99.62%, remaining_time=0:00:12.757404, arrival_time=2021-04-15 00:28:43.960617, cost_time=0:00:25.128263 2021-04-15 00:28:33,124 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.40ms, fps=1333 images/s, loss=0.3384, top1-acc=88.27%, top5-acc=99.63%, remaining_time=0:00:10.819872, arrival_time=2021-04-15 00:28:43.944505, cost_time=0:00:27.049670 2021-04-15 00:28:35,037 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.3397, top1-acc=88.24%, top5-acc=99.63%, remaining_time=0:00:08.881864, arrival_time=2021-04-15 00:28:43.919470, cost_time=0:00:28.962652 2021-04-15 00:28:36,945 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.87ms, fps=1342 images/s, loss=0.3401, top1-acc=88.23%, top5-acc=99.64%, remaining_time=0:00:06.945768, arrival_time=2021-04-15 00:28:43.890890, cost_time=0:00:30.870096 2021-04-15 00:28:38,860 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.3408, top1-acc=88.23%, top5-acc=99.65%, remaining_time=0:00:05.014308, arrival_time=2021-04-15 00:28:43.875141, cost_time=0:00:32.785886 2021-04-15 00:28:40,772 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3408, top1-acc=88.26%, top5-acc=99.64%, remaining_time=0:00:03.084224, arrival_time=2021-04-15 00:28:43.856610, cost_time=0:00:34.697433 2021-04-15 00:28:42,685 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.22ms, fps=1338 images/s, loss=0.3412, top1-acc=88.24%, top5-acc=99.64%, remaining_time=0:00:01.156134, arrival_time=2021-04-15 00:28:43.841974, cost_time=0:00:36.610870 2021-04-15 00:28:43,718 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.31ms, fps=1318 images/s, loss=0.3416, top1-acc=88.22%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:43.718436, cost_time=0:00:37.643497 2021-04-15 00:28:44,426 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.81ms, fps=3625 images/s, loss=0.5439, top1-acc=80.23%, top5-acc=98.87%, remaining_time=0:00:02.118540, arrival_time=2021-04-15 00:28:46.544919, cost_time=0:00:00.706176 2021-04-15 00:28:45,022 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.79ms, fps=4295 images/s, loss=0.5139, top1-acc=81.86%, top5-acc=99.14%, remaining_time=0:00:01.302560, arrival_time=2021-04-15 00:28:46.325345, cost_time=0:00:01.302556 2021-04-15 00:28:45,619 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.91ms, fps=4297 images/s, loss=0.5053, top1-acc=82.28%, top5-acc=99.26%, remaining_time=0:00:00.632910, arrival_time=2021-04-15 00:28:46.251875, cost_time=0:00:01.898733 2021-04-15 00:28:46,160 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=4285 images/s, loss=0.5160, top1-acc=82.37%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:46.160893, cost_time=0:00:02.440717 2021-04-15 00:28:46,302 INFO : Epoch=0059 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:34:29.127498, arrival_time=2021-04-15 02:03:15.429791, cost_time=0:39:32.188074 2021-04-15 00:28:46,304 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 00:28:48,393 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.49ms, fps=1225 images/s, loss=0.3394, top1-acc=88.48%, top5-acc=99.69%, remaining_time=0:00:38.860608, arrival_time=2021-04-15 00:29:27.254443, cost_time=0:00:02.089285 2021-04-15 00:28:50,320 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.32ms, fps=1330 images/s, loss=0.3327, top1-acc=88.59%, top5-acc=99.77%, remaining_time=0:00:35.336224, arrival_time=2021-04-15 00:29:25.656217, cost_time=0:00:04.015490 2021-04-15 00:28:52,227 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.3351, top1-acc=88.53%, top5-acc=99.75%, remaining_time=0:00:32.775040, arrival_time=2021-04-15 00:29:25.002732, cost_time=0:00:05.923195 2021-04-15 00:28:54,136 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.83ms, fps=1342 images/s, loss=0.3391, top1-acc=88.49%, top5-acc=99.65%, remaining_time=0:00:30.544800, arrival_time=2021-04-15 00:29:24.681322, cost_time=0:00:07.831998 2021-04-15 00:28:56,059 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.31ms, fps=1332 images/s, loss=0.3371, top1-acc=88.41%, top5-acc=99.65%, remaining_time=0:00:28.483286, arrival_time=2021-04-15 00:29:24.542272, cost_time=0:00:09.754571 2021-04-15 00:28:57,976 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.60ms, fps=1335 images/s, loss=0.3331, top1-acc=88.52%, top5-acc=99.64%, remaining_time=0:00:26.456488, arrival_time=2021-04-15 00:29:24.432860, cost_time=0:00:11.671974 2021-04-15 00:28:59,894 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.63ms, fps=1335 images/s, loss=0.3335, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:24.461136, arrival_time=2021-04-15 00:29:24.355092, cost_time=0:00:13.589546 2021-04-15 00:29:01,805 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.3347, top1-acc=88.42%, top5-acc=99.61%, remaining_time=0:00:22.476160, arrival_time=2021-04-15 00:29:24.281510, cost_time=0:00:15.500833 2021-04-15 00:29:03,719 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.3368, top1-acc=88.32%, top5-acc=99.61%, remaining_time=0:00:20.511000, arrival_time=2021-04-15 00:29:24.230443, cost_time=0:00:17.415035 2021-04-15 00:29:05,633 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.3353, top1-acc=88.40%, top5-acc=99.62%, remaining_time=0:00:18.556032, arrival_time=2021-04-15 00:29:24.189613, cost_time=0:00:19.329181 2021-04-15 00:29:07,539 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.26ms, fps=1344 images/s, loss=0.3358, top1-acc=88.36%, top5-acc=99.63%, remaining_time=0:00:16.601784, arrival_time=2021-04-15 00:29:24.141061, cost_time=0:00:21.234868 2021-04-15 00:29:09,453 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.3351, top1-acc=88.40%, top5-acc=99.63%, remaining_time=0:00:14.661312, arrival_time=2021-04-15 00:29:24.115170, cost_time=0:00:23.149444 2021-04-15 00:29:11,367 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.46ms, fps=1338 images/s, loss=0.3358, top1-acc=88.32%, top5-acc=99.63%, remaining_time=0:00:12.724338, arrival_time=2021-04-15 00:29:24.091863, cost_time=0:00:25.063108 2021-04-15 00:29:13,278 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.3387, top1-acc=88.28%, top5-acc=99.61%, remaining_time=0:00:10.789632, arrival_time=2021-04-15 00:29:24.068199, cost_time=0:00:26.974069 2021-04-15 00:29:15,194 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3401, top1-acc=88.26%, top5-acc=99.61%, remaining_time=0:00:08.859462, arrival_time=2021-04-15 00:29:24.053457, cost_time=0:00:28.889575 2021-04-15 00:29:17,100 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.3412, top1-acc=88.20%, top5-acc=99.62%, remaining_time=0:00:06.929064, arrival_time=2021-04-15 00:29:24.029306, cost_time=0:00:30.795834 2021-04-15 00:29:19,015 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3422, top1-acc=88.19%, top5-acc=99.61%, remaining_time=0:00:05.002894, arrival_time=2021-04-15 00:29:24.018578, cost_time=0:00:32.711220 2021-04-15 00:29:20,928 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.57ms, fps=1339 images/s, loss=0.3436, top1-acc=88.10%, top5-acc=99.61%, remaining_time=0:00:03.077664, arrival_time=2021-04-15 00:29:24.005777, cost_time=0:00:34.623672 2021-04-15 00:29:22,835 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.3445, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:01.153596, arrival_time=2021-04-15 00:29:23.988574, cost_time=0:00:36.530583 2021-04-15 00:29:23,864 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.23ms, fps=1322 images/s, loss=0.3438, top1-acc=88.13%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:23.864031, cost_time=0:00:37.559637 2021-04-15 00:29:24,581 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.35ms, fps=3579 images/s, loss=0.5233, top1-acc=82.38%, top5-acc=99.30%, remaining_time=0:00:02.145600, arrival_time=2021-04-15 00:29:26.726581, cost_time=0:00:00.715205 2021-04-15 00:29:25,171 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.04ms, fps=4335 images/s, loss=0.5207, top1-acc=82.73%, top5-acc=99.12%, remaining_time=0:00:01.306100, arrival_time=2021-04-15 00:29:26.478003, cost_time=0:00:01.306102 2021-04-15 00:29:25,769 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.41ms, fps=4289 images/s, loss=0.5243, top1-acc=82.62%, top5-acc=99.02%, remaining_time=0:00:00.634470, arrival_time=2021-04-15 00:29:26.403649, cost_time=0:00:01.903407 2021-04-15 00:29:26,310 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=4291 images/s, loss=0.5296, top1-acc=82.64%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:26.310185, cost_time=0:00:02.444442 2021-04-15 00:29:26,440 INFO : Epoch=0060 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:33:48.760900, arrival_time=2021-04-15 02:03:15.201196, cost_time=0:40:12.326099 2021-04-15 00:29:26,441 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 00:29:28,500 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.81ms, fps=1244 images/s, loss=0.3460, top1-acc=87.97%, top5-acc=99.73%, remaining_time=0:00:38.288658, arrival_time=2021-04-15 00:30:06.788955, cost_time=0:00:02.058531 2021-04-15 00:29:30,411 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.3415, top1-acc=88.22%, top5-acc=99.55%, remaining_time=0:00:34.933712, arrival_time=2021-04-15 00:30:05.345210, cost_time=0:00:03.969731 2021-04-15 00:29:32,327 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.3361, top1-acc=88.44%, top5-acc=99.57%, remaining_time=0:00:32.565548, arrival_time=2021-04-15 00:30:04.892527, cost_time=0:00:05.885331 2021-04-15 00:29:34,235 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.3277, top1-acc=88.66%, top5-acc=99.61%, remaining_time=0:00:30.393948, arrival_time=2021-04-15 00:30:04.629012, cost_time=0:00:07.793330 2021-04-15 00:29:36,140 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.66ms, fps=1344 images/s, loss=0.3218, top1-acc=88.88%, top5-acc=99.63%, remaining_time=0:00:28.321956, arrival_time=2021-04-15 00:30:04.462911, cost_time=0:00:09.699318 2021-04-15 00:29:38,059 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.3254, top1-acc=88.90%, top5-acc=99.62%, remaining_time=0:00:26.334632, arrival_time=2021-04-15 00:30:04.394516, cost_time=0:00:11.618243 2021-04-15 00:29:39,991 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.33ms, fps=1326 images/s, loss=0.3273, top1-acc=88.79%, top5-acc=99.61%, remaining_time=0:00:24.389694, arrival_time=2021-04-15 00:30:04.381298, cost_time=0:00:13.549815 2021-04-15 00:29:41,909 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.3280, top1-acc=88.72%, top5-acc=99.60%, remaining_time=0:00:22.428948, arrival_time=2021-04-15 00:30:04.338885, cost_time=0:00:15.468279 2021-04-15 00:29:43,833 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.37ms, fps=1331 images/s, loss=0.3292, top1-acc=88.70%, top5-acc=99.61%, remaining_time=0:00:20.483440, arrival_time=2021-04-15 00:30:04.316706, cost_time=0:00:17.391623 2021-04-15 00:29:45,745 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.63ms, fps=1339 images/s, loss=0.3310, top1-acc=88.60%, top5-acc=99.64%, remaining_time=0:00:18.531840, arrival_time=2021-04-15 00:30:04.277558, cost_time=0:00:19.303989 2021-04-15 00:29:47,664 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.3352, top1-acc=88.48%, top5-acc=99.64%, remaining_time=0:00:16.592066, arrival_time=2021-04-15 00:30:04.256270, cost_time=0:00:21.222458 2021-04-15 00:29:49,578 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.3363, top1-acc=88.48%, top5-acc=99.63%, remaining_time=0:00:14.653408, arrival_time=2021-04-15 00:30:04.232060, cost_time=0:00:23.136996 2021-04-15 00:29:51,486 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.3388, top1-acc=88.41%, top5-acc=99.62%, remaining_time=0:00:12.715164, arrival_time=2021-04-15 00:30:04.201871, cost_time=0:00:25.044969 2021-04-15 00:29:53,396 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.61ms, fps=1341 images/s, loss=0.3394, top1-acc=88.38%, top5-acc=99.62%, remaining_time=0:00:10.781960, arrival_time=2021-04-15 00:30:04.178596, cost_time=0:00:26.954966 2021-04-15 00:29:55,319 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.34ms, fps=1332 images/s, loss=0.3378, top1-acc=88.41%, top5-acc=99.63%, remaining_time=0:00:08.855920, arrival_time=2021-04-15 00:30:04.175623, cost_time=0:00:28.878055 2021-04-15 00:29:57,228 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3361, top1-acc=88.48%, top5-acc=99.64%, remaining_time=0:00:06.927084, arrival_time=2021-04-15 00:30:04.155775, cost_time=0:00:30.786962 2021-04-15 00:29:59,145 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.3363, top1-acc=88.46%, top5-acc=99.65%, remaining_time=0:00:05.001776, arrival_time=2021-04-15 00:30:04.147283, cost_time=0:00:32.703848 2021-04-15 00:30:01,052 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3385, top1-acc=88.38%, top5-acc=99.64%, remaining_time=0:00:03.076512, arrival_time=2021-04-15 00:30:04.128998, cost_time=0:00:34.610832 2021-04-15 00:30:02,965 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.23ms, fps=1338 images/s, loss=0.3401, top1-acc=88.36%, top5-acc=99.64%, remaining_time=0:00:01.153386, arrival_time=2021-04-15 00:30:04.119054, cost_time=0:00:36.523978 2021-04-15 00:30:03,998 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.24ms, fps=1318 images/s, loss=0.3402, top1-acc=88.35%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:03.998214, cost_time=0:00:37.556579 2021-04-15 00:30:04,713 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=2.20ms, fps=3590 images/s, loss=0.5260, top1-acc=82.34%, top5-acc=99.22%, remaining_time=0:00:02.139000, arrival_time=2021-04-15 00:30:06.851971, cost_time=0:00:00.713002 2021-04-15 00:30:05,302 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.67ms, fps=4345 images/s, loss=0.5323, top1-acc=82.38%, top5-acc=99.30%, remaining_time=0:00:01.302560, arrival_time=2021-04-15 00:30:06.605096, cost_time=0:00:01.302567 2021-04-15 00:30:05,892 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.43ms, fps=4344 images/s, loss=0.5192, top1-acc=82.54%, top5-acc=99.35%, remaining_time=0:00:00.630760, arrival_time=2021-04-15 00:30:06.523012, cost_time=0:00:01.892287 2021-04-15 00:30:06,434 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.10ms, fps=4281 images/s, loss=0.5099, top1-acc=82.76%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:06.434474, cost_time=0:00:02.434512 2021-04-15 00:30:06,567 INFO : Epoch=0061 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:33:08.377684, arrival_time=2021-04-15 02:03:14.945419, cost_time=0:40:52.453503 2021-04-15 00:30:06,569 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 00:30:08,681 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.52ms, fps=1212 images/s, loss=0.3384, top1-acc=88.52%, top5-acc=99.41%, remaining_time=0:00:39.270924, arrival_time=2021-04-15 00:30:47.952023, cost_time=0:00:02.111345 2021-04-15 00:30:10,599 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.61ms, fps=1335 images/s, loss=0.3353, top1-acc=88.61%, top5-acc=99.55%, remaining_time=0:00:35.457840, arrival_time=2021-04-15 00:30:46.056883, cost_time=0:00:04.029298 2021-04-15 00:30:12,512 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.3260, top1-acc=88.89%, top5-acc=99.60%, remaining_time=0:00:32.886260, arrival_time=2021-04-15 00:30:45.399201, cost_time=0:00:05.943295 2021-04-15 00:30:14,428 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.94ms, fps=1336 images/s, loss=0.3289, top1-acc=88.69%, top5-acc=99.59%, remaining_time=0:00:30.650724, arrival_time=2021-04-15 00:30:45.079623, cost_time=0:00:07.859160 2021-04-15 00:30:16,352 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.28ms, fps=1331 images/s, loss=0.3246, top1-acc=88.74%, top5-acc=99.62%, remaining_time=0:00:28.566944, arrival_time=2021-04-15 00:30:44.919812, cost_time=0:00:09.783219 2021-04-15 00:30:18,267 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.3219, top1-acc=88.86%, top5-acc=99.63%, remaining_time=0:00:26.514424, arrival_time=2021-04-15 00:30:44.781644, cost_time=0:00:11.697566 2021-04-15 00:30:20,191 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.51ms, fps=1331 images/s, loss=0.3254, top1-acc=88.78%, top5-acc=99.64%, remaining_time=0:00:24.519222, arrival_time=2021-04-15 00:30:44.710748, cost_time=0:00:13.621781 2021-04-15 00:30:22,104 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.3259, top1-acc=88.76%, top5-acc=99.65%, remaining_time=0:00:22.525924, arrival_time=2021-04-15 00:30:44.630708, cost_time=0:00:15.535123 2021-04-15 00:30:24,015 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.3254, top1-acc=88.83%, top5-acc=99.65%, remaining_time=0:00:20.547146, arrival_time=2021-04-15 00:30:44.562501, cost_time=0:00:17.445706 2021-04-15 00:30:25,922 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.3272, top1-acc=88.76%, top5-acc=99.67%, remaining_time=0:00:18.578688, arrival_time=2021-04-15 00:30:44.501157, cost_time=0:00:19.352816 2021-04-15 00:30:27,841 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.3307, top1-acc=88.65%, top5-acc=99.65%, remaining_time=0:00:16.630680, arrival_time=2021-04-15 00:30:44.472099, cost_time=0:00:21.271759 2021-04-15 00:30:29,755 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.3328, top1-acc=88.56%, top5-acc=99.66%, remaining_time=0:00:14.684112, arrival_time=2021-04-15 00:30:44.439215, cost_time=0:00:23.185450 2021-04-15 00:30:31,663 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.3349, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:12.740046, arrival_time=2021-04-15 00:30:44.403875, cost_time=0:00:25.094005 2021-04-15 00:30:33,579 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.3356, top1-acc=88.49%, top5-acc=99.65%, remaining_time=0:00:10.804024, arrival_time=2021-04-15 00:30:44.383763, cost_time=0:00:27.010081 2021-04-15 00:30:35,488 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.62ms, fps=1342 images/s, loss=0.3353, top1-acc=88.53%, top5-acc=99.66%, remaining_time=0:00:08.868294, arrival_time=2021-04-15 00:30:44.356273, cost_time=0:00:28.918321 2021-04-15 00:30:37,397 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3376, top1-acc=88.43%, top5-acc=99.66%, remaining_time=0:00:06.936228, arrival_time=2021-04-15 00:30:44.333680, cost_time=0:00:30.827755 2021-04-15 00:30:39,310 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.3380, top1-acc=88.42%, top5-acc=99.66%, remaining_time=0:00:05.007444, arrival_time=2021-04-15 00:30:44.318023, cost_time=0:00:32.740931 2021-04-15 00:30:41,215 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.3372, top1-acc=88.44%, top5-acc=99.67%, remaining_time=0:00:03.079600, arrival_time=2021-04-15 00:30:44.294832, cost_time=0:00:34.645579 2021-04-15 00:30:43,131 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.18ms, fps=1336 images/s, loss=0.3375, top1-acc=88.40%, top5-acc=99.66%, remaining_time=0:00:01.154580, arrival_time=2021-04-15 00:30:44.285858, cost_time=0:00:36.561632 2021-04-15 00:30:44,163 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.43ms, fps=1319 images/s, loss=0.3379, top1-acc=88.41%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:44.163041, cost_time=0:00:37.593414 2021-04-15 00:30:44,933 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.20ms, fps=3330 images/s, loss=0.4952, top1-acc=83.36%, top5-acc=99.41%, remaining_time=0:00:02.306490, arrival_time=2021-04-15 00:30:47.239968, cost_time=0:00:00.768827 2021-04-15 00:30:45,523 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.43ms, fps=4340 images/s, loss=0.4923, top1-acc=83.42%, top5-acc=99.30%, remaining_time=0:00:01.358960, arrival_time=2021-04-15 00:30:46.882578, cost_time=0:00:01.358969 2021-04-15 00:30:46,116 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.35ms, fps=4318 images/s, loss=0.4968, top1-acc=83.40%, top5-acc=99.34%, remaining_time=0:00:00.650720, arrival_time=2021-04-15 00:30:46.767524, cost_time=0:00:01.952153 2021-04-15 00:30:46,657 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=4293 images/s, loss=0.4972, top1-acc=83.31%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:46.657556, cost_time=0:00:02.492934 2021-04-15 00:30:46,779 INFO : Epoch=0062 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:32:28.189950, arrival_time=2021-04-15 02:03:14.969189, cost_time=0:41:32.665047 2021-04-15 00:30:46,780 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 00:30:48,855 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.37ms, fps=1234 images/s, loss=0.3546, top1-acc=88.48%, top5-acc=99.49%, remaining_time=0:00:38.589606, arrival_time=2021-04-15 00:31:27.444893, cost_time=0:00:02.074708 2021-04-15 00:30:50,772 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.3466, top1-acc=88.05%, top5-acc=99.49%, remaining_time=0:00:35.124496, arrival_time=2021-04-15 00:31:25.896711, cost_time=0:00:03.991426 2021-04-15 00:30:52,678 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.3463, top1-acc=88.15%, top5-acc=99.53%, remaining_time=0:00:32.636430, arrival_time=2021-04-15 00:31:25.315143, cost_time=0:00:05.898144 2021-04-15 00:30:54,599 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.83ms, fps=1333 images/s, loss=0.3384, top1-acc=88.46%, top5-acc=99.59%, remaining_time=0:00:30.493632, arrival_time=2021-04-15 00:31:25.093187, cost_time=0:00:07.818894 2021-04-15 00:30:56,512 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.62ms, fps=1338 images/s, loss=0.3376, top1-acc=88.46%, top5-acc=99.59%, remaining_time=0:00:28.418024, arrival_time=2021-04-15 00:31:24.930832, cost_time=0:00:09.732224 2021-04-15 00:30:58,429 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.77ms, fps=1336 images/s, loss=0.3381, top1-acc=88.40%, top5-acc=99.60%, remaining_time=0:00:26.404944, arrival_time=2021-04-15 00:31:24.834784, cost_time=0:00:11.649213 2021-04-15 00:31:00,375 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.40ms, fps=1316 images/s, loss=0.3348, top1-acc=88.53%, top5-acc=99.59%, remaining_time=0:00:24.470082, arrival_time=2021-04-15 00:31:24.845315, cost_time=0:00:13.594474 2021-04-15 00:31:02,296 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.3316, top1-acc=88.61%, top5-acc=99.62%, remaining_time=0:00:22.497968, arrival_time=2021-04-15 00:31:24.794472, cost_time=0:00:15.515827 2021-04-15 00:31:04,208 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3320, top1-acc=88.60%, top5-acc=99.63%, remaining_time=0:00:20.525416, arrival_time=2021-04-15 00:31:24.733419, cost_time=0:00:17.427243 2021-04-15 00:31:06,118 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.3313, top1-acc=88.63%, top5-acc=99.63%, remaining_time=0:00:18.564576, arrival_time=2021-04-15 00:31:24.683302, cost_time=0:00:19.338144 2021-04-15 00:31:08,036 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.3318, top1-acc=88.58%, top5-acc=99.63%, remaining_time=0:00:16.618382, arrival_time=2021-04-15 00:31:24.655021, cost_time=0:00:21.256070 2021-04-15 00:31:09,944 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3332, top1-acc=88.53%, top5-acc=99.64%, remaining_time=0:00:14.670356, arrival_time=2021-04-15 00:31:24.614673, cost_time=0:00:23.163747 2021-04-15 00:31:11,859 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.3341, top1-acc=88.51%, top5-acc=99.64%, remaining_time=0:00:12.732390, arrival_time=2021-04-15 00:31:24.591983, cost_time=0:00:25.078939 2021-04-15 00:31:13,774 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.3362, top1-acc=88.40%, top5-acc=99.62%, remaining_time=0:00:10.797640, arrival_time=2021-04-15 00:31:24.572258, cost_time=0:00:26.994044 2021-04-15 00:31:15,679 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.3369, top1-acc=88.37%, top5-acc=99.62%, remaining_time=0:00:08.862406, arrival_time=2021-04-15 00:31:24.542078, cost_time=0:00:28.899088 2021-04-15 00:31:17,592 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.59ms, fps=1339 images/s, loss=0.3387, top1-acc=88.34%, top5-acc=99.61%, remaining_time=0:00:06.932628, arrival_time=2021-04-15 00:31:24.524916, cost_time=0:00:30.811714 2021-04-15 00:31:19,502 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3399, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:05.004506, arrival_time=2021-04-15 00:31:24.506877, cost_time=0:00:32.721796 2021-04-15 00:31:21,410 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.3403, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:03.078224, arrival_time=2021-04-15 00:31:24.488815, cost_time=0:00:34.630014 2021-04-15 00:31:23,330 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.3404, top1-acc=88.27%, top5-acc=99.62%, remaining_time=0:00:01.154220, arrival_time=2021-04-15 00:31:24.485057, cost_time=0:00:36.550270 2021-04-15 00:31:24,357 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.17ms, fps=1325 images/s, loss=0.3403, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:24.357758, cost_time=0:00:37.577201 2021-04-15 00:31:25,115 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.31ms, fps=3385 images/s, loss=0.7194, top1-acc=76.76%, top5-acc=97.54%, remaining_time=0:00:02.269020, arrival_time=2021-04-15 00:31:27.384835, cost_time=0:00:00.756343 2021-04-15 00:31:25,705 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.27ms, fps=4343 images/s, loss=0.7363, top1-acc=76.87%, top5-acc=97.29%, remaining_time=0:00:01.346200, arrival_time=2021-04-15 00:31:27.051940, cost_time=0:00:01.346202 2021-04-15 00:31:26,296 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.49ms, fps=4338 images/s, loss=0.7466, top1-acc=76.69%, top5-acc=97.14%, remaining_time=0:00:00.645610, arrival_time=2021-04-15 00:31:26.941895, cost_time=0:00:01.936817 2021-04-15 00:31:26,837 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=4291 images/s, loss=0.7594, top1-acc=76.87%, top5-acc=97.16%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:26.837263, cost_time=0:00:02.477797 2021-04-15 00:31:26,924 INFO : Epoch=0063 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:31:47.858128, arrival_time=2021-04-15 02:03:14.783019, cost_time=0:42:12.810690 2021-04-15 00:31:26,926 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 00:31:28,999 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.58ms, fps=1235 images/s, loss=0.3130, top1-acc=89.26%, top5-acc=99.53%, remaining_time=0:00:38.552592, arrival_time=2021-04-15 00:32:07.551716, cost_time=0:00:02.072725 2021-04-15 00:31:30,912 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.3061, top1-acc=89.84%, top5-acc=99.61%, remaining_time=0:00:35.078560, arrival_time=2021-04-15 00:32:05.991242, cost_time=0:00:03.986190 2021-04-15 00:31:32,822 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.3108, top1-acc=89.78%, top5-acc=99.61%, remaining_time=0:00:32.622486, arrival_time=2021-04-15 00:32:05.444610, cost_time=0:00:05.895644 2021-04-15 00:31:34,735 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.3092, top1-acc=89.86%, top5-acc=99.66%, remaining_time=0:00:30.455880, arrival_time=2021-04-15 00:32:05.191655, cost_time=0:00:07.809214 2021-04-15 00:31:36,655 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.3115, top1-acc=89.62%, top5-acc=99.67%, remaining_time=0:00:28.409410, arrival_time=2021-04-15 00:32:05.065057, cost_time=0:00:09.729247 2021-04-15 00:31:38,568 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.3121, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:26.387808, arrival_time=2021-04-15 00:32:04.955924, cost_time=0:00:11.641698 2021-04-15 00:31:40,490 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.33ms, fps=1332 images/s, loss=0.3172, top1-acc=89.36%, top5-acc=99.67%, remaining_time=0:00:24.415650, arrival_time=2021-04-15 00:32:04.906334, cost_time=0:00:13.564284 2021-04-15 00:31:42,413 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.65ms, fps=1332 images/s, loss=0.3169, top1-acc=89.31%, top5-acc=99.68%, remaining_time=0:00:22.456208, arrival_time=2021-04-15 00:32:04.869838, cost_time=0:00:15.487015 2021-04-15 00:31:44,326 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.3221, top1-acc=89.08%, top5-acc=99.67%, remaining_time=0:00:20.493298, arrival_time=2021-04-15 00:32:04.819661, cost_time=0:00:17.399928 2021-04-15 00:31:46,241 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3228, top1-acc=89.03%, top5-acc=99.64%, remaining_time=0:00:18.542400, arrival_time=2021-04-15 00:32:04.783832, cost_time=0:00:19.315040 2021-04-15 00:31:48,157 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.3236, top1-acc=88.97%, top5-acc=99.65%, remaining_time=0:00:16.598860, arrival_time=2021-04-15 00:32:04.756321, cost_time=0:00:21.231067 2021-04-15 00:31:50,061 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.3233, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:14.652116, arrival_time=2021-04-15 00:32:04.713414, cost_time=0:00:23.134902 2021-04-15 00:31:51,978 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.3226, top1-acc=88.98%, top5-acc=99.68%, remaining_time=0:00:12.718860, arrival_time=2021-04-15 00:32:04.697587, cost_time=0:00:25.052302 2021-04-15 00:31:53,894 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3227, top1-acc=88.96%, top5-acc=99.68%, remaining_time=0:00:10.787056, arrival_time=2021-04-15 00:32:04.681172, cost_time=0:00:26.967630 2021-04-15 00:31:55,802 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.3250, top1-acc=88.85%, top5-acc=99.69%, remaining_time=0:00:08.855184, arrival_time=2021-04-15 00:32:04.657192, cost_time=0:00:28.875605 2021-04-15 00:31:57,719 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.3261, top1-acc=88.81%, top5-acc=99.69%, remaining_time=0:00:06.928380, arrival_time=2021-04-15 00:32:04.647657, cost_time=0:00:30.792871 2021-04-15 00:31:59,624 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.54ms, fps=1344 images/s, loss=0.3279, top1-acc=88.78%, top5-acc=99.69%, remaining_time=0:00:05.000918, arrival_time=2021-04-15 00:32:04.625677, cost_time=0:00:32.698366 2021-04-15 00:32:01,548 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.34ms, fps=1331 images/s, loss=0.3302, top1-acc=88.68%, top5-acc=99.69%, remaining_time=0:00:03.077488, arrival_time=2021-04-15 00:32:04.625593, cost_time=0:00:34.621709 2021-04-15 00:32:03,471 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=2.25ms, fps=1331 images/s, loss=0.3315, top1-acc=88.64%, top5-acc=99.69%, remaining_time=0:00:01.154058, arrival_time=2021-04-15 00:32:04.625727, cost_time=0:00:36.545226 2021-04-15 00:32:04,500 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.22ms, fps=1322 images/s, loss=0.3328, top1-acc=88.63%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:04.500750, cost_time=0:00:37.574361 2021-04-15 00:32:05,235 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.34ms, fps=3491 images/s, loss=0.4927, top1-acc=83.55%, top5-acc=99.41%, remaining_time=0:00:02.199840, arrival_time=2021-04-15 00:32:07.435609, cost_time=0:00:00.733276 2021-04-15 00:32:05,824 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.30ms, fps=4350 images/s, loss=0.4914, top1-acc=83.50%, top5-acc=99.32%, remaining_time=0:00:01.322120, arrival_time=2021-04-15 00:32:07.146742, cost_time=0:00:01.322123 2021-04-15 00:32:06,415 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.30ms, fps=4335 images/s, loss=0.4823, top1-acc=83.65%, top5-acc=99.36%, remaining_time=0:00:00.637670, arrival_time=2021-04-15 00:32:07.053180, cost_time=0:00:01.913008 2021-04-15 00:32:06,957 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=4287 images/s, loss=0.4839, top1-acc=83.77%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:06.956992, cost_time=0:00:02.454518 2021-04-15 00:32:07,086 INFO : Epoch=0064 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:31:07.566656, arrival_time=2021-04-15 02:03:14.653374, cost_time=0:42:52.972521 2021-04-15 00:32:07,087 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 00:32:09,203 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.34ms, fps=1210 images/s, loss=0.3336, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:39.347370, arrival_time=2021-04-15 00:32:48.550895, cost_time=0:00:02.115449 2021-04-15 00:32:11,111 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.67ms, fps=1342 images/s, loss=0.3256, top1-acc=89.06%, top5-acc=99.79%, remaining_time=0:00:35.403280, arrival_time=2021-04-15 00:32:46.514543, cost_time=0:00:04.023093 2021-04-15 00:32:13,034 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.65ms, fps=1332 images/s, loss=0.3165, top1-acc=89.26%, top5-acc=99.78%, remaining_time=0:00:32.899872, arrival_time=2021-04-15 00:32:45.933890, cost_time=0:00:05.945772 2021-04-15 00:32:14,943 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3174, top1-acc=89.08%, top5-acc=99.79%, remaining_time=0:00:30.637152, arrival_time=2021-04-15 00:32:45.580931, cost_time=0:00:07.855694 2021-04-15 00:32:16,853 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3199, top1-acc=88.94%, top5-acc=99.79%, remaining_time=0:00:28.515114, arrival_time=2021-04-15 00:32:45.368796, cost_time=0:00:09.765462 2021-04-15 00:32:18,772 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.3188, top1-acc=89.06%, top5-acc=99.78%, remaining_time=0:00:26.483824, arrival_time=2021-04-15 00:32:45.255965, cost_time=0:00:11.684058 2021-04-15 00:32:20,695 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.39ms, fps=1331 images/s, loss=0.3178, top1-acc=89.08%, top5-acc=99.76%, remaining_time=0:00:24.493140, arrival_time=2021-04-15 00:32:45.188503, cost_time=0:00:13.607279 2021-04-15 00:32:22,618 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.53ms, fps=1332 images/s, loss=0.3198, top1-acc=89.04%, top5-acc=99.75%, remaining_time=0:00:22.518500, arrival_time=2021-04-15 00:32:45.136752, cost_time=0:00:15.530038 2021-04-15 00:32:24,531 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.3178, top1-acc=89.06%, top5-acc=99.76%, remaining_time=0:00:20.544496, arrival_time=2021-04-15 00:32:45.076029, cost_time=0:00:17.443451 2021-04-15 00:32:26,444 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.3185, top1-acc=89.01%, top5-acc=99.75%, remaining_time=0:00:18.582240, arrival_time=2021-04-15 00:32:45.026944, cost_time=0:00:19.356536 2021-04-15 00:32:28,358 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.26ms, fps=1338 images/s, loss=0.3232, top1-acc=88.87%, top5-acc=99.72%, remaining_time=0:00:16.629820, arrival_time=2021-04-15 00:32:44.988672, cost_time=0:00:21.270677 2021-04-15 00:32:30,274 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.86ms, fps=1337 images/s, loss=0.3229, top1-acc=88.81%, top5-acc=99.72%, remaining_time=0:00:14.684492, arrival_time=2021-04-15 00:32:44.958590, cost_time=0:00:23.186020 2021-04-15 00:32:32,196 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.35ms, fps=1332 images/s, loss=0.3253, top1-acc=88.72%, top5-acc=99.71%, remaining_time=0:00:12.747372, arrival_time=2021-04-15 00:32:44.944040, cost_time=0:00:25.108494 2021-04-15 00:32:34,111 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.3282, top1-acc=88.66%, top5-acc=99.71%, remaining_time=0:00:10.809344, arrival_time=2021-04-15 00:32:44.920844, cost_time=0:00:27.023400 2021-04-15 00:32:36,023 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.3288, top1-acc=88.67%, top5-acc=99.72%, remaining_time=0:00:08.873630, arrival_time=2021-04-15 00:32:44.897524, cost_time=0:00:28.935817 2021-04-15 00:32:37,947 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.32ms, fps=1331 images/s, loss=0.3294, top1-acc=88.65%, top5-acc=99.72%, remaining_time=0:00:06.943320, arrival_time=2021-04-15 00:32:44.890646, cost_time=0:00:30.859160 2021-04-15 00:32:39,860 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3303, top1-acc=88.64%, top5-acc=99.71%, remaining_time=0:00:05.012202, arrival_time=2021-04-15 00:32:44.872431, cost_time=0:00:32.772086 2021-04-15 00:32:41,776 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.53ms, fps=1336 images/s, loss=0.3310, top1-acc=88.62%, top5-acc=99.70%, remaining_time=0:00:03.083408, arrival_time=2021-04-15 00:32:44.859911, cost_time=0:00:34.688405 2021-04-15 00:32:43,686 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.3304, top1-acc=88.66%, top5-acc=99.70%, remaining_time=0:00:01.155750, arrival_time=2021-04-15 00:32:44.842650, cost_time=0:00:36.598832 2021-04-15 00:32:44,718 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.54ms, fps=1319 images/s, loss=0.3305, top1-acc=88.68%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:44.718263, cost_time=0:00:37.630187 2021-04-15 00:32:45,483 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.21ms, fps=3356 images/s, loss=0.5453, top1-acc=81.95%, top5-acc=99.34%, remaining_time=0:00:02.288640, arrival_time=2021-04-15 00:32:47.771677, cost_time=0:00:00.762880 2021-04-15 00:32:46,076 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.75ms, fps=4319 images/s, loss=0.5178, top1-acc=82.46%, top5-acc=99.22%, remaining_time=0:00:01.356040, arrival_time=2021-04-15 00:32:47.432247, cost_time=0:00:01.356031 2021-04-15 00:32:46,667 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.47ms, fps=4334 images/s, loss=0.5035, top1-acc=82.64%, top5-acc=99.23%, remaining_time=0:00:00.649060, arrival_time=2021-04-15 00:32:47.316370, cost_time=0:00:01.947166 2021-04-15 00:32:47,209 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=4282 images/s, loss=0.4886, top1-acc=82.83%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:47.209487, cost_time=0:00:02.489374 2021-04-15 00:32:47,308 INFO : Epoch=0065 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:30:27.403245, arrival_time=2021-04-15 02:03:14.711607, cost_time=0:43:33.194165 2021-04-15 00:32:47,309 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 00:32:49,418 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.52ms, fps=1214 images/s, loss=0.3259, top1-acc=88.55%, top5-acc=99.45%, remaining_time=0:00:39.220332, arrival_time=2021-04-15 00:33:28.638865, cost_time=0:00:02.108623 2021-04-15 00:32:51,334 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.3376, top1-acc=87.93%, top5-acc=99.55%, remaining_time=0:00:35.411552, arrival_time=2021-04-15 00:33:26.745505, cost_time=0:00:04.024041 2021-04-15 00:32:53,252 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.42ms, fps=1334 images/s, loss=0.3413, top1-acc=87.86%, top5-acc=99.60%, remaining_time=0:00:32.884268, arrival_time=2021-04-15 00:33:26.137046, cost_time=0:00:05.942949 2021-04-15 00:32:55,158 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.3339, top1-acc=88.35%, top5-acc=99.62%, remaining_time=0:00:30.610632, arrival_time=2021-04-15 00:33:25.769433, cost_time=0:00:07.848888 2021-04-15 00:32:57,070 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.3341, top1-acc=88.28%, top5-acc=99.61%, remaining_time=0:00:28.502120, arrival_time=2021-04-15 00:33:25.572924, cost_time=0:00:09.760975 2021-04-15 00:32:58,986 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.3351, top1-acc=88.24%, top5-acc=99.65%, remaining_time=0:00:26.467096, arrival_time=2021-04-15 00:33:25.453569, cost_time=0:00:11.676641 2021-04-15 00:33:00,912 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.36ms, fps=1330 images/s, loss=0.3317, top1-acc=88.39%, top5-acc=99.67%, remaining_time=0:00:24.483816, arrival_time=2021-04-15 00:33:25.395867, cost_time=0:00:13.602141 2021-04-15 00:33:02,832 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.49ms, fps=1334 images/s, loss=0.3287, top1-acc=88.49%, top5-acc=99.68%, remaining_time=0:00:22.507364, arrival_time=2021-04-15 00:33:25.339491, cost_time=0:00:15.522285 2021-04-15 00:33:04,753 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.3310, top1-acc=88.44%, top5-acc=99.67%, remaining_time=0:00:20.544284, arrival_time=2021-04-15 00:33:25.297373, cost_time=0:00:17.443258 2021-04-15 00:33:06,662 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.3318, top1-acc=88.43%, top5-acc=99.66%, remaining_time=0:00:18.578880, arrival_time=2021-04-15 00:33:25.241758, cost_time=0:00:19.353007 2021-04-15 00:33:08,573 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=2.24ms, fps=1340 images/s, loss=0.3314, top1-acc=88.49%, top5-acc=99.64%, remaining_time=0:00:16.624144, arrival_time=2021-04-15 00:33:25.197495, cost_time=0:00:21.263468 2021-04-15 00:33:10,491 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.3329, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:14.681984, arrival_time=2021-04-15 00:33:25.173845, cost_time=0:00:23.182032 2021-04-15 00:33:12,403 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.94ms, fps=1340 images/s, loss=0.3316, top1-acc=88.48%, top5-acc=99.66%, remaining_time=0:00:12.739518, arrival_time=2021-04-15 00:33:25.142447, cost_time=0:00:25.093017 2021-04-15 00:33:14,310 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.3333, top1-acc=88.39%, top5-acc=99.65%, remaining_time=0:00:10.800328, arrival_time=2021-04-15 00:33:25.110978, cost_time=0:00:27.000774 2021-04-15 00:33:16,228 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.3329, top1-acc=88.43%, top5-acc=99.66%, remaining_time=0:00:08.868524, arrival_time=2021-04-15 00:33:25.097413, cost_time=0:00:28.919058 2021-04-15 00:33:18,136 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.3324, top1-acc=88.46%, top5-acc=99.66%, remaining_time=0:00:06.935904, arrival_time=2021-04-15 00:33:25.071990, cost_time=0:00:30.826251 2021-04-15 00:33:20,052 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.55ms, fps=1336 images/s, loss=0.3333, top1-acc=88.45%, top5-acc=99.66%, remaining_time=0:00:05.007730, arrival_time=2021-04-15 00:33:25.060407, cost_time=0:00:32.742855 2021-04-15 00:33:21,966 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.3343, top1-acc=88.42%, top5-acc=99.66%, remaining_time=0:00:03.080608, arrival_time=2021-04-15 00:33:25.047285, cost_time=0:00:34.656852 2021-04-15 00:33:23,872 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.3364, top1-acc=88.41%, top5-acc=99.64%, remaining_time=0:00:01.154616, arrival_time=2021-04-15 00:33:25.027219, cost_time=0:00:36.562776 2021-04-15 00:33:24,900 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.24ms, fps=1323 images/s, loss=0.3374, top1-acc=88.42%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:24.900876, cost_time=0:00:37.591049 2021-04-15 00:33:25,643 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.18ms, fps=3455 images/s, loss=0.5919, top1-acc=80.59%, top5-acc=99.02%, remaining_time=0:00:02.222700, arrival_time=2021-04-15 00:33:27.866361, cost_time=0:00:00.740900 2021-04-15 00:33:26,235 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.25ms, fps=4325 images/s, loss=0.6044, top1-acc=80.37%, top5-acc=98.91%, remaining_time=0:00:01.333140, arrival_time=2021-04-15 00:33:27.569031, cost_time=0:00:01.333149 2021-04-15 00:33:26,832 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.60ms, fps=4292 images/s, loss=0.6035, top1-acc=80.35%, top5-acc=98.93%, remaining_time=0:00:00.643290, arrival_time=2021-04-15 00:33:27.475969, cost_time=0:00:01.929876 2021-04-15 00:33:27,375 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.06ms, fps=4280 images/s, loss=0.6101, top1-acc=80.20%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:27.375162, cost_time=0:00:02.472432 2021-04-15 00:33:27,508 INFO : Epoch=0066 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:29:47.193692, arrival_time=2021-04-15 02:03:14.701770, cost_time=0:44:13.393884 2021-04-15 00:33:27,509 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 00:33:29,600 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.79ms, fps=1224 images/s, loss=0.3775, top1-acc=86.76%, top5-acc=99.57%, remaining_time=0:00:38.893344, arrival_time=2021-04-15 00:34:08.493917, cost_time=0:00:02.091038 2021-04-15 00:33:31,516 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3575, top1-acc=87.44%, top5-acc=99.61%, remaining_time=0:00:35.259840, arrival_time=2021-04-15 00:34:06.776182, cost_time=0:00:04.006804 2021-04-15 00:33:33,423 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.3445, top1-acc=88.01%, top5-acc=99.65%, remaining_time=0:00:32.725240, arrival_time=2021-04-15 00:34:06.149018, cost_time=0:00:05.914199 2021-04-15 00:33:35,335 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.3323, top1-acc=88.40%, top5-acc=99.68%, remaining_time=0:00:30.521712, arrival_time=2021-04-15 00:34:05.857252, cost_time=0:00:07.826089 2021-04-15 00:33:37,256 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.90ms, fps=1333 images/s, loss=0.3273, top1-acc=88.67%, top5-acc=99.70%, remaining_time=0:00:28.462262, arrival_time=2021-04-15 00:34:05.719064, cost_time=0:00:09.747358 2021-04-15 00:33:39,170 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.3234, top1-acc=88.72%, top5-acc=99.73%, remaining_time=0:00:26.431736, arrival_time=2021-04-15 00:34:05.602440, cost_time=0:00:11.661049 2021-04-15 00:33:41,090 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.73ms, fps=1334 images/s, loss=0.3219, top1-acc=88.78%, top5-acc=99.75%, remaining_time=0:00:24.445134, arrival_time=2021-04-15 00:34:05.535225, cost_time=0:00:13.580640 2021-04-15 00:33:43,016 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.30ms, fps=1330 images/s, loss=0.3224, top1-acc=88.76%, top5-acc=99.76%, remaining_time=0:00:22.484512, arrival_time=2021-04-15 00:34:05.500600, cost_time=0:00:15.506536 2021-04-15 00:33:44,946 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.45ms, fps=1327 images/s, loss=0.3240, top1-acc=88.68%, top5-acc=99.74%, remaining_time=0:00:20.536546, arrival_time=2021-04-15 00:34:05.482744, cost_time=0:00:17.436659 2021-04-15 00:33:46,864 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.55ms, fps=1335 images/s, loss=0.3276, top1-acc=88.59%, top5-acc=99.73%, remaining_time=0:00:18.580800, arrival_time=2021-04-15 00:34:05.445324, cost_time=0:00:19.354981 2021-04-15 00:33:48,779 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3284, top1-acc=88.59%, top5-acc=99.74%, remaining_time=0:00:16.628960, arrival_time=2021-04-15 00:34:05.408176, cost_time=0:00:21.269612 2021-04-15 00:33:50,695 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.3297, top1-acc=88.53%, top5-acc=99.73%, remaining_time=0:00:14.684720, arrival_time=2021-04-15 00:34:05.380562, cost_time=0:00:23.186389 2021-04-15 00:33:52,609 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3325, top1-acc=88.46%, top5-acc=99.72%, remaining_time=0:00:12.743082, arrival_time=2021-04-15 00:34:05.352494, cost_time=0:00:25.099971 2021-04-15 00:33:54,520 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.3318, top1-acc=88.47%, top5-acc=99.72%, remaining_time=0:00:10.804416, arrival_time=2021-04-15 00:34:05.325071, cost_time=0:00:27.011020 2021-04-15 00:33:56,431 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.73ms, fps=1340 images/s, loss=0.3326, top1-acc=88.45%, top5-acc=99.70%, remaining_time=0:00:08.869536, arrival_time=2021-04-15 00:34:05.301408, cost_time=0:00:28.922424 2021-04-15 00:33:58,341 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.3325, top1-acc=88.43%, top5-acc=99.70%, remaining_time=0:00:06.937308, arrival_time=2021-04-15 00:34:05.279143, cost_time=0:00:30.832406 2021-04-15 00:34:00,276 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=21.70ms, fps=1324 images/s, loss=0.3304, top1-acc=88.52%, top5-acc=99.69%, remaining_time=0:00:05.011422, arrival_time=2021-04-15 00:34:05.287854, cost_time=0:00:32.766993 2021-04-15 00:34:02,192 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.60ms, fps=1337 images/s, loss=0.3290, top1-acc=88.56%, top5-acc=99.71%, remaining_time=0:00:03.082912, arrival_time=2021-04-15 00:34:05.275165, cost_time=0:00:34.682813 2021-04-15 00:34:04,103 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.22ms, fps=1340 images/s, loss=0.3306, top1-acc=88.53%, top5-acc=99.70%, remaining_time=0:00:01.155606, arrival_time=2021-04-15 00:34:05.259260, cost_time=0:00:36.594218 2021-04-15 00:34:05,131 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.20ms, fps=1323 images/s, loss=0.3305, top1-acc=88.53%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:05.131790, cost_time=0:00:37.622346 2021-04-15 00:34:05,858 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=10.82ms, fps=3531 images/s, loss=0.5874, top1-acc=80.55%, top5-acc=98.83%, remaining_time=0:00:02.174880, arrival_time=2021-04-15 00:34:08.033536, cost_time=0:00:00.724964 2021-04-15 00:34:06,447 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.88ms, fps=4351 images/s, loss=0.5791, top1-acc=80.61%, top5-acc=98.77%, remaining_time=0:00:01.313620, arrival_time=2021-04-15 00:34:07.760938, cost_time=0:00:01.313626 2021-04-15 00:34:07,041 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.38ms, fps=4312 images/s, loss=0.5902, top1-acc=80.34%, top5-acc=98.82%, remaining_time=0:00:00.635880, arrival_time=2021-04-15 00:34:07.677307, cost_time=0:00:01.907649 2021-04-15 00:34:07,582 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=0.5782, top1-acc=80.36%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:07.582410, cost_time=0:00:02.448756 2021-04-15 00:34:07,677 INFO : Epoch=0067 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:29:06.924653, arrival_time=2021-04-15 02:03:14.602423, cost_time=0:44:53.563572 2021-04-15 00:34:07,679 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 00:34:09,781 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.48ms, fps=1218 images/s, loss=0.3434, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:00:39.109290, arrival_time=2021-04-15 00:34:48.891186, cost_time=0:00:02.102653 2021-04-15 00:34:11,697 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.3252, top1-acc=88.44%, top5-acc=99.75%, remaining_time=0:00:35.355584, arrival_time=2021-04-15 00:34:47.052604, cost_time=0:00:04.017688 2021-04-15 00:34:13,610 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3168, top1-acc=88.62%, top5-acc=99.80%, remaining_time=0:00:32.819860, arrival_time=2021-04-15 00:34:46.430399, cost_time=0:00:05.931304 2021-04-15 00:34:15,521 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.96ms, fps=1340 images/s, loss=0.3171, top1-acc=88.80%, top5-acc=99.77%, remaining_time=0:00:30.583332, arrival_time=2021-04-15 00:34:46.104486, cost_time=0:00:07.841899 2021-04-15 00:34:17,431 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.93ms, fps=1341 images/s, loss=0.3211, top1-acc=88.76%, top5-acc=99.77%, remaining_time=0:00:28.475110, arrival_time=2021-04-15 00:34:45.906198, cost_time=0:00:09.751768 2021-04-15 00:34:19,348 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.3200, top1-acc=88.76%, top5-acc=99.76%, remaining_time=0:00:26.449144, arrival_time=2021-04-15 00:34:45.797130, cost_time=0:00:11.668728 2021-04-15 00:34:21,268 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.3229, top1-acc=88.68%, top5-acc=99.74%, remaining_time=0:00:24.459876, arrival_time=2021-04-15 00:34:45.728052, cost_time=0:00:13.588811 2021-04-15 00:34:23,180 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.3282, top1-acc=88.57%, top5-acc=99.73%, remaining_time=0:00:22.476508, arrival_time=2021-04-15 00:34:45.656810, cost_time=0:00:15.501057 2021-04-15 00:34:25,100 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.3290, top1-acc=88.54%, top5-acc=99.72%, remaining_time=0:00:20.518420, arrival_time=2021-04-15 00:34:45.618935, cost_time=0:00:17.421259 2021-04-15 00:34:27,007 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.68ms, fps=1343 images/s, loss=0.3308, top1-acc=88.51%, top5-acc=99.72%, remaining_time=0:00:18.555360, arrival_time=2021-04-15 00:34:45.563196, cost_time=0:00:19.328503 2021-04-15 00:34:28,922 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.3300, top1-acc=88.55%, top5-acc=99.72%, remaining_time=0:00:16.608062, arrival_time=2021-04-15 00:34:45.530139, cost_time=0:00:21.242822 2021-04-15 00:34:30,838 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.3314, top1-acc=88.53%, top5-acc=99.72%, remaining_time=0:00:14.667696, arrival_time=2021-04-15 00:34:45.506419, cost_time=0:00:23.159481 2021-04-15 00:34:32,757 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.40ms, fps=1334 images/s, loss=0.3332, top1-acc=88.47%, top5-acc=99.70%, remaining_time=0:00:12.732060, arrival_time=2021-04-15 00:34:45.489673, cost_time=0:00:25.078365 2021-04-15 00:34:34,676 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.32ms, fps=1335 images/s, loss=0.3345, top1-acc=88.44%, top5-acc=99.69%, remaining_time=0:00:10.798704, arrival_time=2021-04-15 00:34:45.474900, cost_time=0:00:26.996811 2021-04-15 00:34:36,588 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3343, top1-acc=88.41%, top5-acc=99.67%, remaining_time=0:00:08.865350, arrival_time=2021-04-15 00:34:45.453374, cost_time=0:00:28.908699 2021-04-15 00:34:38,511 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.36ms, fps=1332 images/s, loss=0.3345, top1-acc=88.40%, top5-acc=99.67%, remaining_time=0:00:06.937128, arrival_time=2021-04-15 00:34:45.448165, cost_time=0:00:30.831752 2021-04-15 00:34:40,422 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3358, top1-acc=88.34%, top5-acc=99.66%, remaining_time=0:00:05.007834, arrival_time=2021-04-15 00:34:45.430743, cost_time=0:00:32.743579 2021-04-15 00:34:42,333 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.3358, top1-acc=88.39%, top5-acc=99.66%, remaining_time=0:00:03.080336, arrival_time=2021-04-15 00:34:45.413356, cost_time=0:00:34.653772 2021-04-15 00:34:44,243 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.3354, top1-acc=88.38%, top5-acc=99.65%, remaining_time=0:00:01.154664, arrival_time=2021-04-15 00:34:45.398364, cost_time=0:00:36.564455 2021-04-15 00:34:45,270 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.26ms, fps=1326 images/s, loss=0.3351, top1-acc=88.40%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:45.270185, cost_time=0:00:37.590870 2021-04-15 00:34:45,980 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=2.12ms, fps=3615 images/s, loss=0.4771, top1-acc=83.63%, top5-acc=99.30%, remaining_time=0:00:02.124360, arrival_time=2021-04-15 00:34:48.104520, cost_time=0:00:00.708124 2021-04-15 00:34:46,570 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.44ms, fps=4337 images/s, loss=0.4893, top1-acc=83.30%, top5-acc=99.22%, remaining_time=0:00:01.298780, arrival_time=2021-04-15 00:34:47.869576, cost_time=0:00:01.298773 2021-04-15 00:34:47,169 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=7.91ms, fps=4276 images/s, loss=0.4790, top1-acc=83.78%, top5-acc=99.35%, remaining_time=0:00:00.632560, arrival_time=2021-04-15 00:34:47.802304, cost_time=0:00:01.897690 2021-04-15 00:34:47,709 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=4303 images/s, loss=0.4709, top1-acc=83.91%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:47.709250, cost_time=0:00:02.437230 2021-04-15 00:34:47,836 INFO : Epoch=0068 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:28:26.638128, arrival_time=2021-04-15 02:03:14.474976, cost_time=0:45:33.722643 2021-04-15 00:34:47,838 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 00:34:49,952 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.76ms, fps=1211 images/s, loss=0.3242, top1-acc=88.79%, top5-acc=99.77%, remaining_time=0:00:39.316680, arrival_time=2021-04-15 00:35:29.268802, cost_time=0:00:02.113801 2021-04-15 00:34:51,860 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.52ms, fps=1342 images/s, loss=0.3259, top1-acc=88.75%, top5-acc=99.75%, remaining_time=0:00:35.393952, arrival_time=2021-04-15 00:35:27.254321, cost_time=0:00:04.022046 2021-04-15 00:34:53,777 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.3294, top1-acc=88.83%, top5-acc=99.75%, remaining_time=0:00:32.865842, arrival_time=2021-04-15 00:35:26.643692, cost_time=0:00:05.939609 2021-04-15 00:34:55,690 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.3253, top1-acc=88.95%, top5-acc=99.75%, remaining_time=0:00:30.622644, arrival_time=2021-04-15 00:35:26.312939, cost_time=0:00:07.851979 2021-04-15 00:34:57,600 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.3248, top1-acc=88.91%, top5-acc=99.73%, remaining_time=0:00:28.506208, arrival_time=2021-04-15 00:35:26.106824, cost_time=0:00:09.762381 2021-04-15 00:34:59,518 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.3194, top1-acc=89.15%, top5-acc=99.74%, remaining_time=0:00:26.474576, arrival_time=2021-04-15 00:35:25.992801, cost_time=0:00:11.679982 2021-04-15 00:35:01,441 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.81ms, fps=1332 images/s, loss=0.3206, top1-acc=89.05%, top5-acc=99.75%, remaining_time=0:00:24.484698, arrival_time=2021-04-15 00:35:25.925666, cost_time=0:00:13.602643 2021-04-15 00:35:03,359 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.3209, top1-acc=89.04%, top5-acc=99.74%, remaining_time=0:00:22.506204, arrival_time=2021-04-15 00:35:25.865939, cost_time=0:00:15.521487 2021-04-15 00:35:05,264 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.3189, top1-acc=89.09%, top5-acc=99.75%, remaining_time=0:00:20.524250, arrival_time=2021-04-15 00:35:25.788776, cost_time=0:00:17.426239 2021-04-15 00:35:07,179 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.71ms, fps=1337 images/s, loss=0.3166, top1-acc=89.15%, top5-acc=99.75%, remaining_time=0:00:18.567936, arrival_time=2021-04-15 00:35:25.747816, cost_time=0:00:19.341640 2021-04-15 00:35:09,090 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.3167, top1-acc=89.12%, top5-acc=99.76%, remaining_time=0:00:16.615286, arrival_time=2021-04-15 00:35:25.705668, cost_time=0:00:21.252142 2021-04-15 00:35:10,998 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.3179, top1-acc=89.06%, top5-acc=99.75%, remaining_time=0:00:14.668380, arrival_time=2021-04-15 00:35:25.667233, cost_time=0:00:23.160608 2021-04-15 00:35:12,915 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.35ms, fps=1336 images/s, loss=0.3206, top1-acc=88.91%, top5-acc=99.74%, remaining_time=0:00:12.731466, arrival_time=2021-04-15 00:35:25.646891, cost_time=0:00:25.077106 2021-04-15 00:35:14,826 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.3208, top1-acc=88.87%, top5-acc=99.75%, remaining_time=0:00:10.795456, arrival_time=2021-04-15 00:35:25.622325, cost_time=0:00:26.988617 2021-04-15 00:35:16,740 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.3249, top1-acc=88.73%, top5-acc=99.73%, remaining_time=0:00:08.863326, arrival_time=2021-04-15 00:35:25.603716, cost_time=0:00:28.902158 2021-04-15 00:35:18,651 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.19ms, fps=1340 images/s, loss=0.3273, top1-acc=88.65%, top5-acc=99.73%, remaining_time=0:00:06.932988, arrival_time=2021-04-15 00:35:25.584474, cost_time=0:00:30.813236 2021-04-15 00:35:20,558 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.71ms, fps=1343 images/s, loss=0.3287, top1-acc=88.58%, top5-acc=99.73%, remaining_time=0:00:05.004220, arrival_time=2021-04-15 00:35:25.562419, cost_time=0:00:32.719966 2021-04-15 00:35:22,473 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.3287, top1-acc=88.55%, top5-acc=99.73%, remaining_time=0:00:03.078704, arrival_time=2021-04-15 00:35:25.552333, cost_time=0:00:34.635388 2021-04-15 00:35:24,378 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.21ms, fps=1344 images/s, loss=0.3285, top1-acc=88.55%, top5-acc=99.72%, remaining_time=0:00:01.153908, arrival_time=2021-04-15 00:35:25.532649, cost_time=0:00:36.540513 2021-04-15 00:35:25,405 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.20ms, fps=1326 images/s, loss=0.3288, top1-acc=88.57%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:25.405095, cost_time=0:00:37.566875 2021-04-15 00:35:26,175 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.41ms, fps=3331 images/s, loss=0.5251, top1-acc=82.66%, top5-acc=99.30%, remaining_time=0:00:02.305320, arrival_time=2021-04-15 00:35:28.480512, cost_time=0:00:00.768442 2021-04-15 00:35:26,764 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.38ms, fps=4347 images/s, loss=0.5245, top1-acc=82.58%, top5-acc=99.30%, remaining_time=0:00:01.357720, arrival_time=2021-04-15 00:35:28.122224, cost_time=0:00:01.357728 2021-04-15 00:35:27,353 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.27ms, fps=4347 images/s, loss=0.5270, top1-acc=82.47%, top5-acc=99.30%, remaining_time=0:00:00.649010, arrival_time=2021-04-15 00:35:28.002798, cost_time=0:00:01.947033 2021-04-15 00:35:27,893 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=4304 images/s, loss=0.5253, top1-acc=82.49%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:27.893110, cost_time=0:00:02.486381 2021-04-15 00:35:27,988 INFO : Epoch=0069 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:27:46.340825, arrival_time=2021-04-15 02:03:14.329217, cost_time=0:46:13.874191 2021-04-15 00:35:27,989 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 00:35:30,109 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.35ms, fps=1208 images/s, loss=0.3367, top1-acc=88.36%, top5-acc=99.57%, remaining_time=0:00:39.427536, arrival_time=2021-04-15 00:36:09.537116, cost_time=0:00:02.119759 2021-04-15 00:35:32,023 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.3371, top1-acc=88.36%, top5-acc=99.57%, remaining_time=0:00:35.492512, arrival_time=2021-04-15 00:36:07.515585, cost_time=0:00:04.033238 2021-04-15 00:35:33,933 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3417, top1-acc=88.19%, top5-acc=99.62%, remaining_time=0:00:32.887754, arrival_time=2021-04-15 00:36:06.821165, cost_time=0:00:05.943578 2021-04-15 00:35:35,840 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.3341, top1-acc=88.61%, top5-acc=99.61%, remaining_time=0:00:30.617808, arrival_time=2021-04-15 00:36:06.458293, cost_time=0:00:07.850722 2021-04-15 00:35:37,757 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.53ms, fps=1336 images/s, loss=0.3292, top1-acc=88.69%, top5-acc=99.63%, remaining_time=0:00:28.520516, arrival_time=2021-04-15 00:36:06.277586, cost_time=0:00:09.767323 2021-04-15 00:35:39,679 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.37ms, fps=1332 images/s, loss=0.3276, top1-acc=88.76%, top5-acc=99.65%, remaining_time=0:00:26.497016, arrival_time=2021-04-15 00:36:06.176843, cost_time=0:00:11.689879 2021-04-15 00:35:41,597 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.67ms, fps=1336 images/s, loss=0.3265, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:24.493140, arrival_time=2021-04-15 00:36:06.090219, cost_time=0:00:13.607327 2021-04-15 00:35:43,516 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.3282, top1-acc=88.76%, top5-acc=99.67%, remaining_time=0:00:22.513280, arrival_time=2021-04-15 00:36:06.029418, cost_time=0:00:15.526398 2021-04-15 00:35:45,424 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.3275, top1-acc=88.80%, top5-acc=99.66%, remaining_time=0:00:20.533790, arrival_time=2021-04-15 00:36:05.957849, cost_time=0:00:17.434310 2021-04-15 00:35:47,332 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.3267, top1-acc=88.78%, top5-acc=99.67%, remaining_time=0:00:18.568992, arrival_time=2021-04-15 00:36:05.901492, cost_time=0:00:19.342744 2021-04-15 00:35:49,248 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.3275, top1-acc=88.75%, top5-acc=99.68%, remaining_time=0:00:16.620446, arrival_time=2021-04-15 00:36:05.868918, cost_time=0:00:21.258725 2021-04-15 00:35:51,155 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.3271, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:14.671496, arrival_time=2021-04-15 00:36:05.826759, cost_time=0:00:23.165505 2021-04-15 00:35:53,076 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.47ms, fps=1333 images/s, loss=0.3275, top1-acc=88.73%, top5-acc=99.68%, remaining_time=0:00:12.736416, arrival_time=2021-04-15 00:36:05.813099, cost_time=0:00:25.086842 2021-04-15 00:35:54,986 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.3283, top1-acc=88.68%, top5-acc=99.68%, remaining_time=0:00:10.798872, arrival_time=2021-04-15 00:36:05.785793, cost_time=0:00:26.997172 2021-04-15 00:35:56,900 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.3271, top1-acc=88.71%, top5-acc=99.68%, remaining_time=0:00:08.866040, arrival_time=2021-04-15 00:36:05.766746, cost_time=0:00:28.910943 2021-04-15 00:35:58,809 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3277, top1-acc=88.70%, top5-acc=99.68%, remaining_time=0:00:06.934392, arrival_time=2021-04-15 00:36:05.743694, cost_time=0:00:30.819557 2021-04-15 00:36:00,726 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.09ms, fps=1336 images/s, loss=0.3277, top1-acc=88.70%, top5-acc=99.68%, remaining_time=0:00:05.006768, arrival_time=2021-04-15 00:36:05.733004, cost_time=0:00:32.736489 2021-04-15 00:36:02,686 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.38ms, fps=1306 images/s, loss=0.3292, top1-acc=88.63%, top5-acc=99.68%, remaining_time=0:00:03.084112, arrival_time=2021-04-15 00:36:05.770175, cost_time=0:00:34.696325 2021-04-15 00:36:04,595 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.3302, top1-acc=88.61%, top5-acc=99.67%, remaining_time=0:00:01.155960, arrival_time=2021-04-15 00:36:05.751168, cost_time=0:00:36.605462 2021-04-15 00:36:05,625 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.17ms, fps=1320 images/s, loss=0.3315, top1-acc=88.56%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:05.625679, cost_time=0:00:37.635952 2021-04-15 00:36:06,369 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.19ms, fps=3448 images/s, loss=0.5593, top1-acc=80.70%, top5-acc=98.91%, remaining_time=0:00:02.227560, arrival_time=2021-04-15 00:36:08.597458, cost_time=0:00:00.742516 2021-04-15 00:36:06,961 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.87ms, fps=4329 images/s, loss=0.5703, top1-acc=80.78%, top5-acc=99.00%, remaining_time=0:00:01.334180, arrival_time=2021-04-15 00:36:08.295783, cost_time=0:00:01.334175 2021-04-15 00:36:07,552 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.35ms, fps=4333 images/s, loss=0.5668, top1-acc=80.79%, top5-acc=99.00%, remaining_time=0:00:00.641810, arrival_time=2021-04-15 00:36:08.194609, cost_time=0:00:01.925419 2021-04-15 00:36:08,096 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=4273 images/s, loss=0.5553, top1-acc=81.03%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:08.096036, cost_time=0:00:02.468674 2021-04-15 00:36:08,195 INFO : Epoch=0070 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:27:06.151580, arrival_time=2021-04-15 02:03:14.347431, cost_time=0:46:54.081652 2021-04-15 00:36:08,197 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 00:36:10,276 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.33ms, fps=1232 images/s, loss=0.3306, top1-acc=88.79%, top5-acc=99.61%, remaining_time=0:00:38.663076, arrival_time=2021-04-15 00:36:48.939099, cost_time=0:00:02.078662 2021-04-15 00:36:12,196 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.3095, top1-acc=89.26%, top5-acc=99.73%, remaining_time=0:00:35.190848, arrival_time=2021-04-15 00:36:47.387110, cost_time=0:00:03.998966 2021-04-15 00:36:14,103 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.3177, top1-acc=89.11%, top5-acc=99.67%, remaining_time=0:00:32.682412, arrival_time=2021-04-15 00:36:46.786060, cost_time=0:00:05.906451 2021-04-15 00:36:16,015 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.3150, top1-acc=89.14%, top5-acc=99.67%, remaining_time=0:00:30.490200, arrival_time=2021-04-15 00:36:46.505496, cost_time=0:00:07.817987 2021-04-15 00:36:17,936 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.33ms, fps=1333 images/s, loss=0.3204, top1-acc=88.98%, top5-acc=99.69%, remaining_time=0:00:28.437588, arrival_time=2021-04-15 00:36:46.373670, cost_time=0:00:09.738892 2021-04-15 00:36:19,856 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.35ms, fps=1333 images/s, loss=0.3192, top1-acc=89.07%, top5-acc=99.70%, remaining_time=0:00:26.428472, arrival_time=2021-04-15 00:36:46.285344, cost_time=0:00:11.659618 2021-04-15 00:36:21,776 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.3164, top1-acc=89.19%, top5-acc=99.70%, remaining_time=0:00:24.441606, arrival_time=2021-04-15 00:36:46.217551, cost_time=0:00:13.578674 2021-04-15 00:36:23,709 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=9.78ms, fps=1325 images/s, loss=0.3173, top1-acc=89.01%, top5-acc=99.71%, remaining_time=0:00:22.492052, arrival_time=2021-04-15 00:36:46.201107, cost_time=0:00:15.511783 2021-04-15 00:36:25,627 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.3175, top1-acc=89.01%, top5-acc=99.71%, remaining_time=0:00:20.528490, arrival_time=2021-04-15 00:36:46.155631, cost_time=0:00:17.429852 2021-04-15 00:36:27,539 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.3185, top1-acc=88.98%, top5-acc=99.72%, remaining_time=0:00:18.568032, arrival_time=2021-04-15 00:36:46.107008, cost_time=0:00:19.341685 2021-04-15 00:36:29,454 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.3182, top1-acc=89.03%, top5-acc=99.73%, remaining_time=0:00:16.619328, arrival_time=2021-04-15 00:36:46.074061, cost_time=0:00:21.257310 2021-04-15 00:36:31,363 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.3198, top1-acc=88.95%, top5-acc=99.73%, remaining_time=0:00:14.672180, arrival_time=2021-04-15 00:36:46.036010, cost_time=0:00:23.166626 2021-04-15 00:36:33,277 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.3229, top1-acc=88.79%, top5-acc=99.74%, remaining_time=0:00:12.733314, arrival_time=2021-04-15 00:36:46.011242, cost_time=0:00:25.080738 2021-04-15 00:36:35,196 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.34ms, fps=1335 images/s, loss=0.3248, top1-acc=88.68%, top5-acc=99.73%, remaining_time=0:00:10.799544, arrival_time=2021-04-15 00:36:45.995614, cost_time=0:00:26.998863 2021-04-15 00:36:37,102 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.3256, top1-acc=88.63%, top5-acc=99.72%, remaining_time=0:00:08.864292, arrival_time=2021-04-15 00:36:45.966876, cost_time=0:00:28.905304 2021-04-15 00:36:39,016 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.3278, top1-acc=88.56%, top5-acc=99.71%, remaining_time=0:00:06.934428, arrival_time=2021-04-15 00:36:45.951361, cost_time=0:00:30.819728 2021-04-15 00:36:40,926 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.3276, top1-acc=88.56%, top5-acc=99.71%, remaining_time=0:00:05.005650, arrival_time=2021-04-15 00:36:45.932118, cost_time=0:00:32.729277 2021-04-15 00:36:42,834 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.3275, top1-acc=88.57%, top5-acc=99.71%, remaining_time=0:00:03.078832, arrival_time=2021-04-15 00:36:45.912890, cost_time=0:00:34.636866 2021-04-15 00:36:44,758 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.30ms, fps=1331 images/s, loss=0.3283, top1-acc=88.56%, top5-acc=99.70%, remaining_time=0:00:01.154550, arrival_time=2021-04-15 00:36:45.912538, cost_time=0:00:36.560790 2021-04-15 00:36:45,782 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.23ms, fps=1328 images/s, loss=0.3275, top1-acc=88.58%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:45.782165, cost_time=0:00:37.584985 2021-04-15 00:36:46,551 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.30ms, fps=3335 images/s, loss=0.5753, top1-acc=80.86%, top5-acc=98.75%, remaining_time=0:00:02.302500, arrival_time=2021-04-15 00:36:48.853814, cost_time=0:00:00.767496 2021-04-15 00:36:47,144 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.44ms, fps=4320 images/s, loss=0.5609, top1-acc=81.70%, top5-acc=99.06%, remaining_time=0:00:01.360480, arrival_time=2021-04-15 00:36:48.504773, cost_time=0:00:01.360478 2021-04-15 00:36:47,734 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.47ms, fps=4341 images/s, loss=0.5499, top1-acc=81.74%, top5-acc=99.14%, remaining_time=0:00:00.650200, arrival_time=2021-04-15 00:36:48.384627, cost_time=0:00:01.950612 2021-04-15 00:36:48,276 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=4280 images/s, loss=0.5411, top1-acc=81.97%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:48.276899, cost_time=0:00:02.493024 2021-04-15 00:36:48,398 INFO : Epoch=0071 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:26:25.953768, arrival_time=2021-04-15 02:03:14.352568, cost_time=0:47:34.284600 2021-04-15 00:36:48,400 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 00:36:50,483 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.34ms, fps=1229 images/s, loss=0.3419, top1-acc=88.24%, top5-acc=99.69%, remaining_time=0:00:38.752356, arrival_time=2021-04-15 00:37:29.236189, cost_time=0:00:02.083464 2021-04-15 00:36:52,392 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.73ms, fps=1342 images/s, loss=0.3399, top1-acc=88.42%, top5-acc=99.71%, remaining_time=0:00:35.126080, arrival_time=2021-04-15 00:37:27.518145, cost_time=0:00:03.991607 2021-04-15 00:36:54,312 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.58ms, fps=1335 images/s, loss=0.3317, top1-acc=88.68%, top5-acc=99.74%, remaining_time=0:00:32.711462, arrival_time=2021-04-15 00:37:27.023639, cost_time=0:00:05.911706 2021-04-15 00:36:56,224 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.04ms, fps=1339 images/s, loss=0.3298, top1-acc=88.81%, top5-acc=99.71%, remaining_time=0:00:30.515004, arrival_time=2021-04-15 00:37:26.739736, cost_time=0:00:07.824351 2021-04-15 00:36:58,148 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.48ms, fps=1331 images/s, loss=0.3259, top1-acc=89.02%, top5-acc=99.70%, remaining_time=0:00:28.463868, arrival_time=2021-04-15 00:37:26.612245, cost_time=0:00:09.747905 2021-04-15 00:37:00,070 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.30ms, fps=1333 images/s, loss=0.3217, top1-acc=89.17%, top5-acc=99.67%, remaining_time=0:00:26.450232, arrival_time=2021-04-15 00:37:26.520559, cost_time=0:00:11.669231 2021-04-15 00:37:02,021 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.77ms, fps=1313 images/s, loss=0.3229, top1-acc=89.09%, top5-acc=99.67%, remaining_time=0:00:24.517080, arrival_time=2021-04-15 00:37:26.538113, cost_time=0:00:13.620609 2021-04-15 00:37:03,936 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.3255, top1-acc=89.00%, top5-acc=99.66%, remaining_time=0:00:22.527316, arrival_time=2021-04-15 00:37:26.463858, cost_time=0:00:15.536066 2021-04-15 00:37:05,846 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.3231, top1-acc=89.06%, top5-acc=99.67%, remaining_time=0:00:20.547676, arrival_time=2021-04-15 00:37:26.394258, cost_time=0:00:17.446156 2021-04-15 00:37:07,769 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.33ms, fps=1332 images/s, loss=0.3258, top1-acc=89.00%, top5-acc=99.67%, remaining_time=0:00:18.594144, arrival_time=2021-04-15 00:37:26.363399, cost_time=0:00:19.368871 2021-04-15 00:37:09,680 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.81ms, fps=1340 images/s, loss=0.3255, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:16.636872, arrival_time=2021-04-15 00:37:26.316986, cost_time=0:00:21.279736 2021-04-15 00:37:11,594 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.30ms, fps=1337 images/s, loss=0.3290, top1-acc=88.84%, top5-acc=99.68%, remaining_time=0:00:14.689888, arrival_time=2021-04-15 00:37:26.284786, cost_time=0:00:23.194516 2021-04-15 00:37:13,513 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.55ms, fps=1335 images/s, loss=0.3275, top1-acc=88.88%, top5-acc=99.69%, remaining_time=0:00:12.749418, arrival_time=2021-04-15 00:37:26.262515, cost_time=0:00:25.112548 2021-04-15 00:37:15,431 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.56ms, fps=1335 images/s, loss=0.3261, top1-acc=88.88%, top5-acc=99.69%, remaining_time=0:00:10.812368, arrival_time=2021-04-15 00:37:26.243959, cost_time=0:00:27.030989 2021-04-15 00:37:17,356 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.33ms, fps=1331 images/s, loss=0.3265, top1-acc=88.86%, top5-acc=99.70%, remaining_time=0:00:08.879748, arrival_time=2021-04-15 00:37:26.235862, cost_time=0:00:28.955724 2021-04-15 00:37:19,265 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.3279, top1-acc=88.81%, top5-acc=99.69%, remaining_time=0:00:06.944688, arrival_time=2021-04-15 00:37:26.210464, cost_time=0:00:30.865315 2021-04-15 00:37:21,179 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.3291, top1-acc=88.81%, top5-acc=99.69%, remaining_time=0:00:05.013190, arrival_time=2021-04-15 00:37:26.192190, cost_time=0:00:32.778610 2021-04-15 00:37:23,097 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.3303, top1-acc=88.74%, top5-acc=99.68%, remaining_time=0:00:03.084192, arrival_time=2021-04-15 00:37:26.181663, cost_time=0:00:34.697092 2021-04-15 00:37:25,005 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=2.02ms, fps=1342 images/s, loss=0.3296, top1-acc=88.77%, top5-acc=99.68%, remaining_time=0:00:01.155942, arrival_time=2021-04-15 00:37:26.161270, cost_time=0:00:36.604855 2021-04-15 00:37:26,033 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.44ms, fps=1323 images/s, loss=0.3300, top1-acc=88.74%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:26.033552, cost_time=0:00:37.633190 2021-04-15 00:37:26,812 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.86ms, fps=3295 images/s, loss=0.5259, top1-acc=82.15%, top5-acc=98.52%, remaining_time=0:00:02.330640, arrival_time=2021-04-15 00:37:29.142828, cost_time=0:00:00.776881 2021-04-15 00:37:27,405 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.40ms, fps=4320 images/s, loss=0.5347, top1-acc=81.93%, top5-acc=98.73%, remaining_time=0:00:01.370100, arrival_time=2021-04-15 00:37:28.775401, cost_time=0:00:01.370091 2021-04-15 00:37:27,994 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.23ms, fps=4344 images/s, loss=0.5437, top1-acc=81.37%, top5-acc=98.82%, remaining_time=0:00:00.653240, arrival_time=2021-04-15 00:37:28.648181, cost_time=0:00:01.959715 2021-04-15 00:37:28,545 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.11ms, fps=4216 images/s, loss=0.5470, top1-acc=81.31%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:28.545574, cost_time=0:00:02.510375 2021-04-15 00:37:28,648 INFO : Epoch=0072 complete, best val top1-acc=84.44%, top5-acc=99.42% (epoch=58), remaining_time=1:25:45.838464, arrival_time=2021-04-15 02:03:14.486769, cost_time=0:48:14.534109 2021-04-15 00:37:28,649 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 00:37:30,780 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=2.04ms, fps=1202 images/s, loss=0.3633, top1-acc=87.42%, top5-acc=99.49%, remaining_time=0:00:39.625998, arrival_time=2021-04-15 00:38:10.406387, cost_time=0:00:02.130429 2021-04-15 00:37:32,691 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.3371, top1-acc=88.26%, top5-acc=99.51%, remaining_time=0:00:35.562208, arrival_time=2021-04-15 00:38:08.253374, cost_time=0:00:04.041170 2021-04-15 00:37:34,597 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.3291, top1-acc=88.65%, top5-acc=99.53%, remaining_time=0:00:32.908836, arrival_time=2021-04-15 00:38:07.506084, cost_time=0:00:05.947392 2021-04-15 00:37:36,516 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.3253, top1-acc=88.77%, top5-acc=99.58%, remaining_time=0:00:30.677556, arrival_time=2021-04-15 00:38:07.193551, cost_time=0:00:07.866050 2021-04-15 00:37:38,422 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.3200, top1-acc=89.00%, top5-acc=99.61%, remaining_time=0:00:28.534678, arrival_time=2021-04-15 00:38:06.956693, cost_time=0:00:09.772156 2021-04-15 00:37:40,338 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.3184, top1-acc=89.05%, top5-acc=99.61%, remaining_time=0:00:26.494976, arrival_time=2021-04-15 00:38:06.833819, cost_time=0:00:11.688983 2021-04-15 00:37:42,266 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.86ms, fps=1328 images/s, loss=0.3174, top1-acc=89.05%, top5-acc=99.60%, remaining_time=0:00:24.510024, arrival_time=2021-04-15 00:38:06.776679, cost_time=0:00:13.616694 2021-04-15 00:37:44,184 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.3171, top1-acc=89.04%, top5-acc=99.60%, remaining_time=0:00:22.524880, arrival_time=2021-04-15 00:38:06.709145, cost_time=0:00:15.534395 2021-04-15 00:37:46,093 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.3162, top1-acc=89.11%, top5-acc=99.62%, remaining_time=0:00:20.544284, arrival_time=2021-04-15 00:38:06.637382, cost_time=0:00:17.443234 2021-04-15 00:37:48,017 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.82ms, fps=1331 images/s, loss=0.3181, top1-acc=89.07%, top5-acc=99.63%, remaining_time=0:00:18.592704, arrival_time=2021-04-15 00:38:06.610026, cost_time=0:00:19.367420 2021-04-15 00:37:49,924 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.3189, top1-acc=88.99%, top5-acc=99.64%, remaining_time=0:00:16.632486, arrival_time=2021-04-15 00:38:06.556484, cost_time=0:00:21.274105 2021-04-15 00:37:51,833 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3207, top1-acc=88.98%, top5-acc=99.64%, remaining_time=0:00:14.682820, arrival_time=2021-04-15 00:38:06.516075, cost_time=0:00:23.183348 2021-04-15 00:37:53,750 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.51ms, fps=1336 images/s, loss=0.3200, top1-acc=88.99%, top5-acc=99.64%, remaining_time=0:00:12.743148, arrival_time=2021-04-15 00:38:06.493287, cost_time=0:00:25.100076 2021-04-15 00:37:55,668 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.3184, top1-acc=89.09%, top5-acc=99.64%, remaining_time=0:00:10.807440, arrival_time=2021-04-15 00:38:06.475885, cost_time=0:00:27.018587 2021-04-15 00:37:57,587 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.46ms, fps=1334 images/s, loss=0.3202, top1-acc=88.98%, top5-acc=99.63%, remaining_time=0:00:08.874136, arrival_time=2021-04-15 00:38:06.461476, cost_time=0:00:28.937424 2021-04-15 00:37:59,499 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.3206, top1-acc=88.98%, top5-acc=99.64%, remaining_time=0:00:06.941232, arrival_time=2021-04-15 00:38:06.440940, cost_time=0:00:30.849848 2021-04-15 00:38:01,410 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.3219, top1-acc=88.92%, top5-acc=99.63%, remaining_time=0:00:05.010460, arrival_time=2021-04-15 00:38:06.421011, cost_time=0:00:32.760690 2021-04-15 00:38:03,329 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.3221, top1-acc=88.89%, top5-acc=99.64%, remaining_time=0:00:03.082592, arrival_time=2021-04-15 00:38:06.411700, cost_time=0:00:34.679245 2021-04-15 00:38:05,234 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.25ms, fps=1344 images/s, loss=0.3234, top1-acc=88.84%, top5-acc=99.63%, remaining_time=0:00:01.155306, arrival_time=2021-04-15 00:38:06.389787, cost_time=0:00:36.584622 2021-04-15 00:38:06,262 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.54ms, fps=1323 images/s, loss=0.3248, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:06.262512, cost_time=0:00:37.612660 2021-04-15 00:38:06,975 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.29ms, fps=3601 images/s, loss=0.4289, top1-acc=85.35%, top5-acc=99.53%, remaining_time=0:00:02.132460, arrival_time=2021-04-15 00:38:09.107514, cost_time=0:00:00.710818 2021-04-15 00:38:07,566 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.46ms, fps=4328 images/s, loss=0.4283, top1-acc=85.25%, top5-acc=99.45%, remaining_time=0:00:01.302720, arrival_time=2021-04-15 00:38:08.869663, cost_time=0:00:01.302726 2021-04-15 00:38:08,159 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.75ms, fps=4326 images/s, loss=0.4393, top1-acc=84.90%, top5-acc=99.34%, remaining_time=0:00:00.631630, arrival_time=2021-04-15 00:38:08.790737, cost_time=0:00:01.894885 2021-04-15 00:38:08,698 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=0.4304, top1-acc=84.97%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:08.698567, cost_time=0:00:02.434376 2021-04-15 00:38:08,946 INFO : Epoch=0073 complete, best val top1-acc=84.97%, top5-acc=99.41% (epoch=73), remaining_time=1:25:05.803479, arrival_time=2021-04-15 02:03:14.749639, cost_time=0:48:54.831956 2021-04-15 00:38:08,947 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 00:38:11,071 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.29ms, fps=1205 images/s, loss=0.3088, top1-acc=89.73%, top5-acc=99.69%, remaining_time=0:00:39.500076, arrival_time=2021-04-15 00:38:50.571320, cost_time=0:00:02.123660 2021-04-15 00:38:12,984 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.58ms, fps=1338 images/s, loss=0.3102, top1-acc=89.43%, top5-acc=99.67%, remaining_time=0:00:35.525248, arrival_time=2021-04-15 00:38:48.510026, cost_time=0:00:04.036969 2021-04-15 00:38:14,904 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.53ms, fps=1334 images/s, loss=0.3148, top1-acc=89.14%, top5-acc=99.70%, remaining_time=0:00:32.960462, arrival_time=2021-04-15 00:38:47.864772, cost_time=0:00:05.956704 2021-04-15 00:38:16,811 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.59ms, fps=1343 images/s, loss=0.3101, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:30.669132, arrival_time=2021-04-15 00:38:47.480694, cost_time=0:00:07.863885 2021-04-15 00:38:18,720 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.3121, top1-acc=89.37%, top5-acc=99.67%, remaining_time=0:00:28.535262, arrival_time=2021-04-15 00:38:47.255228, cost_time=0:00:09.772363 2021-04-15 00:38:20,640 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.43ms, fps=1334 images/s, loss=0.3151, top1-acc=89.36%, top5-acc=99.64%, remaining_time=0:00:26.502728, arrival_time=2021-04-15 00:38:47.142706, cost_time=0:00:11.692387 2021-04-15 00:38:22,556 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.94ms, fps=1336 images/s, loss=0.3164, top1-acc=89.34%, top5-acc=99.63%, remaining_time=0:00:24.495912, arrival_time=2021-04-15 00:38:47.052418, cost_time=0:00:13.608813 2021-04-15 00:38:24,469 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.3162, top1-acc=89.35%, top5-acc=99.63%, remaining_time=0:00:22.506552, arrival_time=2021-04-15 00:38:46.975924, cost_time=0:00:15.521783 2021-04-15 00:38:26,383 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.3168, top1-acc=89.32%, top5-acc=99.65%, remaining_time=0:00:20.535380, arrival_time=2021-04-15 00:38:46.918660, cost_time=0:00:17.435687 2021-04-15 00:38:28,302 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.29ms, fps=1334 images/s, loss=0.3144, top1-acc=89.37%, top5-acc=99.66%, remaining_time=0:00:18.580704, arrival_time=2021-04-15 00:38:46.883225, cost_time=0:00:19.354932 2021-04-15 00:38:30,211 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3171, top1-acc=89.26%, top5-acc=99.67%, remaining_time=0:00:16.624574, arrival_time=2021-04-15 00:38:46.836183, cost_time=0:00:21.264031 2021-04-15 00:38:32,126 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.3184, top1-acc=89.22%, top5-acc=99.67%, remaining_time=0:00:14.679932, arrival_time=2021-04-15 00:38:46.806362, cost_time=0:00:23.178835 2021-04-15 00:38:34,041 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.3188, top1-acc=89.23%, top5-acc=99.67%, remaining_time=0:00:12.739980, arrival_time=2021-04-15 00:38:46.781563, cost_time=0:00:25.093948 2021-04-15 00:38:35,951 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.3198, top1-acc=89.19%, top5-acc=99.67%, remaining_time=0:00:10.801672, arrival_time=2021-04-15 00:38:46.753471, cost_time=0:00:27.004122 2021-04-15 00:38:37,871 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.3180, top1-acc=89.22%, top5-acc=99.67%, remaining_time=0:00:08.870088, arrival_time=2021-04-15 00:38:46.741941, cost_time=0:00:28.924267 2021-04-15 00:38:39,784 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.3179, top1-acc=89.20%, top5-acc=99.68%, remaining_time=0:00:06.938208, arrival_time=2021-04-15 00:38:46.722323, cost_time=0:00:30.836513 2021-04-15 00:38:41,701 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.48ms, fps=1335 images/s, loss=0.3202, top1-acc=89.15%, top5-acc=99.67%, remaining_time=0:00:05.009446, arrival_time=2021-04-15 00:38:46.711056, cost_time=0:00:32.754020 2021-04-15 00:38:43,610 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.3198, top1-acc=89.15%, top5-acc=99.68%, remaining_time=0:00:03.081152, arrival_time=2021-04-15 00:38:46.691687, cost_time=0:00:34.662946 2021-04-15 00:38:45,518 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.3220, top1-acc=89.11%, top5-acc=99.67%, remaining_time=0:00:01.154880, arrival_time=2021-04-15 00:38:46.673649, cost_time=0:00:36.571177 2021-04-15 00:38:46,553 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.27ms, fps=1314 images/s, loss=0.3223, top1-acc=89.10%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:46.553826, cost_time=0:00:37.606247 2021-04-15 00:38:47,302 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.20ms, fps=3427 images/s, loss=0.4422, top1-acc=85.08%, top5-acc=99.41%, remaining_time=0:00:02.241090, arrival_time=2021-04-15 00:38:49.543751, cost_time=0:00:00.747032 2021-04-15 00:38:47,892 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.43ms, fps=4342 images/s, loss=0.4403, top1-acc=85.14%, top5-acc=99.47%, remaining_time=0:00:01.337040, arrival_time=2021-04-15 00:38:49.229688, cost_time=0:00:01.337037 2021-04-15 00:38:48,482 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.35ms, fps=4339 images/s, loss=0.4453, top1-acc=84.78%, top5-acc=99.54%, remaining_time=0:00:00.642440, arrival_time=2021-04-15 00:38:49.125373, cost_time=0:00:01.927328 2021-04-15 00:38:49,023 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=4294 images/s, loss=0.4443, top1-acc=84.52%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:49.023521, cost_time=0:00:02.467931 2021-04-15 00:38:49,128 INFO : Epoch=0074 complete, best val top1-acc=84.97%, top5-acc=99.41% (epoch=73), remaining_time=1:24:25.564518, arrival_time=2021-04-15 02:03:14.692765, cost_time=0:49:35.014047 2021-04-15 00:38:49,129 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 00:38:51,216 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.33ms, fps=1227 images/s, loss=0.3305, top1-acc=88.44%, top5-acc=99.80%, remaining_time=0:00:38.806110, arrival_time=2021-04-15 00:39:30.022171, cost_time=0:00:02.086354 2021-04-15 00:38:53,137 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.51ms, fps=1333 images/s, loss=0.3163, top1-acc=89.24%, top5-acc=99.77%, remaining_time=0:00:35.266880, arrival_time=2021-04-15 00:39:28.404296, cost_time=0:00:04.007604 2021-04-15 00:38:55,047 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.3123, top1-acc=89.11%, top5-acc=99.79%, remaining_time=0:00:32.742836, arrival_time=2021-04-15 00:39:27.790027, cost_time=0:00:05.917387 2021-04-15 00:38:56,961 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=2.45ms, fps=1338 images/s, loss=0.3138, top1-acc=89.18%, top5-acc=99.79%, remaining_time=0:00:30.541992, arrival_time=2021-04-15 00:39:27.503103, cost_time=0:00:07.831262 2021-04-15 00:38:58,878 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.55ms, fps=1335 images/s, loss=0.3152, top1-acc=89.19%, top5-acc=99.78%, remaining_time=0:00:28.467664, arrival_time=2021-04-15 00:39:27.346575, cost_time=0:00:09.749187 2021-04-15 00:39:00,804 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.51ms, fps=1330 images/s, loss=0.3159, top1-acc=89.15%, top5-acc=99.78%, remaining_time=0:00:26.463016, arrival_time=2021-04-15 00:39:27.267596, cost_time=0:00:11.674856 2021-04-15 00:39:02,719 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3174, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:24.461514, arrival_time=2021-04-15 00:39:27.180976, cost_time=0:00:13.589744 2021-04-15 00:39:04,631 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.81ms, fps=1339 images/s, loss=0.3202, top1-acc=88.96%, top5-acc=99.75%, remaining_time=0:00:22.477552, arrival_time=2021-04-15 00:39:27.109093, cost_time=0:00:15.501741 2021-04-15 00:39:06,548 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.3179, top1-acc=89.08%, top5-acc=99.75%, remaining_time=0:00:20.515240, arrival_time=2021-04-15 00:39:27.063553, cost_time=0:00:17.418586 2021-04-15 00:39:08,451 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.35ms, fps=1345 images/s, loss=0.3195, top1-acc=89.07%, top5-acc=99.73%, remaining_time=0:00:18.549216, arrival_time=2021-04-15 00:39:27.001014, cost_time=0:00:19.322104 2021-04-15 00:39:10,369 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.64ms, fps=1335 images/s, loss=0.3176, top1-acc=89.16%, top5-acc=99.72%, remaining_time=0:00:16.605740, arrival_time=2021-04-15 00:39:26.975326, cost_time=0:00:21.239859 2021-04-15 00:39:12,282 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.3159, top1-acc=89.17%, top5-acc=99.74%, remaining_time=0:00:14.663668, arrival_time=2021-04-15 00:39:26.946504, cost_time=0:00:23.153115 2021-04-15 00:39:14,189 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.3154, top1-acc=89.14%, top5-acc=99.74%, remaining_time=0:00:12.722424, arrival_time=2021-04-15 00:39:26.911414, cost_time=0:00:25.059274 2021-04-15 00:39:16,105 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.3149, top1-acc=89.17%, top5-acc=99.75%, remaining_time=0:00:10.790416, arrival_time=2021-04-15 00:39:26.896255, cost_time=0:00:26.976033 2021-04-15 00:39:18,016 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.3162, top1-acc=89.11%, top5-acc=99.74%, remaining_time=0:00:08.858496, arrival_time=2021-04-15 00:39:26.874601, cost_time=0:00:28.886383 2021-04-15 00:39:19,922 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.45ms, fps=1343 images/s, loss=0.3165, top1-acc=89.08%, top5-acc=99.73%, remaining_time=0:00:06.928452, arrival_time=2021-04-15 00:39:26.851241, cost_time=0:00:30.793079 2021-04-15 00:39:21,851 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.41ms, fps=1328 images/s, loss=0.3194, top1-acc=89.00%, top5-acc=99.73%, remaining_time=0:00:05.004428, arrival_time=2021-04-15 00:39:26.855484, cost_time=0:00:32.721327 2021-04-15 00:39:23,756 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.3207, top1-acc=88.91%, top5-acc=99.73%, remaining_time=0:00:03.077904, arrival_time=2021-04-15 00:39:26.834022, cost_time=0:00:34.626411 2021-04-15 00:39:25,681 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.25ms, fps=1330 images/s, loss=0.3208, top1-acc=88.93%, top5-acc=99.72%, remaining_time=0:00:01.154268, arrival_time=2021-04-15 00:39:26.835856, cost_time=0:00:36.551877 2021-04-15 00:39:26,714 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.62ms, fps=1317 images/s, loss=0.3207, top1-acc=88.95%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:26.714455, cost_time=0:00:37.584698 2021-04-15 00:39:27,444 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.22ms, fps=3522 images/s, loss=0.5327, top1-acc=82.85%, top5-acc=98.98%, remaining_time=0:00:02.180520, arrival_time=2021-04-15 00:39:29.624605, cost_time=0:00:00.726840 2021-04-15 00:39:28,033 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.28ms, fps=4346 images/s, loss=0.5280, top1-acc=82.73%, top5-acc=98.93%, remaining_time=0:00:01.316300, arrival_time=2021-04-15 00:39:29.349831, cost_time=0:00:01.316296 2021-04-15 00:39:28,624 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.41ms, fps=4337 images/s, loss=0.5246, top1-acc=82.84%, top5-acc=98.95%, remaining_time=0:00:00.635620, arrival_time=2021-04-15 00:39:29.259730, cost_time=0:00:01.906845 2021-04-15 00:39:29,165 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.06ms, fps=4286 images/s, loss=0.5242, top1-acc=82.71%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:29.165849, cost_time=0:00:02.448640 2021-04-15 00:39:29,305 INFO : Epoch=0075 complete, best val top1-acc=84.97%, top5-acc=99.41% (epoch=73), remaining_time=1:23:45.319500, arrival_time=2021-04-15 02:03:14.625385, cost_time=0:50:15.191680 2021-04-15 00:39:29,307 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 00:39:31,446 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.48ms, fps=1197 images/s, loss=0.3264, top1-acc=88.75%, top5-acc=99.69%, remaining_time=0:00:39.786516, arrival_time=2021-04-15 00:40:11.233001, cost_time=0:00:02.139062 2021-04-15 00:39:33,358 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.3193, top1-acc=89.34%, top5-acc=99.67%, remaining_time=0:00:35.649856, arrival_time=2021-04-15 00:40:09.008464, cost_time=0:00:04.051128 2021-04-15 00:39:35,272 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.3201, top1-acc=89.26%, top5-acc=99.65%, remaining_time=0:00:33.006942, arrival_time=2021-04-15 00:40:08.279470, cost_time=0:00:05.965112 2021-04-15 00:39:37,181 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.3222, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:30.708444, arrival_time=2021-04-15 00:40:07.889741, cost_time=0:00:07.873965 2021-04-15 00:39:39,097 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.43ms, fps=1336 images/s, loss=0.3225, top1-acc=89.08%, top5-acc=99.66%, remaining_time=0:00:28.587384, arrival_time=2021-04-15 00:40:07.684908, cost_time=0:00:09.790213 2021-04-15 00:39:41,016 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.3260, top1-acc=88.94%, top5-acc=99.65%, remaining_time=0:00:26.540808, arrival_time=2021-04-15 00:40:07.557340, cost_time=0:00:11.709184 2021-04-15 00:39:42,929 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.3250, top1-acc=88.99%, top5-acc=99.67%, remaining_time=0:00:24.519222, arrival_time=2021-04-15 00:40:07.448493, cost_time=0:00:13.621814 2021-04-15 00:39:44,838 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.60ms, fps=1341 images/s, loss=0.3240, top1-acc=88.95%, top5-acc=99.67%, remaining_time=0:00:22.520008, arrival_time=2021-04-15 00:40:07.358400, cost_time=0:00:15.531058 2021-04-15 00:39:46,756 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.3212, top1-acc=89.06%, top5-acc=99.67%, remaining_time=0:00:20.551174, arrival_time=2021-04-15 00:40:07.307674, cost_time=0:00:17.449152 2021-04-15 00:39:48,668 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.3195, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:18.587040, arrival_time=2021-04-15 00:40:07.255814, cost_time=0:00:19.361453 2021-04-15 00:39:50,575 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.3182, top1-acc=89.18%, top5-acc=99.70%, remaining_time=0:00:16.627842, arrival_time=2021-04-15 00:40:07.203292, cost_time=0:00:21.268125 2021-04-15 00:39:52,500 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.81ms, fps=1330 images/s, loss=0.3180, top1-acc=89.17%, top5-acc=99.70%, remaining_time=0:00:14.688672, arrival_time=2021-04-15 00:40:07.188687, cost_time=0:00:23.192677 2021-04-15 00:39:54,411 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.3197, top1-acc=89.11%, top5-acc=99.69%, remaining_time=0:00:12.744930, arrival_time=2021-04-15 00:40:07.155937, cost_time=0:00:25.103586 2021-04-15 00:39:56,324 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.3201, top1-acc=89.15%, top5-acc=99.69%, remaining_time=0:00:10.807048, arrival_time=2021-04-15 00:40:07.131932, cost_time=0:00:27.017556 2021-04-15 00:39:58,242 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.3199, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:08.873354, arrival_time=2021-04-15 00:40:07.115572, cost_time=0:00:28.934882 2021-04-15 00:40:00,149 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.3202, top1-acc=89.12%, top5-acc=99.69%, remaining_time=0:00:06.939540, arrival_time=2021-04-15 00:40:07.089336, cost_time=0:00:30.842465 2021-04-15 00:40:02,070 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.83ms, fps=1333 images/s, loss=0.3208, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:05.010772, arrival_time=2021-04-15 00:40:07.080790, cost_time=0:00:32.762689 2021-04-15 00:40:03,977 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.64ms, fps=1342 images/s, loss=0.3211, top1-acc=89.03%, top5-acc=99.67%, remaining_time=0:00:03.081824, arrival_time=2021-04-15 00:40:07.059615, cost_time=0:00:34.670465 2021-04-15 00:40:05,884 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.3210, top1-acc=89.03%, top5-acc=99.67%, remaining_time=0:00:01.155054, arrival_time=2021-04-15 00:40:07.039155, cost_time=0:00:36.576781 2021-04-15 00:40:06,915 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.22ms, fps=1319 images/s, loss=0.3210, top1-acc=89.03%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:06.915361, cost_time=0:00:37.608035 2021-04-15 00:40:07,620 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.19ms, fps=3641 images/s, loss=0.5679, top1-acc=81.68%, top5-acc=98.48%, remaining_time=0:00:02.109300, arrival_time=2021-04-15 00:40:09.729627, cost_time=0:00:00.703096 2021-04-15 00:40:08,210 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.46ms, fps=4338 images/s, loss=0.5576, top1-acc=82.05%, top5-acc=98.65%, remaining_time=0:00:01.293580, arrival_time=2021-04-15 00:40:09.504382, cost_time=0:00:01.293583 2021-04-15 00:40:08,802 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.60ms, fps=4327 images/s, loss=0.5414, top1-acc=82.43%, top5-acc=98.80%, remaining_time=0:00:00.628510, arrival_time=2021-04-15 00:40:09.431273, cost_time=0:00:01.885544 2021-04-15 00:40:09,343 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.06ms, fps=4295 images/s, loss=0.5326, top1-acc=82.84%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:09.343268, cost_time=0:00:02.426070 2021-04-15 00:40:09,498 INFO : Epoch=0076 complete, best val top1-acc=84.97%, top5-acc=99.41% (epoch=73), remaining_time=1:23:05.100576, arrival_time=2021-04-15 02:03:14.599027, cost_time=0:50:55.384251 2021-04-15 00:40:09,499 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 00:40:11,563 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.61ms, fps=1240 images/s, loss=0.3109, top1-acc=89.02%, top5-acc=99.84%, remaining_time=0:00:38.385006, arrival_time=2021-04-15 00:40:49.948596, cost_time=0:00:02.063706 2021-04-15 00:40:13,483 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.59ms, fps=1334 images/s, loss=0.3153, top1-acc=88.73%, top5-acc=99.82%, remaining_time=0:00:35.055504, arrival_time=2021-04-15 00:40:48.538987, cost_time=0:00:03.983587 2021-04-15 00:40:15,396 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.3182, top1-acc=88.85%, top5-acc=99.83%, remaining_time=0:00:32.627964, arrival_time=2021-04-15 00:40:48.024384, cost_time=0:00:05.896623 2021-04-15 00:40:17,323 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.49ms, fps=1329 images/s, loss=0.3200, top1-acc=88.88%, top5-acc=99.80%, remaining_time=0:00:30.511260, arrival_time=2021-04-15 00:40:47.834542, cost_time=0:00:07.823403 2021-04-15 00:40:19,240 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.3221, top1-acc=88.87%, top5-acc=99.79%, remaining_time=0:00:28.442698, arrival_time=2021-04-15 00:40:47.683144, cost_time=0:00:09.740658 2021-04-15 00:40:21,162 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.41ms, fps=1332 images/s, loss=0.3157, top1-acc=89.11%, top5-acc=99.74%, remaining_time=0:00:26.434592, arrival_time=2021-04-15 00:40:47.596755, cost_time=0:00:11.662333 2021-04-15 00:40:23,089 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.37ms, fps=1329 images/s, loss=0.3121, top1-acc=89.24%, top5-acc=99.73%, remaining_time=0:00:24.460380, arrival_time=2021-04-15 00:40:47.549438, cost_time=0:00:13.589075 2021-04-15 00:40:25,008 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.52ms, fps=1334 images/s, loss=0.3105, top1-acc=89.31%, top5-acc=99.73%, remaining_time=0:00:22.487760, arrival_time=2021-04-15 00:40:47.496351, cost_time=0:00:15.508790 2021-04-15 00:40:26,924 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.3137, top1-acc=89.19%, top5-acc=99.72%, remaining_time=0:00:20.522342, arrival_time=2021-04-15 00:40:47.446833, cost_time=0:00:17.424595 2021-04-15 00:40:28,839 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.3128, top1-acc=89.18%, top5-acc=99.73%, remaining_time=0:00:18.566496, arrival_time=2021-04-15 00:40:47.406421, cost_time=0:00:19.340124 2021-04-15 00:40:30,755 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.3140, top1-acc=89.14%, top5-acc=99.73%, remaining_time=0:00:16.618038, arrival_time=2021-04-15 00:40:47.373504, cost_time=0:00:21.255677 2021-04-15 00:40:32,662 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=2.00ms, fps=1343 images/s, loss=0.3128, top1-acc=89.19%, top5-acc=99.73%, remaining_time=0:00:14.669672, arrival_time=2021-04-15 00:40:47.332256, cost_time=0:00:23.162697 2021-04-15 00:40:34,577 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.26ms, fps=1338 images/s, loss=0.3124, top1-acc=89.22%, top5-acc=99.74%, remaining_time=0:00:12.731532, arrival_time=2021-04-15 00:40:47.308588, cost_time=0:00:25.077253 2021-04-15 00:40:36,488 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.84ms, fps=1340 images/s, loss=0.3151, top1-acc=89.13%, top5-acc=99.72%, remaining_time=0:00:10.795512, arrival_time=2021-04-15 00:40:47.284048, cost_time=0:00:26.988732 2021-04-15 00:40:38,397 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.3160, top1-acc=89.12%, top5-acc=99.72%, remaining_time=0:00:08.861854, arrival_time=2021-04-15 00:40:47.258968, cost_time=0:00:28.897317 2021-04-15 00:40:40,318 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.03ms, fps=1333 images/s, loss=0.3169, top1-acc=89.07%, top5-acc=99.70%, remaining_time=0:00:06.934176, arrival_time=2021-04-15 00:40:47.252473, cost_time=0:00:30.818507 2021-04-15 00:40:42,226 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.3180, top1-acc=89.03%, top5-acc=99.69%, remaining_time=0:00:05.005208, arrival_time=2021-04-15 00:40:47.231365, cost_time=0:00:32.726278 2021-04-15 00:40:44,140 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.3177, top1-acc=89.06%, top5-acc=99.70%, remaining_time=0:00:03.079152, arrival_time=2021-04-15 00:40:47.219480, cost_time=0:00:34.640433 2021-04-15 00:40:46,053 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.26ms, fps=1339 images/s, loss=0.3176, top1-acc=89.04%, top5-acc=99.71%, remaining_time=0:00:01.154322, arrival_time=2021-04-15 00:40:47.207736, cost_time=0:00:36.553614 2021-04-15 00:40:47,082 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.24ms, fps=1322 images/s, loss=0.3176, top1-acc=89.03%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:47.082379, cost_time=0:00:37.582511 2021-04-15 00:40:47,811 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=3518 images/s, loss=0.4225, top1-acc=86.60%, top5-acc=99.22%, remaining_time=0:00:02.182980, arrival_time=2021-04-15 00:40:49.994873, cost_time=0:00:00.727655 2021-04-15 00:40:48,401 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.39ms, fps=4346 images/s, loss=0.4359, top1-acc=85.33%, top5-acc=99.34%, remaining_time=0:00:01.317140, arrival_time=2021-04-15 00:40:49.718510, cost_time=0:00:01.317144 2021-04-15 00:40:48,993 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.45ms, fps=4324 images/s, loss=0.4318, top1-acc=85.46%, top5-acc=99.34%, remaining_time=0:00:00.636540, arrival_time=2021-04-15 00:40:49.630369, cost_time=0:00:01.909607 2021-04-15 00:40:49,534 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.06ms, fps=4294 images/s, loss=0.4249, top1-acc=85.35%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:49.534492, cost_time=0:00:02.450292 2021-04-15 00:40:49,745 INFO : Epoch=0077 complete, best val top1-acc=85.35%, top5-acc=99.34% (epoch=77), remaining_time=1:22:24.969861, arrival_time=2021-04-15 02:03:14.715615, cost_time=0:51:35.631555 2021-04-15 00:40:49,746 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 00:40:51,810 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.34ms, fps=1241 images/s, loss=0.2761, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:38.377938, arrival_time=2021-04-15 00:41:30.188454, cost_time=0:00:02.063326 2021-04-15 00:40:53,724 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.2863, top1-acc=89.92%, top5-acc=99.80%, remaining_time=0:00:35.000416, arrival_time=2021-04-15 00:41:28.724952, cost_time=0:00:03.977330 2021-04-15 00:40:55,644 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.2968, top1-acc=89.67%, top5-acc=99.83%, remaining_time=0:00:32.629624, arrival_time=2021-04-15 00:41:28.273748, cost_time=0:00:05.896928 2021-04-15 00:40:57,553 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.55ms, fps=1341 images/s, loss=0.2968, top1-acc=89.50%, top5-acc=99.79%, remaining_time=0:00:30.444492, arrival_time=2021-04-15 00:41:27.997948, cost_time=0:00:07.806293 2021-04-15 00:40:59,475 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.29ms, fps=1333 images/s, loss=0.2961, top1-acc=89.55%, top5-acc=99.80%, remaining_time=0:00:28.405906, arrival_time=2021-04-15 00:41:27.881068, cost_time=0:00:09.728033 2021-04-15 00:41:01,402 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.46ms, fps=1329 images/s, loss=0.2977, top1-acc=89.62%, top5-acc=99.76%, remaining_time=0:00:26.416912, arrival_time=2021-04-15 00:41:27.818819, cost_time=0:00:11.654506 2021-04-15 00:41:03,315 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.3015, top1-acc=89.46%, top5-acc=99.76%, remaining_time=0:00:24.423084, arrival_time=2021-04-15 00:41:27.738578, cost_time=0:00:13.568368 2021-04-15 00:41:05,229 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.3024, top1-acc=89.47%, top5-acc=99.76%, remaining_time=0:00:22.448784, arrival_time=2021-04-15 00:41:27.677802, cost_time=0:00:15.481885 2021-04-15 00:41:07,147 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.45ms, fps=1335 images/s, loss=0.3034, top1-acc=89.50%, top5-acc=99.74%, remaining_time=0:00:20.493722, arrival_time=2021-04-15 00:41:27.641103, cost_time=0:00:17.400288 2021-04-15 00:41:09,054 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.3047, top1-acc=89.46%, top5-acc=99.74%, remaining_time=0:00:18.534912, arrival_time=2021-04-15 00:41:27.589170, cost_time=0:00:19.307163 2021-04-15 00:41:10,971 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.3060, top1-acc=89.41%, top5-acc=99.74%, remaining_time=0:00:16.593356, arrival_time=2021-04-15 00:41:27.564567, cost_time=0:00:21.224109 2021-04-15 00:41:12,878 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.3087, top1-acc=89.33%, top5-acc=99.73%, remaining_time=0:00:14.649684, arrival_time=2021-04-15 00:41:27.527885, cost_time=0:00:23.131097 2021-04-15 00:41:14,790 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.3090, top1-acc=89.34%, top5-acc=99.71%, remaining_time=0:00:12.714372, arrival_time=2021-04-15 00:41:27.505011, cost_time=0:00:25.043463 2021-04-15 00:41:16,706 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.3095, top1-acc=89.36%, top5-acc=99.70%, remaining_time=0:00:10.783920, arrival_time=2021-04-15 00:41:27.490802, cost_time=0:00:26.959778 2021-04-15 00:41:18,613 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.3116, top1-acc=89.28%, top5-acc=99.70%, remaining_time=0:00:08.852424, arrival_time=2021-04-15 00:41:27.466084, cost_time=0:00:28.866563 2021-04-15 00:41:20,528 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.3137, top1-acc=89.23%, top5-acc=99.69%, remaining_time=0:00:06.925752, arrival_time=2021-04-15 00:41:27.454030, cost_time=0:00:30.781161 2021-04-15 00:41:22,438 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.3142, top1-acc=89.23%, top5-acc=99.69%, remaining_time=0:00:04.999826, arrival_time=2021-04-15 00:41:27.438039, cost_time=0:00:32.691123 2021-04-15 00:41:24,344 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.57ms, fps=1344 images/s, loss=0.3159, top1-acc=89.16%, top5-acc=99.68%, remaining_time=0:00:03.075280, arrival_time=2021-04-15 00:41:27.419308, cost_time=0:00:34.596936 2021-04-15 00:41:26,276 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=3.43ms, fps=1325 images/s, loss=0.3175, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:01.153560, arrival_time=2021-04-15 00:41:27.430130, cost_time=0:00:36.529443 2021-04-15 00:41:27,303 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.38ms, fps=1325 images/s, loss=0.3175, top1-acc=89.10%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:27.303672, cost_time=0:00:37.556476 2021-04-15 00:41:28,009 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.14ms, fps=3640 images/s, loss=0.4343, top1-acc=85.35%, top5-acc=99.53%, remaining_time=0:00:02.109900, arrival_time=2021-04-15 00:41:30.119127, cost_time=0:00:00.703303 2021-04-15 00:41:28,600 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.39ms, fps=4337 images/s, loss=0.4543, top1-acc=84.63%, top5-acc=99.43%, remaining_time=0:00:01.294320, arrival_time=2021-04-15 00:41:29.894382, cost_time=0:00:01.294316 2021-04-15 00:41:29,191 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.42ms, fps=4333 images/s, loss=0.4595, top1-acc=84.28%, top5-acc=99.47%, remaining_time=0:00:00.628510, arrival_time=2021-04-15 00:41:29.819813, cost_time=0:00:01.885529 2021-04-15 00:41:29,733 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.05ms, fps=4288 images/s, loss=0.4672, top1-acc=84.45%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:29.733367, cost_time=0:00:02.427671 2021-04-15 00:41:29,854 INFO : Epoch=0078 complete, best val top1-acc=85.35%, top5-acc=99.34% (epoch=77), remaining_time=1:21:44.619600, arrival_time=2021-04-15 02:03:14.474207, cost_time=0:52:15.740408 2021-04-15 00:41:29,856 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 00:41:31,942 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.41ms, fps=1227 images/s, loss=0.3026, top1-acc=90.08%, top5-acc=99.88%, remaining_time=0:00:38.795694, arrival_time=2021-04-15 00:42:10.737608, cost_time=0:00:02.085792 2021-04-15 00:41:33,850 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.2901, top1-acc=90.25%, top5-acc=99.90%, remaining_time=0:00:35.151776, arrival_time=2021-04-15 00:42:09.002402, cost_time=0:00:03.994513 2021-04-15 00:41:35,769 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.2890, top1-acc=90.20%, top5-acc=99.82%, remaining_time=0:00:32.721588, arrival_time=2021-04-15 00:42:08.491261, cost_time=0:00:05.913548 2021-04-15 00:41:37,685 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.2906, top1-acc=90.05%, top5-acc=99.77%, remaining_time=0:00:30.534660, arrival_time=2021-04-15 00:42:08.220108, cost_time=0:00:07.829408 2021-04-15 00:41:39,603 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.85ms, fps=1335 images/s, loss=0.2923, top1-acc=89.89%, top5-acc=99.74%, remaining_time=0:00:28.462408, arrival_time=2021-04-15 00:42:08.065824, cost_time=0:00:09.747382 2021-04-15 00:41:41,526 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.43ms, fps=1332 images/s, loss=0.2898, top1-acc=89.97%, top5-acc=99.76%, remaining_time=0:00:26.451728, arrival_time=2021-04-15 00:42:07.977791, cost_time=0:00:11.669861 2021-04-15 00:41:43,442 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=2.15ms, fps=1337 images/s, loss=0.2911, top1-acc=89.98%, top5-acc=99.77%, remaining_time=0:00:24.454710, arrival_time=2021-04-15 00:42:07.896706, cost_time=0:00:13.585967 2021-04-15 00:41:45,359 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=2.09ms, fps=1336 images/s, loss=0.2936, top1-acc=89.85%, top5-acc=99.77%, remaining_time=0:00:22.479408, arrival_time=2021-04-15 00:42:07.838500, cost_time=0:00:15.503056 2021-04-15 00:41:47,270 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.2972, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:20.510788, arrival_time=2021-04-15 00:42:07.781664, cost_time=0:00:17.414846 2021-04-15 00:41:49,184 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.57ms, fps=1338 images/s, loss=0.2974, top1-acc=89.67%, top5-acc=99.76%, remaining_time=0:00:18.555552, arrival_time=2021-04-15 00:42:07.740271, cost_time=0:00:19.328690 2021-04-15 00:41:51,101 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.80ms, fps=1336 images/s, loss=0.2971, top1-acc=89.68%, top5-acc=99.77%, remaining_time=0:00:16.609782, arrival_time=2021-04-15 00:42:07.710917, cost_time=0:00:21.245103 2021-04-15 00:41:53,006 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.2967, top1-acc=89.72%, top5-acc=99.76%, remaining_time=0:00:14.661692, arrival_time=2021-04-15 00:42:07.667792, cost_time=0:00:23.150066 2021-04-15 00:41:54,916 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.2970, top1-acc=89.68%, top5-acc=99.74%, remaining_time=0:00:12.722820, arrival_time=2021-04-15 00:42:07.639001, cost_time=0:00:25.060069 2021-04-15 00:41:56,832 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.51ms, fps=1336 images/s, loss=0.2986, top1-acc=89.63%, top5-acc=99.74%, remaining_time=0:00:10.790640, arrival_time=2021-04-15 00:42:07.623229, cost_time=0:00:26.976557 2021-04-15 00:41:58,737 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.44ms, fps=1344 images/s, loss=0.3005, top1-acc=89.53%, top5-acc=99.74%, remaining_time=0:00:08.856886, arrival_time=2021-04-15 00:42:07.594063, cost_time=0:00:28.881136 2021-04-15 00:42:00,649 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.60ms, fps=1339 images/s, loss=0.3020, top1-acc=89.46%, top5-acc=99.71%, remaining_time=0:00:06.928488, arrival_time=2021-04-15 00:42:07.577851, cost_time=0:00:30.793332 2021-04-15 00:42:02,559 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.3044, top1-acc=89.36%, top5-acc=99.72%, remaining_time=0:00:05.001750, arrival_time=2021-04-15 00:42:07.561523, cost_time=0:00:32.703755 2021-04-15 00:42:04,467 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.3070, top1-acc=89.27%, top5-acc=99.72%, remaining_time=0:00:03.076608, arrival_time=2021-04-15 00:42:07.544432, cost_time=0:00:34.611799 2021-04-15 00:42:06,382 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.25ms, fps=1337 images/s, loss=0.3077, top1-acc=89.25%, top5-acc=99.71%, remaining_time=0:00:01.153464, arrival_time=2021-04-15 00:42:07.535872, cost_time=0:00:36.526382 2021-04-15 00:42:07,406 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.09ms, fps=1328 images/s, loss=0.3087, top1-acc=89.21%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:07.406829, cost_time=0:00:37.550819 2021-04-15 00:42:08,121 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.19ms, fps=3589 images/s, loss=0.4918, top1-acc=83.01%, top5-acc=99.14%, remaining_time=0:00:02.140020, arrival_time=2021-04-15 00:42:10.261895, cost_time=0:00:00.713339 2021-04-15 00:42:08,712 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.27ms, fps=4334 images/s, loss=0.4838, top1-acc=83.34%, top5-acc=99.36%, remaining_time=0:00:01.304420, arrival_time=2021-04-15 00:42:10.017367, cost_time=0:00:01.304422 2021-04-15 00:42:09,307 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.36ms, fps=4310 images/s, loss=0.4928, top1-acc=83.29%, top5-acc=99.31%, remaining_time=0:00:00.632920, arrival_time=2021-04-15 00:42:09.940222, cost_time=0:00:01.898769 2021-04-15 00:42:09,847 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.07ms, fps=4298 images/s, loss=0.4860, top1-acc=83.35%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:09.847410, cost_time=0:00:02.438911 2021-04-15 00:42:09,987 INFO : Epoch=0079 complete, best val top1-acc=85.35%, top5-acc=99.34% (epoch=77), remaining_time=1:21:04.311925, arrival_time=2021-04-15 02:03:14.299206, cost_time=0:52:55.873085 2021-04-15 00:42:09,988 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 00:42:12,102 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.41ms, fps=1211 images/s, loss=0.3253, top1-acc=88.36%, top5-acc=99.73%, remaining_time=0:00:39.316494, arrival_time=2021-04-15 00:42:51.419003, cost_time=0:00:02.113790 2021-04-15 00:42:14,014 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.3247, top1-acc=88.69%, top5-acc=99.67%, remaining_time=0:00:35.424224, arrival_time=2021-04-15 00:42:49.438416, cost_time=0:00:04.025474 2021-04-15 00:42:15,925 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.3217, top1-acc=88.72%, top5-acc=99.66%, remaining_time=0:00:32.850404, arrival_time=2021-04-15 00:42:48.775840, cost_time=0:00:05.936810 2021-04-15 00:42:17,845 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.50ms, fps=1334 images/s, loss=0.3152, top1-acc=88.93%, top5-acc=99.69%, remaining_time=0:00:30.639960, arrival_time=2021-04-15 00:42:48.485082, cost_time=0:00:07.856405 2021-04-15 00:42:19,760 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.3100, top1-acc=89.02%, top5-acc=99.71%, remaining_time=0:00:28.535116, arrival_time=2021-04-15 00:42:48.296055, cost_time=0:00:09.772315 2021-04-15 00:42:21,680 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.3088, top1-acc=89.30%, top5-acc=99.71%, remaining_time=0:00:26.502456, arrival_time=2021-04-15 00:42:48.183354, cost_time=0:00:11.692287 2021-04-15 00:42:23,598 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.72ms, fps=1335 images/s, loss=0.3073, top1-acc=89.48%, top5-acc=99.72%, remaining_time=0:00:24.497172, arrival_time=2021-04-15 00:42:48.095460, cost_time=0:00:13.609541 2021-04-15 00:42:25,513 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.3088, top1-acc=89.41%, top5-acc=99.73%, remaining_time=0:00:22.511656, arrival_time=2021-04-15 00:42:48.025572, cost_time=0:00:15.525275 2021-04-15 00:42:27,429 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.3088, top1-acc=89.38%, top5-acc=99.72%, remaining_time=0:00:20.541846, arrival_time=2021-04-15 00:42:47.971610, cost_time=0:00:17.441148 2021-04-15 00:42:29,334 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.55ms, fps=1344 images/s, loss=0.3087, top1-acc=89.41%, top5-acc=99.71%, remaining_time=0:00:18.572448, arrival_time=2021-04-15 00:42:47.907312, cost_time=0:00:19.346260 2021-04-15 00:42:31,255 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.31ms, fps=1333 images/s, loss=0.3077, top1-acc=89.46%, top5-acc=99.72%, remaining_time=0:00:16.626982, arrival_time=2021-04-15 00:42:47.882713, cost_time=0:00:21.267110 2021-04-15 00:42:33,175 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.3067, top1-acc=89.49%, top5-acc=99.73%, remaining_time=0:00:14.684796, arrival_time=2021-04-15 00:42:47.859927, cost_time=0:00:23.186502 2021-04-15 00:42:35,091 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.55ms, fps=1336 images/s, loss=0.3068, top1-acc=89.48%, top5-acc=99.73%, remaining_time=0:00:12.744402, arrival_time=2021-04-15 00:42:47.835696, cost_time=0:00:25.102580 2021-04-15 00:42:37,011 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.59ms, fps=1334 images/s, loss=0.3069, top1-acc=89.46%, top5-acc=99.73%, remaining_time=0:00:10.809064, arrival_time=2021-04-15 00:42:47.820541, cost_time=0:00:27.022695 2021-04-15 00:42:38,924 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.3071, top1-acc=89.46%, top5-acc=99.72%, remaining_time=0:00:08.873538, arrival_time=2021-04-15 00:42:47.797638, cost_time=0:00:28.935483 2021-04-15 00:42:40,840 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.3073, top1-acc=89.45%, top5-acc=99.72%, remaining_time=0:00:06.941664, arrival_time=2021-04-15 00:42:47.782280, cost_time=0:00:30.851851 2021-04-15 00:42:42,751 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.3076, top1-acc=89.43%, top5-acc=99.72%, remaining_time=0:00:05.010772, arrival_time=2021-04-15 00:42:47.762092, cost_time=0:00:32.762704 2021-04-15 00:42:44,667 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.3090, top1-acc=89.39%, top5-acc=99.72%, remaining_time=0:00:03.082576, arrival_time=2021-04-15 00:42:47.750221, cost_time=0:00:34.679026 2021-04-15 00:42:46,587 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.3080, top1-acc=89.44%, top5-acc=99.72%, remaining_time=0:00:01.155756, arrival_time=2021-04-15 00:42:47.743490, cost_time=0:00:36.599034 2021-04-15 00:42:47,612 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.18ms, fps=1328 images/s, loss=0.3088, top1-acc=89.43%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:47.612636, cost_time=0:00:37.624020 2021-04-15 00:42:48,373 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.19ms, fps=3372 images/s, loss=0.5507, top1-acc=81.48%, top5-acc=98.95%, remaining_time=0:00:02.277630, arrival_time=2021-04-15 00:42:50.651301, cost_time=0:00:00.759206 2021-04-15 00:42:48,963 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.22ms, fps=4347 images/s, loss=0.5569, top1-acc=81.50%, top5-acc=99.04%, remaining_time=0:00:01.348520, arrival_time=2021-04-15 00:42:50.311490, cost_time=0:00:01.348526 2021-04-15 00:42:49,555 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.52ms, fps=4321 images/s, loss=0.5516, top1-acc=81.51%, top5-acc=99.04%, remaining_time=0:00:00.647120, arrival_time=2021-04-15 00:42:50.202953, cost_time=0:00:01.941364 2021-04-15 00:42:50,098 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=4282 images/s, loss=0.5498, top1-acc=81.70%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:50.097991, cost_time=0:00:02.483567 2021-04-15 00:42:50,235 INFO : Epoch=0080 complete, best val top1-acc=85.35%, top5-acc=99.34% (epoch=77), remaining_time=1:20:24.181200, arrival_time=2021-04-15 02:03:14.416184, cost_time=0:53:36.120786 2021-04-15 00:42:50,236 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 00:42:52,331 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.39ms, fps=1222 images/s, loss=0.3134, top1-acc=89.06%, top5-acc=99.80%, remaining_time=0:00:38.956956, arrival_time=2021-04-15 00:43:31.288085, cost_time=0:00:02.094460 2021-04-15 00:42:54,240 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.59ms, fps=1341 images/s, loss=0.3161, top1-acc=88.81%, top5-acc=99.73%, remaining_time=0:00:35.232560, arrival_time=2021-04-15 00:43:29.472937, cost_time=0:00:04.003698 2021-04-15 00:42:56,158 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.3082, top1-acc=89.26%, top5-acc=99.78%, remaining_time=0:00:32.769562, arrival_time=2021-04-15 00:43:28.928491, cost_time=0:00:05.922207 2021-04-15 00:42:58,068 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.3117, top1-acc=89.24%, top5-acc=99.75%, remaining_time=0:00:30.544488, arrival_time=2021-04-15 00:43:28.613105, cost_time=0:00:07.831908 2021-04-15 00:42:59,994 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.49ms, fps=1330 images/s, loss=0.3110, top1-acc=89.25%, top5-acc=99.73%, remaining_time=0:00:28.490878, arrival_time=2021-04-15 00:43:28.484843, cost_time=0:00:09.757150 2021-04-15 00:43:01,912 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.3075, top1-acc=89.32%, top5-acc=99.75%, remaining_time=0:00:26.466144, arrival_time=2021-04-15 00:43:28.379071, cost_time=0:00:11.676243 2021-04-15 00:43:03,828 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.59ms, fps=1337 images/s, loss=0.3064, top1-acc=89.37%, top5-acc=99.73%, remaining_time=0:00:24.465672, arrival_time=2021-04-15 00:43:28.294383, cost_time=0:00:13.592022 2021-04-15 00:43:05,739 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.3041, top1-acc=89.42%, top5-acc=99.74%, remaining_time=0:00:22.479408, arrival_time=2021-04-15 00:43:28.219117, cost_time=0:00:15.503027 2021-04-15 00:43:07,648 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.3051, top1-acc=89.40%, top5-acc=99.75%, remaining_time=0:00:20.507502, arrival_time=2021-04-15 00:43:28.156191, cost_time=0:00:17.412011 2021-04-15 00:43:09,562 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.56ms, fps=1338 images/s, loss=0.3051, top1-acc=89.43%, top5-acc=99.75%, remaining_time=0:00:18.552864, arrival_time=2021-04-15 00:43:28.115491, cost_time=0:00:19.325944 2021-04-15 00:43:11,468 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.29ms, fps=1344 images/s, loss=0.3047, top1-acc=89.43%, top5-acc=99.76%, remaining_time=0:00:16.599290, arrival_time=2021-04-15 00:43:28.067671, cost_time=0:00:21.231698 2021-04-15 00:43:13,374 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.54ms, fps=1343 images/s, loss=0.3051, top1-acc=89.37%, top5-acc=99.75%, remaining_time=0:00:14.653940, arrival_time=2021-04-15 00:43:28.028418, cost_time=0:00:23.137808 2021-04-15 00:43:15,293 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.97ms, fps=1335 images/s, loss=0.3063, top1-acc=89.34%, top5-acc=99.74%, remaining_time=0:00:12.720972, arrival_time=2021-04-15 00:43:28.014142, cost_time=0:00:25.056491 2021-04-15 00:43:17,197 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.47ms, fps=1345 images/s, loss=0.3084, top1-acc=89.24%, top5-acc=99.74%, remaining_time=0:00:10.784256, arrival_time=2021-04-15 00:43:27.981526, cost_time=0:00:26.960593 2021-04-15 00:43:19,111 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.3090, top1-acc=89.25%, top5-acc=99.74%, remaining_time=0:00:08.854862, arrival_time=2021-04-15 00:43:27.966072, cost_time=0:00:28.874535 2021-04-15 00:43:21,026 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.3092, top1-acc=89.29%, top5-acc=99.74%, remaining_time=0:00:06.927660, arrival_time=2021-04-15 00:43:27.954008, cost_time=0:00:30.789666 2021-04-15 00:43:22,930 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.42ms, fps=1345 images/s, loss=0.3091, top1-acc=89.29%, top5-acc=99.75%, remaining_time=0:00:05.000216, arrival_time=2021-04-15 00:43:27.930559, cost_time=0:00:32.693664 2021-04-15 00:43:24,842 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.94ms, fps=1339 images/s, loss=0.3092, top1-acc=89.27%, top5-acc=99.74%, remaining_time=0:00:03.076096, arrival_time=2021-04-15 00:43:27.918991, cost_time=0:00:34.606132 2021-04-15 00:43:26,750 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.3089, top1-acc=89.30%, top5-acc=99.73%, remaining_time=0:00:01.153080, arrival_time=2021-04-15 00:43:27.903873, cost_time=0:00:36.514117 2021-04-15 00:43:27,774 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.19ms, fps=1329 images/s, loss=0.3087, top1-acc=89.30%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:27.774529, cost_time=0:00:37.537874 2021-04-15 00:43:28,541 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.21ms, fps=3344 images/s, loss=0.5172, top1-acc=82.15%, top5-acc=99.10%, remaining_time=0:00:02.296650, arrival_time=2021-04-15 00:43:30.838393, cost_time=0:00:00.765549 2021-04-15 00:43:29,133 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.29ms, fps=4329 images/s, loss=0.5211, top1-acc=82.44%, top5-acc=99.00%, remaining_time=0:00:01.357240, arrival_time=2021-04-15 00:43:30.490650, cost_time=0:00:01.357239 2021-04-15 00:43:29,723 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.26ms, fps=4343 images/s, loss=0.5341, top1-acc=81.78%, top5-acc=98.97%, remaining_time=0:00:00.649020, arrival_time=2021-04-15 00:43:30.372248, cost_time=0:00:01.947061 2021-04-15 00:43:30,264 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=0.5346, top1-acc=81.55%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:30.264080, cost_time=0:00:02.487941 2021-04-15 00:43:30,412 INFO : Epoch=0081 complete, best val top1-acc=85.35%, top5-acc=99.34% (epoch=77), remaining_time=1:19:43.944109, arrival_time=2021-04-15 02:03:14.356401, cost_time=0:54:16.298059 2021-04-15 00:43:30,414 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 00:43:32,481 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.38ms, fps=1239 images/s, loss=0.2822, top1-acc=90.70%, top5-acc=99.73%, remaining_time=0:00:38.434482, arrival_time=2021-04-15 00:44:10.915469, cost_time=0:00:02.066366 2021-04-15 00:43:34,391 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.2991, top1-acc=89.59%, top5-acc=99.67%, remaining_time=0:00:34.996896, arrival_time=2021-04-15 00:44:09.388536, cost_time=0:00:03.976922 2021-04-15 00:43:36,308 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.2950, top1-acc=89.62%, top5-acc=99.70%, remaining_time=0:00:32.612028, arrival_time=2021-04-15 00:44:08.920486, cost_time=0:00:05.893754 2021-04-15 00:43:38,213 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.2971, top1-acc=89.69%, top5-acc=99.72%, remaining_time=0:00:30.414228, arrival_time=2021-04-15 00:44:08.627383, cost_time=0:00:07.798535 2021-04-15 00:43:40,130 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.2978, top1-acc=89.71%, top5-acc=99.72%, remaining_time=0:00:28.370720, arrival_time=2021-04-15 00:44:08.501447, cost_time=0:00:09.716024 2021-04-15 00:43:42,049 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.43ms, fps=1334 images/s, loss=0.2989, top1-acc=89.68%, top5-acc=99.70%, remaining_time=0:00:26.373256, arrival_time=2021-04-15 00:44:08.423117, cost_time=0:00:11.635240 2021-04-15 00:43:43,959 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.2975, top1-acc=89.69%, top5-acc=99.71%, remaining_time=0:00:24.380496, arrival_time=2021-04-15 00:44:08.339818, cost_time=0:00:13.544691 2021-04-15 00:43:45,878 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.2991, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:22.422568, arrival_time=2021-04-15 00:44:08.301160, cost_time=0:00:15.463880 2021-04-15 00:43:47,786 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.3014, top1-acc=89.51%, top5-acc=99.71%, remaining_time=0:00:20.459590, arrival_time=2021-04-15 00:44:08.245569, cost_time=0:00:17.371345 2021-04-15 00:43:49,698 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.3011, top1-acc=89.52%, top5-acc=99.73%, remaining_time=0:00:18.512736, arrival_time=2021-04-15 00:44:08.211442, cost_time=0:00:19.284083 2021-04-15 00:43:51,610 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.3006, top1-acc=89.49%, top5-acc=99.74%, remaining_time=0:00:16.570996, arrival_time=2021-04-15 00:44:08.181048, cost_time=0:00:21.195434 2021-04-15 00:43:53,517 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.3029, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:14.631824, arrival_time=2021-04-15 00:44:08.149286, cost_time=0:00:23.102845 2021-04-15 00:43:55,439 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.41ms, fps=1332 images/s, loss=0.3037, top1-acc=89.43%, top5-acc=99.73%, remaining_time=0:00:12.705132, arrival_time=2021-04-15 00:44:08.145038, cost_time=0:00:25.025275 2021-04-15 00:43:57,348 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.3037, top1-acc=89.41%, top5-acc=99.73%, remaining_time=0:00:10.773448, arrival_time=2021-04-15 00:44:08.121791, cost_time=0:00:26.933646 2021-04-15 00:43:59,258 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.3045, top1-acc=89.37%, top5-acc=99.72%, remaining_time=0:00:08.845294, arrival_time=2021-04-15 00:44:08.103274, cost_time=0:00:28.843356 2021-04-15 00:44:01,179 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=2.03ms, fps=1333 images/s, loss=0.3046, top1-acc=89.40%, top5-acc=99.72%, remaining_time=0:00:06.922044, arrival_time=2021-04-15 00:44:08.101443, cost_time=0:00:30.764650 2021-04-15 00:44:03,085 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.3056, top1-acc=89.39%, top5-acc=99.73%, remaining_time=0:00:04.996680, arrival_time=2021-04-15 00:44:08.081947, cost_time=0:00:32.670527 2021-04-15 00:44:04,997 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.3070, top1-acc=89.36%, top5-acc=99.72%, remaining_time=0:00:03.074048, arrival_time=2021-04-15 00:44:08.071725, cost_time=0:00:34.583061 2021-04-15 00:44:06,910 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.3075, top1-acc=89.38%, top5-acc=99.71%, remaining_time=0:00:01.152498, arrival_time=2021-04-15 00:44:08.062954, cost_time=0:00:36.495762 2021-04-15 00:44:07,936 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.07ms, fps=1326 images/s, loss=0.3072, top1-acc=89.37%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:07.936211, cost_time=0:00:37.521601 2021-04-15 00:44:08,652 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.19ms, fps=3581 images/s, loss=0.4424, top1-acc=85.94%, top5-acc=99.49%, remaining_time=0:00:02.144610, arrival_time=2021-04-15 00:44:10.797410, cost_time=0:00:00.714869 2021-04-15 00:44:09,241 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.27ms, fps=4348 images/s, loss=0.4326, top1-acc=85.96%, top5-acc=99.43%, remaining_time=0:00:01.303940, arrival_time=2021-04-15 00:44:10.545819, cost_time=0:00:01.303939 2021-04-15 00:44:09,831 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.28ms, fps=4347 images/s, loss=0.4273, top1-acc=85.83%, top5-acc=99.44%, remaining_time=0:00:00.631070, arrival_time=2021-04-15 00:44:10.462206, cost_time=0:00:01.893211 2021-04-15 00:44:10,371 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=4293 images/s, loss=0.4237, top1-acc=85.65%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:10.371849, cost_time=0:00:02.433935 2021-04-15 00:44:10,602 INFO : Epoch=0082 complete, best val top1-acc=85.65%, top5-acc=99.49% (epoch=82), remaining_time=1:19:03.726496, arrival_time=2021-04-15 02:03:14.328630, cost_time=0:54:56.487924 2021-04-15 00:44:10,603 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 00:44:12,676 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.37ms, fps=1235 images/s, loss=0.2842, top1-acc=90.23%, top5-acc=99.80%, remaining_time=0:00:38.545524, arrival_time=2021-04-15 00:44:51.221478, cost_time=0:00:02.072339 2021-04-15 00:44:14,589 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.2945, top1-acc=89.90%, top5-acc=99.75%, remaining_time=0:00:35.075216, arrival_time=2021-04-15 00:44:49.664658, cost_time=0:00:03.985815 2021-04-15 00:44:16,506 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.2853, top1-acc=90.29%, top5-acc=99.73%, remaining_time=0:00:32.659670, arrival_time=2021-04-15 00:44:49.165632, cost_time=0:00:05.902342 2021-04-15 00:44:18,414 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.2830, top1-acc=90.30%, top5-acc=99.75%, remaining_time=0:00:30.461496, arrival_time=2021-04-15 00:44:48.875666, cost_time=0:00:07.810632 2021-04-15 00:44:20,331 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.2861, top1-acc=90.14%, top5-acc=99.76%, remaining_time=0:00:28.404592, arrival_time=2021-04-15 00:44:48.735747, cost_time=0:00:09.727615 2021-04-15 00:44:22,252 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.37ms, fps=1333 images/s, loss=0.2897, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:26.404808, arrival_time=2021-04-15 00:44:48.657598, cost_time=0:00:11.649180 2021-04-15 00:44:24,161 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.2909, top1-acc=90.06%, top5-acc=99.74%, remaining_time=0:00:24.404562, arrival_time=2021-04-15 00:44:48.566217, cost_time=0:00:13.558122 2021-04-15 00:44:26,082 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.34ms, fps=1333 images/s, loss=0.2914, top1-acc=90.00%, top5-acc=99.76%, remaining_time=0:00:22.444724, arrival_time=2021-04-15 00:44:48.527455, cost_time=0:00:15.479098 2021-04-15 00:44:27,990 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.2931, top1-acc=89.91%, top5-acc=99.76%, remaining_time=0:00:20.477292, arrival_time=2021-04-15 00:44:48.467280, cost_time=0:00:17.386371 2021-04-15 00:44:29,902 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.2927, top1-acc=89.93%, top5-acc=99.76%, remaining_time=0:00:18.526848, arrival_time=2021-04-15 00:44:48.429223, cost_time=0:00:19.298764 2021-04-15 00:44:31,819 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.30ms, fps=1335 images/s, loss=0.2930, top1-acc=89.92%, top5-acc=99.77%, remaining_time=0:00:16.587336, arrival_time=2021-04-15 00:44:48.407279, cost_time=0:00:21.216414 2021-04-15 00:44:33,724 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.56ms, fps=1344 images/s, loss=0.2946, top1-acc=89.85%, top5-acc=99.76%, remaining_time=0:00:14.643452, arrival_time=2021-04-15 00:44:48.368207, cost_time=0:00:23.121237 2021-04-15 00:44:35,646 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=7.65ms, fps=1332 images/s, loss=0.2965, top1-acc=89.81%, top5-acc=99.76%, remaining_time=0:00:12.714042, arrival_time=2021-04-15 00:44:48.360514, cost_time=0:00:25.042847 2021-04-15 00:44:37,562 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.2985, top1-acc=89.71%, top5-acc=99.75%, remaining_time=0:00:10.783416, arrival_time=2021-04-15 00:44:48.345483, cost_time=0:00:26.958531 2021-04-15 00:44:39,470 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.55ms, fps=1342 images/s, loss=0.3012, top1-acc=89.60%, top5-acc=99.73%, remaining_time=0:00:08.852470, arrival_time=2021-04-15 00:44:48.322789, cost_time=0:00:28.866804 2021-04-15 00:44:41,384 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.3018, top1-acc=89.58%, top5-acc=99.72%, remaining_time=0:00:06.925644, arrival_time=2021-04-15 00:44:48.309799, cost_time=0:00:30.780636 2021-04-15 00:44:43,292 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.86ms, fps=1342 images/s, loss=0.3038, top1-acc=89.51%, top5-acc=99.73%, remaining_time=0:00:04.999462, arrival_time=2021-04-15 00:44:48.291798, cost_time=0:00:32.688819 2021-04-15 00:44:45,204 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.3038, top1-acc=89.48%, top5-acc=99.73%, remaining_time=0:00:03.075616, arrival_time=2021-04-15 00:44:48.279747, cost_time=0:00:34.600595 2021-04-15 00:44:47,116 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.18ms, fps=1339 images/s, loss=0.3043, top1-acc=89.49%, top5-acc=99.72%, remaining_time=0:00:01.153026, arrival_time=2021-04-15 00:44:48.269001, cost_time=0:00:36.512435 2021-04-15 00:44:48,141 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.22ms, fps=1327 images/s, loss=0.3041, top1-acc=89.49%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:48.141338, cost_time=0:00:37.537737 2021-04-15 00:44:48,856 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.76ms, fps=3587 images/s, loss=0.4552, top1-acc=84.30%, top5-acc=99.30%, remaining_time=0:00:02.141070, arrival_time=2021-04-15 00:44:50.997850, cost_time=0:00:00.713687 2021-04-15 00:44:49,447 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.17ms, fps=4336 images/s, loss=0.4636, top1-acc=84.16%, top5-acc=99.18%, remaining_time=0:00:01.304400, arrival_time=2021-04-15 00:44:50.751885, cost_time=0:00:01.304393 2021-04-15 00:44:50,035 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.22ms, fps=4355 images/s, loss=0.4795, top1-acc=83.61%, top5-acc=99.11%, remaining_time=0:00:00.630850, arrival_time=2021-04-15 00:44:50.666494, cost_time=0:00:01.892544 2021-04-15 00:44:50,586 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=4218 images/s, loss=0.4855, top1-acc=83.37%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:50.586012, cost_time=0:00:02.442942 2021-04-15 00:44:50,674 INFO : Epoch=0083 complete, best val top1-acc=85.65%, top5-acc=99.49% (epoch=82), remaining_time=1:18:23.343255, arrival_time=2021-04-15 02:03:14.017222, cost_time=0:55:36.559771 2021-04-15 00:44:50,675 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 00:44:52,771 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.31ms, fps=1221 images/s, loss=0.2767, top1-acc=90.39%, top5-acc=99.88%, remaining_time=0:00:38.994342, arrival_time=2021-04-15 00:45:31.766176, cost_time=0:00:02.096469 2021-04-15 00:44:54,691 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.2799, top1-acc=90.06%, top5-acc=99.86%, remaining_time=0:00:35.344848, arrival_time=2021-04-15 00:45:30.036667, cost_time=0:00:04.016458 2021-04-15 00:44:56,597 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.2853, top1-acc=89.96%, top5-acc=99.83%, remaining_time=0:00:32.766740, arrival_time=2021-04-15 00:45:29.363903, cost_time=0:00:05.921710 2021-04-15 00:44:58,509 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.2842, top1-acc=90.00%, top5-acc=99.84%, remaining_time=0:00:30.551820, arrival_time=2021-04-15 00:45:29.060912, cost_time=0:00:07.833811 2021-04-15 00:45:00,430 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.33ms, fps=1332 images/s, loss=0.2888, top1-acc=89.87%, top5-acc=99.80%, remaining_time=0:00:28.485768, arrival_time=2021-04-15 00:45:28.916470, cost_time=0:00:09.755421 2021-04-15 00:45:02,351 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.27ms, fps=1333 images/s, loss=0.2910, top1-acc=89.80%, top5-acc=99.79%, remaining_time=0:00:26.465736, arrival_time=2021-04-15 00:45:28.817055, cost_time=0:00:11.676050 2021-04-15 00:45:04,281 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.31ms, fps=1327 images/s, loss=0.2939, top1-acc=89.69%, top5-acc=99.79%, remaining_time=0:00:24.491250, arrival_time=2021-04-15 00:45:28.773000, cost_time=0:00:13.606269 2021-04-15 00:45:06,197 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.2935, top1-acc=89.76%, top5-acc=99.79%, remaining_time=0:00:22.506552, arrival_time=2021-04-15 00:45:28.703743, cost_time=0:00:15.521760 2021-04-15 00:45:08,117 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.2941, top1-acc=89.74%, top5-acc=99.77%, remaining_time=0:00:20.542482, arrival_time=2021-04-15 00:45:28.659612, cost_time=0:00:17.441763 2021-04-15 00:45:10,025 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2947, top1-acc=89.72%, top5-acc=99.77%, remaining_time=0:00:18.576096, arrival_time=2021-04-15 00:45:28.601611, cost_time=0:00:19.350090 2021-04-15 00:45:11,937 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.2969, top1-acc=89.63%, top5-acc=99.75%, remaining_time=0:00:16.623542, arrival_time=2021-04-15 00:45:28.561475, cost_time=0:00:21.262644 2021-04-15 00:45:13,854 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.2987, top1-acc=89.63%, top5-acc=99.75%, remaining_time=0:00:14.680160, arrival_time=2021-04-15 00:45:28.534620, cost_time=0:00:23.179185 2021-04-15 00:45:15,762 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=0.3000, top1-acc=89.55%, top5-acc=99.75%, remaining_time=0:00:12.736614, arrival_time=2021-04-15 00:45:28.499212, cost_time=0:00:25.087314 2021-04-15 00:45:17,674 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.3011, top1-acc=89.51%, top5-acc=99.73%, remaining_time=0:00:10.799656, arrival_time=2021-04-15 00:45:28.474168, cost_time=0:00:26.999149 2021-04-15 00:45:19,588 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.61ms, fps=1338 images/s, loss=0.3009, top1-acc=89.51%, top5-acc=99.74%, remaining_time=0:00:08.866592, arrival_time=2021-04-15 00:45:28.454601, cost_time=0:00:28.912735 2021-04-15 00:45:21,492 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.54ms, fps=1344 images/s, loss=0.3023, top1-acc=89.47%, top5-acc=99.74%, remaining_time=0:00:06.933960, arrival_time=2021-04-15 00:45:28.426777, cost_time=0:00:30.817550 2021-04-15 00:45:23,409 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.3018, top1-acc=89.50%, top5-acc=99.74%, remaining_time=0:00:05.006482, arrival_time=2021-04-15 00:45:28.416426, cost_time=0:00:32.734666 2021-04-15 00:45:25,316 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.3022, top1-acc=89.51%, top5-acc=99.74%, remaining_time=0:00:03.079216, arrival_time=2021-04-15 00:45:28.395710, cost_time=0:00:34.641208 2021-04-15 00:45:27,225 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.3016, top1-acc=89.54%, top5-acc=99.74%, remaining_time=0:00:01.154220, arrival_time=2021-04-15 00:45:28.379764, cost_time=0:00:36.550266 2021-04-15 00:45:28,255 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.32ms, fps=1321 images/s, loss=0.3024, top1-acc=89.52%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:28.255581, cost_time=0:00:37.580286 2021-04-15 00:45:28,969 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.39ms, fps=3600 images/s, loss=0.4624, top1-acc=83.79%, top5-acc=99.45%, remaining_time=0:00:02.133600, arrival_time=2021-04-15 00:45:31.103154, cost_time=0:00:00.711196 2021-04-15 00:45:29,559 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.57ms, fps=4342 images/s, loss=0.4659, top1-acc=83.83%, top5-acc=99.45%, remaining_time=0:00:01.301300, arrival_time=2021-04-15 00:45:30.860877, cost_time=0:00:01.301305 2021-04-15 00:45:30,150 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.45ms, fps=4332 images/s, loss=0.4634, top1-acc=84.22%, top5-acc=99.45%, remaining_time=0:00:00.630860, arrival_time=2021-04-15 00:45:30.781709, cost_time=0:00:01.892578 2021-04-15 00:45:30,691 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=4291 images/s, loss=0.4601, top1-acc=84.42%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:30.691788, cost_time=0:00:02.433541 2021-04-15 00:45:30,794 INFO : Epoch=0084 complete, best val top1-acc=85.65%, top5-acc=99.49% (epoch=82), remaining_time=1:17:43.034468, arrival_time=2021-04-15 02:03:13.828789, cost_time=0:56:16.680126 2021-04-15 00:45:30,795 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 00:45:32,887 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.79ms, fps=1224 images/s, loss=0.2955, top1-acc=89.84%, top5-acc=99.80%, remaining_time=0:00:38.905620, arrival_time=2021-04-15 00:46:11.793256, cost_time=0:00:02.091699 2021-04-15 00:45:34,802 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.58ms, fps=1337 images/s, loss=0.2962, top1-acc=89.63%, top5-acc=99.79%, remaining_time=0:00:35.261248, arrival_time=2021-04-15 00:46:10.064135, cost_time=0:00:04.006953 2021-04-15 00:45:36,716 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=2.00ms, fps=1338 images/s, loss=0.2939, top1-acc=89.78%, top5-acc=99.77%, remaining_time=0:00:32.758606, arrival_time=2021-04-15 00:46:09.474658, cost_time=0:00:05.920236 2021-04-15 00:45:38,628 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.2899, top1-acc=90.07%, top5-acc=99.78%, remaining_time=0:00:30.545736, arrival_time=2021-04-15 00:46:09.173873, cost_time=0:00:07.832230 2021-04-15 00:45:40,545 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.32ms, fps=1336 images/s, loss=0.2863, top1-acc=90.06%, top5-acc=99.78%, remaining_time=0:00:28.467226, arrival_time=2021-04-15 00:46:09.012289, cost_time=0:00:09.749072 2021-04-15 00:45:42,459 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.2899, top1-acc=89.99%, top5-acc=99.79%, remaining_time=0:00:26.437856, arrival_time=2021-04-15 00:46:08.897454, cost_time=0:00:11.663773 2021-04-15 00:45:44,366 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.2908, top1-acc=89.94%, top5-acc=99.78%, remaining_time=0:00:24.426864, arrival_time=2021-04-15 00:46:08.793252, cost_time=0:00:13.570485 2021-04-15 00:45:46,281 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.2942, top1-acc=89.80%, top5-acc=99.76%, remaining_time=0:00:22.454120, arrival_time=2021-04-15 00:46:08.735553, cost_time=0:00:15.485610 2021-04-15 00:45:48,190 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.2950, top1-acc=89.76%, top5-acc=99.76%, remaining_time=0:00:20.487362, arrival_time=2021-04-15 00:46:08.678109, cost_time=0:00:17.394936 2021-04-15 00:45:50,096 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.44ms, fps=1344 images/s, loss=0.2956, top1-acc=89.79%, top5-acc=99.74%, remaining_time=0:00:18.528480, arrival_time=2021-04-15 00:46:08.624852, cost_time=0:00:19.300472 2021-04-15 00:45:52,007 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.59ms, fps=1340 images/s, loss=0.2980, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:16.583638, arrival_time=2021-04-15 00:46:08.591056, cost_time=0:00:21.211593 2021-04-15 00:45:53,914 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.2977, top1-acc=89.71%, top5-acc=99.74%, remaining_time=0:00:14.641704, arrival_time=2021-04-15 00:46:08.555945, cost_time=0:00:23.118429 2021-04-15 00:45:55,820 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.2983, top1-acc=89.69%, top5-acc=99.74%, remaining_time=0:00:12.704868, arrival_time=2021-04-15 00:46:08.525421, cost_time=0:00:25.024688 2021-04-15 00:45:57,737 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.2983, top1-acc=89.67%, top5-acc=99.73%, remaining_time=0:00:10.776640, arrival_time=2021-04-15 00:46:08.514025, cost_time=0:00:26.941568 2021-04-15 00:45:59,646 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.2980, top1-acc=89.71%, top5-acc=99.72%, remaining_time=0:00:08.847410, arrival_time=2021-04-15 00:46:08.493395, cost_time=0:00:28.850185 2021-04-15 00:46:01,557 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.2996, top1-acc=89.68%, top5-acc=99.73%, remaining_time=0:00:06.921360, arrival_time=2021-04-15 00:46:08.478727, cost_time=0:00:30.761546 2021-04-15 00:46:03,475 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.2998, top1-acc=89.68%, top5-acc=99.72%, remaining_time=0:00:04.998006, arrival_time=2021-04-15 00:46:08.473125, cost_time=0:00:32.679222 2021-04-15 00:46:05,381 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.57ms, fps=1343 images/s, loss=0.2992, top1-acc=89.72%, top5-acc=99.73%, remaining_time=0:00:03.074256, arrival_time=2021-04-15 00:46:08.455477, cost_time=0:00:34.585409 2021-04-15 00:46:07,301 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.23ms, fps=1334 images/s, loss=0.3014, top1-acc=89.66%, top5-acc=99.72%, remaining_time=0:00:01.152792, arrival_time=2021-04-15 00:46:08.453785, cost_time=0:00:36.505175 2021-04-15 00:46:08,330 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.38ms, fps=1322 images/s, loss=0.3005, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:08.330486, cost_time=0:00:37.534679 2021-04-15 00:46:09,036 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.99ms, fps=3634 images/s, loss=0.5556, top1-acc=80.66%, top5-acc=99.37%, remaining_time=0:00:02.113350, arrival_time=2021-04-15 00:46:11.150158, cost_time=0:00:00.704447 2021-04-15 00:46:09,641 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=4.33ms, fps=4234 images/s, loss=0.5334, top1-acc=81.74%, top5-acc=99.32%, remaining_time=0:00:01.309360, arrival_time=2021-04-15 00:46:10.951192, cost_time=0:00:01.309368 2021-04-15 00:46:10,231 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.29ms, fps=4342 images/s, loss=0.5282, top1-acc=81.98%, top5-acc=99.24%, remaining_time=0:00:00.633180, arrival_time=2021-04-15 00:46:10.865090, cost_time=0:00:01.899551 2021-04-15 00:46:10,783 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=4210 images/s, loss=0.5203, top1-acc=82.27%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:10.783378, cost_time=0:00:02.450995 2021-04-15 00:46:10,940 INFO : Epoch=0085 complete, best val top1-acc=85.65%, top5-acc=99.49% (epoch=82), remaining_time=1:17:02.765285, arrival_time=2021-04-15 02:03:13.706056, cost_time=0:56:56.826541 2021-04-15 00:46:10,942 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 00:46:13,091 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.35ms, fps=1191 images/s, loss=0.2943, top1-acc=90.35%, top5-acc=99.84%, remaining_time=0:00:39.967680, arrival_time=2021-04-15 00:46:53.059349, cost_time=0:00:02.148798 2021-04-15 00:46:15,003 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.2820, top1-acc=90.27%, top5-acc=99.82%, remaining_time=0:00:35.734688, arrival_time=2021-04-15 00:46:50.738318, cost_time=0:00:04.060762 2021-04-15 00:46:16,916 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.2819, top1-acc=90.31%, top5-acc=99.77%, remaining_time=0:00:33.053920, arrival_time=2021-04-15 00:46:49.970498, cost_time=0:00:05.973599 2021-04-15 00:46:18,824 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.2853, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:30.736524, arrival_time=2021-04-15 00:46:49.560485, cost_time=0:00:07.881170 2021-04-15 00:46:20,743 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.68ms, fps=1334 images/s, loss=0.2878, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:28.616584, arrival_time=2021-04-15 00:46:49.359581, cost_time=0:00:09.800215 2021-04-15 00:46:22,665 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.64ms, fps=1332 images/s, loss=0.2853, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:26.571136, arrival_time=2021-04-15 00:46:49.236545, cost_time=0:00:11.722582 2021-04-15 00:46:24,592 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.42ms, fps=1329 images/s, loss=0.2855, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:24.569118, arrival_time=2021-04-15 00:46:49.161471, cost_time=0:00:13.649502 2021-04-15 00:46:26,506 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.2888, top1-acc=89.92%, top5-acc=99.71%, remaining_time=0:00:22.566756, arrival_time=2021-04-15 00:46:49.072803, cost_time=0:00:15.563266 2021-04-15 00:46:28,423 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.2889, top1-acc=89.93%, top5-acc=99.70%, remaining_time=0:00:20.588910, arrival_time=2021-04-15 00:46:49.012808, cost_time=0:00:17.481122 2021-04-15 00:46:30,331 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2904, top1-acc=89.95%, top5-acc=99.69%, remaining_time=0:00:18.613344, arrival_time=2021-04-15 00:46:48.945032, cost_time=0:00:19.388913 2021-04-15 00:46:32,246 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.2926, top1-acc=89.86%, top5-acc=99.70%, remaining_time=0:00:16.655620, arrival_time=2021-04-15 00:46:48.902108, cost_time=0:00:21.303714 2021-04-15 00:46:34,157 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.2921, top1-acc=89.89%, top5-acc=99.70%, remaining_time=0:00:14.702884, arrival_time=2021-04-15 00:46:48.860718, cost_time=0:00:23.215059 2021-04-15 00:46:36,066 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.63ms, fps=1342 images/s, loss=0.2935, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:12.754830, arrival_time=2021-04-15 00:46:48.820897, cost_time=0:00:25.123164 2021-04-15 00:46:37,986 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.56ms, fps=1333 images/s, loss=0.2936, top1-acc=89.85%, top5-acc=99.70%, remaining_time=0:00:10.817464, arrival_time=2021-04-15 00:46:48.803919, cost_time=0:00:27.043675 2021-04-15 00:46:39,894 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.2956, top1-acc=89.80%, top5-acc=99.70%, remaining_time=0:00:08.878460, arrival_time=2021-04-15 00:46:48.772746, cost_time=0:00:28.951501 2021-04-15 00:46:41,801 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.2964, top1-acc=89.79%, top5-acc=99.69%, remaining_time=0:00:06.943104, arrival_time=2021-04-15 00:46:48.744176, cost_time=0:00:30.858292 2021-04-15 00:46:43,717 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.2963, top1-acc=89.77%, top5-acc=99.70%, remaining_time=0:00:05.012566, arrival_time=2021-04-15 00:46:48.729751, cost_time=0:00:32.774402 2021-04-15 00:46:45,621 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.2965, top1-acc=89.78%, top5-acc=99.70%, remaining_time=0:00:03.082592, arrival_time=2021-04-15 00:46:48.704447, cost_time=0:00:34.679077 2021-04-15 00:46:47,537 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.27ms, fps=1337 images/s, loss=0.2962, top1-acc=89.77%, top5-acc=99.71%, remaining_time=0:00:01.155612, arrival_time=2021-04-15 00:46:48.692756, cost_time=0:00:36.594325 2021-04-15 00:46:48,567 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.22ms, fps=1320 images/s, loss=0.2969, top1-acc=89.76%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:48.567822, cost_time=0:00:37.625051 2021-04-15 00:46:49,309 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.43ms, fps=3462 images/s, loss=0.4293, top1-acc=85.27%, top5-acc=99.34%, remaining_time=0:00:02.218230, arrival_time=2021-04-15 00:46:51.527297, cost_time=0:00:00.739410 2021-04-15 00:46:49,898 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.58ms, fps=4344 images/s, loss=0.4236, top1-acc=85.59%, top5-acc=99.36%, remaining_time=0:00:01.329020, arrival_time=2021-04-15 00:46:51.227678, cost_time=0:00:01.329019 2021-04-15 00:46:50,491 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.74ms, fps=4324 images/s, loss=0.4169, top1-acc=85.79%, top5-acc=99.44%, remaining_time=0:00:00.640480, arrival_time=2021-04-15 00:46:51.131607, cost_time=0:00:01.921432 2021-04-15 00:46:51,033 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=4284 images/s, loss=0.4011, top1-acc=86.04%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:51.033078, cost_time=0:00:02.463449 2021-04-15 00:46:51,222 INFO : Epoch=0086 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:16:22.677906, arrival_time=2021-04-15 02:03:13.899989, cost_time=0:57:37.107868 2021-04-15 00:46:51,223 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 00:46:53,300 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.62ms, fps=1233 images/s, loss=0.2789, top1-acc=90.31%, top5-acc=99.73%, remaining_time=0:00:38.622156, arrival_time=2021-04-15 00:47:31.922215, cost_time=0:00:02.076462 2021-04-15 00:46:55,210 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.2716, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:35.083840, arrival_time=2021-04-15 00:47:30.294143, cost_time=0:00:03.986792 2021-04-15 00:46:57,131 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.35ms, fps=1333 images/s, loss=0.2768, top1-acc=90.39%, top5-acc=99.77%, remaining_time=0:00:32.690380, arrival_time=2021-04-15 00:47:29.821705, cost_time=0:00:05.907897 2021-04-15 00:46:59,042 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.57ms, fps=1340 images/s, loss=0.2829, top1-acc=90.12%, top5-acc=99.72%, remaining_time=0:00:30.494724, arrival_time=2021-04-15 00:47:29.537415, cost_time=0:00:07.819148 2021-04-15 00:47:00,973 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.43ms, fps=1326 images/s, loss=0.2934, top1-acc=89.81%, top5-acc=99.73%, remaining_time=0:00:28.471460, arrival_time=2021-04-15 00:47:29.445395, cost_time=0:00:09.750509 2021-04-15 00:47:02,890 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.58ms, fps=1336 images/s, loss=0.2935, top1-acc=89.77%, top5-acc=99.75%, remaining_time=0:00:26.445880, arrival_time=2021-04-15 00:47:29.336588, cost_time=0:00:11.667290 2021-04-15 00:47:04,798 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.47ms, fps=1342 images/s, loss=0.2938, top1-acc=89.75%, top5-acc=99.74%, remaining_time=0:00:24.435054, arrival_time=2021-04-15 00:47:29.233617, cost_time=0:00:13.575052 2021-04-15 00:47:06,711 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.2949, top1-acc=89.69%, top5-acc=99.74%, remaining_time=0:00:22.457368, arrival_time=2021-04-15 00:47:29.168627, cost_time=0:00:15.487823 2021-04-15 00:47:08,618 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.2964, top1-acc=89.68%, top5-acc=99.73%, remaining_time=0:00:20.487468, arrival_time=2021-04-15 00:47:29.105949, cost_time=0:00:17.395057 2021-04-15 00:47:10,538 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.2969, top1-acc=89.65%, top5-acc=99.70%, remaining_time=0:00:18.542016, arrival_time=2021-04-15 00:47:29.080110, cost_time=0:00:19.314634 2021-04-15 00:47:12,458 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.43ms, fps=1334 images/s, loss=0.2945, top1-acc=89.71%, top5-acc=99.72%, remaining_time=0:00:16.601612, arrival_time=2021-04-15 00:47:29.059666, cost_time=0:00:21.234631 2021-04-15 00:47:14,366 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.2937, top1-acc=89.76%, top5-acc=99.72%, remaining_time=0:00:14.657436, arrival_time=2021-04-15 00:47:29.024197, cost_time=0:00:23.143341 2021-04-15 00:47:16,279 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.2932, top1-acc=89.80%, top5-acc=99.73%, remaining_time=0:00:12.720840, arrival_time=2021-04-15 00:47:29.000508, cost_time=0:00:25.056154 2021-04-15 00:47:18,191 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.57ms, fps=1340 images/s, loss=0.2955, top1-acc=89.73%, top5-acc=99.71%, remaining_time=0:00:10.787056, arrival_time=2021-04-15 00:47:28.978065, cost_time=0:00:26.967577 2021-04-15 00:47:20,098 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.59ms, fps=1343 images/s, loss=0.2973, top1-acc=89.70%, top5-acc=99.71%, remaining_time=0:00:08.854862, arrival_time=2021-04-15 00:47:28.952807, cost_time=0:00:28.874481 2021-04-15 00:47:22,018 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.54ms, fps=1333 images/s, loss=0.2977, top1-acc=89.68%, top5-acc=99.70%, remaining_time=0:00:06.928956, arrival_time=2021-04-15 00:47:28.947749, cost_time=0:00:30.795381 2021-04-15 00:47:23,922 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.2971, top1-acc=89.68%, top5-acc=99.72%, remaining_time=0:00:05.000970, arrival_time=2021-04-15 00:47:28.923030, cost_time=0:00:32.698639 2021-04-15 00:47:25,831 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.2980, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:03.076224, arrival_time=2021-04-15 00:47:28.907189, cost_time=0:00:34.607523 2021-04-15 00:47:27,750 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.32ms, fps=1334 images/s, loss=0.2977, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:01.153500, arrival_time=2021-04-15 00:47:28.904351, cost_time=0:00:36.527432 2021-04-15 00:47:28,777 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.35ms, fps=1325 images/s, loss=0.3001, top1-acc=89.61%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:28.777832, cost_time=0:00:37.554425 2021-04-15 00:47:29,535 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.40ms, fps=3388 images/s, loss=0.5342, top1-acc=82.07%, top5-acc=99.06%, remaining_time=0:00:02.266530, arrival_time=2021-04-15 00:47:31.801678, cost_time=0:00:00.755511 2021-04-15 00:47:30,126 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.77ms, fps=4332 images/s, loss=0.5074, top1-acc=82.73%, top5-acc=99.32%, remaining_time=0:00:01.347040, arrival_time=2021-04-15 00:47:31.473654, cost_time=0:00:01.347030 2021-04-15 00:47:30,716 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.26ms, fps=4340 images/s, loss=0.5068, top1-acc=82.88%, top5-acc=99.23%, remaining_time=0:00:00.645770, arrival_time=2021-04-15 00:47:31.362663, cost_time=0:00:01.937317 2021-04-15 00:47:31,257 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.05ms, fps=4291 images/s, loss=0.4996, top1-acc=83.02%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:31.257896, cost_time=0:00:02.478346 2021-04-15 00:47:31,389 INFO : Epoch=0087 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:15:42.437619, arrival_time=2021-04-15 02:03:13.826816, cost_time=0:58:17.275000 2021-04-15 00:47:31,390 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 00:47:33,453 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.29ms, fps=1241 images/s, loss=0.3240, top1-acc=88.91%, top5-acc=99.77%, remaining_time=0:00:38.368080, arrival_time=2021-04-15 00:48:11.821399, cost_time=0:00:02.062802 2021-04-15 00:47:35,365 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.2968, top1-acc=89.57%, top5-acc=99.67%, remaining_time=0:00:34.974192, arrival_time=2021-04-15 00:48:10.339137, cost_time=0:00:03.974331 2021-04-15 00:47:37,288 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.45ms, fps=1331 images/s, loss=0.2900, top1-acc=89.86%, top5-acc=99.67%, remaining_time=0:00:32.636596, arrival_time=2021-04-15 00:48:09.925405, cost_time=0:00:05.898191 2021-04-15 00:47:39,201 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=2.09ms, fps=1339 images/s, loss=0.2857, top1-acc=89.93%, top5-acc=99.70%, remaining_time=0:00:30.460716, arrival_time=2021-04-15 00:48:09.661774, cost_time=0:00:07.810442 2021-04-15 00:47:41,119 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.2852, top1-acc=90.02%, top5-acc=99.70%, remaining_time=0:00:28.408242, arrival_time=2021-04-15 00:48:09.527632, cost_time=0:00:09.728863 2021-04-15 00:47:43,038 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.2878, top1-acc=89.95%, top5-acc=99.71%, remaining_time=0:00:26.401408, arrival_time=2021-04-15 00:48:09.439609, cost_time=0:00:11.647673 2021-04-15 00:47:44,943 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.2862, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:24.395616, arrival_time=2021-04-15 00:48:09.339229, cost_time=0:00:13.553088 2021-04-15 00:47:46,860 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.2912, top1-acc=89.90%, top5-acc=99.72%, remaining_time=0:00:22.430572, arrival_time=2021-04-15 00:48:09.290570, cost_time=0:00:15.469393 2021-04-15 00:47:48,775 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.30ms, fps=1337 images/s, loss=0.2888, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:20.475914, arrival_time=2021-04-15 00:48:09.251681, cost_time=0:00:17.385236 2021-04-15 00:47:50,686 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.2885, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:18.524160, arrival_time=2021-04-15 00:48:09.210636, cost_time=0:00:19.295951 2021-04-15 00:47:52,604 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.2893, top1-acc=90.03%, top5-acc=99.73%, remaining_time=0:00:16.585530, arrival_time=2021-04-15 00:48:09.190118, cost_time=0:00:21.214042 2021-04-15 00:47:54,510 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.2899, top1-acc=90.01%, top5-acc=99.71%, remaining_time=0:00:14.642768, arrival_time=2021-04-15 00:48:09.153475, cost_time=0:00:23.120185 2021-04-15 00:47:56,421 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.2882, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:12.707970, arrival_time=2021-04-15 00:48:09.129335, cost_time=0:00:25.030838 2021-04-15 00:47:58,341 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.48ms, fps=1334 images/s, loss=0.2885, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:10.780112, arrival_time=2021-04-15 00:48:09.121063, cost_time=0:00:26.950343 2021-04-15 00:48:00,252 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.2890, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:08.851090, arrival_time=2021-04-15 00:48:09.103836, cost_time=0:00:28.862230 2021-04-15 00:48:02,167 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.2892, top1-acc=90.05%, top5-acc=99.72%, remaining_time=0:00:06.924744, arrival_time=2021-04-15 00:48:09.091981, cost_time=0:00:30.776705 2021-04-15 00:48:04,078 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.2903, top1-acc=90.01%, top5-acc=99.71%, remaining_time=0:00:04.999332, arrival_time=2021-04-15 00:48:09.077865, cost_time=0:00:32.688018 2021-04-15 00:48:05,987 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.69ms, fps=1341 images/s, loss=0.2906, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:03.075312, arrival_time=2021-04-15 00:48:09.063171, cost_time=0:00:34.597343 2021-04-15 00:48:07,907 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.31ms, fps=1334 images/s, loss=0.2900, top1-acc=90.00%, top5-acc=99.72%, remaining_time=0:00:01.153176, arrival_time=2021-04-15 00:48:09.060871, cost_time=0:00:36.517193 2021-04-15 00:48:08,932 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.37ms, fps=1327 images/s, loss=0.2912, top1-acc=89.97%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:08.932591, cost_time=0:00:37.542092 2021-04-15 00:48:09,639 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.43ms, fps=3631 images/s, loss=0.4905, top1-acc=84.14%, top5-acc=98.91%, remaining_time=0:00:02.114820, arrival_time=2021-04-15 00:48:11.754001, cost_time=0:00:00.704943 2021-04-15 00:48:10,232 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.42ms, fps=4321 images/s, loss=0.4963, top1-acc=83.93%, top5-acc=98.96%, remaining_time=0:00:01.297780, arrival_time=2021-04-15 00:48:11.529808, cost_time=0:00:01.297788 2021-04-15 00:48:10,823 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.42ms, fps=4333 images/s, loss=0.4949, top1-acc=83.78%, top5-acc=99.02%, remaining_time=0:00:00.629660, arrival_time=2021-04-15 00:48:11.452889, cost_time=0:00:01.888994 2021-04-15 00:48:11,365 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=4283 images/s, loss=0.5063, top1-acc=83.44%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:11.365215, cost_time=0:00:02.431003 2021-04-15 00:48:11,481 INFO : Epoch=0088 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:15:02.104320, arrival_time=2021-04-15 02:03:13.586190, cost_time=0:58:57.367649 2021-04-15 00:48:11,484 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 00:48:13,613 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.52ms, fps=1203 images/s, loss=0.2978, top1-acc=89.73%, top5-acc=99.84%, remaining_time=0:00:39.593448, arrival_time=2021-04-15 00:48:53.206574, cost_time=0:00:02.128683 2021-04-15 00:48:15,522 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.2927, top1-acc=90.00%, top5-acc=99.84%, remaining_time=0:00:35.540208, arrival_time=2021-04-15 00:48:51.063128, cost_time=0:00:04.038663 2021-04-15 00:48:17,438 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.2935, top1-acc=89.96%, top5-acc=99.77%, remaining_time=0:00:32.946684, arrival_time=2021-04-15 00:48:50.385243, cost_time=0:00:05.954217 2021-04-15 00:48:19,357 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.2962, top1-acc=89.82%, top5-acc=99.76%, remaining_time=0:00:30.705636, arrival_time=2021-04-15 00:48:50.063126, cost_time=0:00:07.873237 2021-04-15 00:48:21,283 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.33ms, fps=1329 images/s, loss=0.2882, top1-acc=90.09%, top5-acc=99.80%, remaining_time=0:00:28.614102, arrival_time=2021-04-15 00:48:49.897691, cost_time=0:00:09.799329 2021-04-15 00:48:23,197 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.2871, top1-acc=90.08%, top5-acc=99.80%, remaining_time=0:00:26.549240, arrival_time=2021-04-15 00:48:49.746635, cost_time=0:00:11.712875 2021-04-15 00:48:25,134 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.62ms, fps=1323 images/s, loss=0.2868, top1-acc=90.05%, top5-acc=99.81%, remaining_time=0:00:24.569622, arrival_time=2021-04-15 00:48:49.703657, cost_time=0:00:13.649765 2021-04-15 00:48:27,049 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.2879, top1-acc=89.94%, top5-acc=99.82%, remaining_time=0:00:22.569656, arrival_time=2021-04-15 00:48:49.619162, cost_time=0:00:15.565250 2021-04-15 00:48:28,962 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.92ms, fps=1339 images/s, loss=0.2873, top1-acc=89.98%, top5-acc=99.81%, remaining_time=0:00:20.585306, arrival_time=2021-04-15 00:48:49.547604, cost_time=0:00:17.478054 2021-04-15 00:48:30,886 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.43ms, fps=1331 images/s, loss=0.2877, top1-acc=89.96%, top5-acc=99.82%, remaining_time=0:00:18.626400, arrival_time=2021-04-15 00:48:49.513095, cost_time=0:00:19.402455 2021-04-15 00:48:32,796 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.2867, top1-acc=90.05%, top5-acc=99.80%, remaining_time=0:00:16.662672, arrival_time=2021-04-15 00:48:49.459597, cost_time=0:00:21.312675 2021-04-15 00:48:34,706 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.2888, top1-acc=90.01%, top5-acc=99.79%, remaining_time=0:00:14.707140, arrival_time=2021-04-15 00:48:49.413244, cost_time=0:00:23.221846 2021-04-15 00:48:36,618 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.2895, top1-acc=90.02%, top5-acc=99.78%, remaining_time=0:00:12.760176, arrival_time=2021-04-15 00:48:49.378166, cost_time=0:00:25.133657 2021-04-15 00:48:38,527 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.2913, top1-acc=89.94%, top5-acc=99.77%, remaining_time=0:00:10.817072, arrival_time=2021-04-15 00:48:49.344057, cost_time=0:00:27.042736 2021-04-15 00:48:40,441 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.2938, top1-acc=89.88%, top5-acc=99.77%, remaining_time=0:00:08.880162, arrival_time=2021-04-15 00:48:49.321503, cost_time=0:00:28.957083 2021-04-15 00:48:42,347 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.61ms, fps=1343 images/s, loss=0.2945, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:06.944184, arrival_time=2021-04-15 00:48:49.291517, cost_time=0:00:30.863086 2021-04-15 00:48:44,256 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.2943, top1-acc=89.82%, top5-acc=99.76%, remaining_time=0:00:05.012202, arrival_time=2021-04-15 00:48:49.268521, cost_time=0:00:32.772079 2021-04-15 00:48:46,174 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.45ms, fps=1335 images/s, loss=0.2932, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:03.083600, arrival_time=2021-04-15 00:48:49.258350, cost_time=0:00:34.690502 2021-04-15 00:48:48,089 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.16ms, fps=1337 images/s, loss=0.2947, top1-acc=89.78%, top5-acc=99.76%, remaining_time=0:00:01.155954, arrival_time=2021-04-15 00:48:49.245396, cost_time=0:00:36.605204 2021-04-15 00:48:49,117 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.39ms, fps=1324 images/s, loss=0.2968, top1-acc=89.70%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:49.117022, cost_time=0:00:37.632789 2021-04-15 00:48:49,849 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.41ms, fps=3502 images/s, loss=0.5113, top1-acc=82.38%, top5-acc=99.14%, remaining_time=0:00:02.193030, arrival_time=2021-04-15 00:48:52.042769, cost_time=0:00:00.731010 2021-04-15 00:48:50,438 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.17ms, fps=4350 images/s, loss=0.5159, top1-acc=82.79%, top5-acc=99.18%, remaining_time=0:00:01.320020, arrival_time=2021-04-15 00:48:51.758719, cost_time=0:00:01.320022 2021-04-15 00:48:51,028 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.34ms, fps=4347 images/s, loss=0.5163, top1-acc=82.85%, top5-acc=99.18%, remaining_time=0:00:00.636440, arrival_time=2021-04-15 00:48:51.664423, cost_time=0:00:01.909319 2021-04-15 00:48:51,567 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=4302 images/s, loss=0.5132, top1-acc=82.71%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:51.567611, cost_time=0:00:02.448959 2021-04-15 00:48:51,696 INFO : Epoch=0089 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:14:21.928938, arrival_time=2021-04-15 02:03:13.625800, cost_time=0:59:37.582662 2021-04-15 00:48:51,698 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 00:48:53,781 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.37ms, fps=1229 images/s, loss=0.3065, top1-acc=89.45%, top5-acc=99.80%, remaining_time=0:00:38.745846, arrival_time=2021-04-15 00:49:32.527270, cost_time=0:00:02.083111 2021-04-15 00:48:55,691 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.2967, top1-acc=90.12%, top5-acc=99.84%, remaining_time=0:00:35.135408, arrival_time=2021-04-15 00:49:30.826385, cost_time=0:00:03.992666 2021-04-15 00:48:57,609 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.2882, top1-acc=90.10%, top5-acc=99.80%, remaining_time=0:00:32.709304, arrival_time=2021-04-15 00:49:30.318855, cost_time=0:00:05.911334 2021-04-15 00:48:59,521 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.2815, top1-acc=90.15%, top5-acc=99.80%, remaining_time=0:00:30.509700, arrival_time=2021-04-15 00:49:30.031017, cost_time=0:00:07.823005 2021-04-15 00:49:01,440 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.52ms, fps=1334 images/s, loss=0.2830, top1-acc=90.02%, top5-acc=99.80%, remaining_time=0:00:28.447662, arrival_time=2021-04-15 00:49:29.888192, cost_time=0:00:09.742326 2021-04-15 00:49:03,352 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.2822, top1-acc=90.02%, top5-acc=99.77%, remaining_time=0:00:26.416368, arrival_time=2021-04-15 00:49:29.768876, cost_time=0:00:11.654286 2021-04-15 00:49:05,262 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.2832, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:24.414894, arrival_time=2021-04-15 00:49:29.677040, cost_time=0:00:13.563835 2021-04-15 00:49:07,178 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.2845, top1-acc=89.95%, top5-acc=99.74%, remaining_time=0:00:22.446580, arrival_time=2021-04-15 00:49:29.625157, cost_time=0:00:15.480361 2021-04-15 00:49:09,083 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.69ms, fps=1344 images/s, loss=0.2864, top1-acc=89.89%, top5-acc=99.75%, remaining_time=0:00:20.475596, arrival_time=2021-04-15 00:49:29.558710, cost_time=0:00:17.384911 2021-04-15 00:49:10,990 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.2860, top1-acc=89.95%, top5-acc=99.75%, remaining_time=0:00:18.520704, arrival_time=2021-04-15 00:49:29.511346, cost_time=0:00:19.292434 2021-04-15 00:49:12,910 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.57ms, fps=1334 images/s, loss=0.2849, top1-acc=89.98%, top5-acc=99.77%, remaining_time=0:00:16.583724, arrival_time=2021-04-15 00:49:29.493694, cost_time=0:00:21.211756 2021-04-15 00:49:14,817 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.2835, top1-acc=90.07%, top5-acc=99.76%, remaining_time=0:00:14.642160, arrival_time=2021-04-15 00:49:29.459540, cost_time=0:00:23.119162 2021-04-15 00:49:16,737 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=2.44ms, fps=1334 images/s, loss=0.2855, top1-acc=89.95%, top5-acc=99.75%, remaining_time=0:00:12.712062, arrival_time=2021-04-15 00:49:29.449322, cost_time=0:00:25.038959 2021-04-15 00:49:18,642 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.2847, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:10.777760, arrival_time=2021-04-15 00:49:29.420356, cost_time=0:00:26.944374 2021-04-15 00:49:20,546 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.2858, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:08.846858, arrival_time=2021-04-15 00:49:29.393483, cost_time=0:00:28.848416 2021-04-15 00:49:22,465 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.2864, top1-acc=89.92%, top5-acc=99.75%, remaining_time=0:00:06.922548, arrival_time=2021-04-15 00:49:29.387701, cost_time=0:00:30.766896 2021-04-15 00:49:24,370 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.2868, top1-acc=89.88%, top5-acc=99.76%, remaining_time=0:00:04.996888, arrival_time=2021-04-15 00:49:29.367089, cost_time=0:00:32.671992 2021-04-15 00:49:26,279 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.2861, top1-acc=89.92%, top5-acc=99.75%, remaining_time=0:00:03.073904, arrival_time=2021-04-15 00:49:29.353478, cost_time=0:00:34.581359 2021-04-15 00:49:28,191 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.23ms, fps=1339 images/s, loss=0.2859, top1-acc=89.91%, top5-acc=99.76%, remaining_time=0:00:01.152414, arrival_time=2021-04-15 00:49:29.343695, cost_time=0:00:36.493083 2021-04-15 00:49:29,215 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.16ms, fps=1329 images/s, loss=0.2870, top1-acc=89.88%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:29.215178, cost_time=0:00:37.516983 2021-04-15 00:49:29,938 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.40ms, fps=3548 images/s, loss=0.4916, top1-acc=84.14%, top5-acc=99.06%, remaining_time=0:00:02.164500, arrival_time=2021-04-15 00:49:32.102929, cost_time=0:00:00.721502 2021-04-15 00:49:30,529 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.68ms, fps=4335 images/s, loss=0.4885, top1-acc=83.89%, top5-acc=99.26%, remaining_time=0:00:01.312400, arrival_time=2021-04-15 00:49:31.841780, cost_time=0:00:01.312408 2021-04-15 00:49:31,119 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.27ms, fps=4344 images/s, loss=0.4834, top1-acc=83.80%, top5-acc=99.27%, remaining_time=0:00:00.634080, arrival_time=2021-04-15 00:49:31.753239, cost_time=0:00:01.902230 2021-04-15 00:49:31,658 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=4306 images/s, loss=0.5002, top1-acc=83.91%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:31.658270, cost_time=0:00:02.441366 2021-04-15 00:49:31,779 INFO : Epoch=0090 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:13:41.591460, arrival_time=2021-04-15 02:03:13.371388, cost_time=1:00:17.665728 2021-04-15 00:49:31,781 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 00:49:33,908 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.50ms, fps=1204 images/s, loss=0.3062, top1-acc=89.53%, top5-acc=99.53%, remaining_time=0:00:39.564060, arrival_time=2021-04-15 00:50:13.472689, cost_time=0:00:02.127100 2021-04-15 00:49:35,817 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.2958, top1-acc=89.94%, top5-acc=99.63%, remaining_time=0:00:35.512400, arrival_time=2021-04-15 00:50:11.329426, cost_time=0:00:04.035508 2021-04-15 00:49:37,731 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.2830, top1-acc=90.49%, top5-acc=99.73%, remaining_time=0:00:32.922946, arrival_time=2021-04-15 00:50:10.654417, cost_time=0:00:05.949944 2021-04-15 00:49:39,649 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.2863, top1-acc=90.31%, top5-acc=99.72%, remaining_time=0:00:30.684108, arrival_time=2021-04-15 00:50:10.333262, cost_time=0:00:07.867709 2021-04-15 00:49:41,567 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.31ms, fps=1334 images/s, loss=0.2895, top1-acc=90.16%, top5-acc=99.72%, remaining_time=0:00:28.576434, arrival_time=2021-04-15 00:50:10.144321, cost_time=0:00:09.786460 2021-04-15 00:49:43,491 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.57ms, fps=1331 images/s, loss=0.2904, top1-acc=90.10%, top5-acc=99.70%, remaining_time=0:00:26.542440, arrival_time=2021-04-15 00:50:10.033991, cost_time=0:00:11.709912 2021-04-15 00:49:45,405 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.2913, top1-acc=89.99%, top5-acc=99.70%, remaining_time=0:00:24.522624, arrival_time=2021-04-15 00:50:09.927761, cost_time=0:00:13.623703 2021-04-15 00:49:47,312 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.50ms, fps=1343 images/s, loss=0.2912, top1-acc=90.05%, top5-acc=99.71%, remaining_time=0:00:22.519776, arrival_time=2021-04-15 00:50:09.832073, cost_time=0:00:15.530877 2021-04-15 00:49:49,225 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.2886, top1-acc=90.09%, top5-acc=99.74%, remaining_time=0:00:20.545556, arrival_time=2021-04-15 00:50:09.771357, cost_time=0:00:17.444375 2021-04-15 00:49:51,138 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.53ms, fps=1339 images/s, loss=0.2866, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:18.582912, arrival_time=2021-04-15 00:50:09.721490, cost_time=0:00:19.357154 2021-04-15 00:49:53,044 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.2888, top1-acc=90.11%, top5-acc=99.74%, remaining_time=0:00:16.623800, arrival_time=2021-04-15 00:50:09.668174, cost_time=0:00:21.262949 2021-04-15 00:49:54,959 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.2890, top1-acc=90.07%, top5-acc=99.75%, remaining_time=0:00:14.679704, arrival_time=2021-04-15 00:50:09.639627, cost_time=0:00:23.178494 2021-04-15 00:49:56,869 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.2871, top1-acc=90.09%, top5-acc=99.75%, remaining_time=0:00:12.737010, arrival_time=2021-04-15 00:50:09.606512, cost_time=0:00:25.087992 2021-04-15 00:49:58,778 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.2887, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:10.798760, arrival_time=2021-04-15 00:50:09.577101, cost_time=0:00:26.996911 2021-04-15 00:50:00,696 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.2893, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:08.867190, arrival_time=2021-04-15 00:50:09.563324, cost_time=0:00:28.914703 2021-04-15 00:50:02,603 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.08ms, fps=1342 images/s, loss=0.2907, top1-acc=89.99%, top5-acc=99.73%, remaining_time=0:00:06.935040, arrival_time=2021-04-15 00:50:09.538831, cost_time=0:00:30.822370 2021-04-15 00:50:04,516 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.2913, top1-acc=89.98%, top5-acc=99.72%, remaining_time=0:00:05.006586, arrival_time=2021-04-15 00:50:09.523485, cost_time=0:00:32.735430 2021-04-15 00:50:06,422 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.2916, top1-acc=89.98%, top5-acc=99.72%, remaining_time=0:00:03.079184, arrival_time=2021-04-15 00:50:09.501430, cost_time=0:00:34.640826 2021-04-15 00:50:08,334 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.21ms, fps=1339 images/s, loss=0.2927, top1-acc=89.95%, top5-acc=99.72%, remaining_time=0:00:01.154316, arrival_time=2021-04-15 00:50:09.489094, cost_time=0:00:36.553363 2021-04-15 00:50:09,364 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.22ms, fps=1321 images/s, loss=0.2926, top1-acc=89.95%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:09.364516, cost_time=0:00:37.583091 2021-04-15 00:50:10,088 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.20ms, fps=3543 images/s, loss=0.3934, top1-acc=86.45%, top5-acc=99.45%, remaining_time=0:00:02.167770, arrival_time=2021-04-15 00:50:12.256657, cost_time=0:00:00.722589 2021-04-15 00:50:10,677 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.42ms, fps=4349 images/s, loss=0.3888, top1-acc=86.35%, top5-acc=99.59%, remaining_time=0:00:01.311560, arrival_time=2021-04-15 00:50:11.989427, cost_time=0:00:01.311566 2021-04-15 00:50:11,274 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.44ms, fps=4295 images/s, loss=0.4006, top1-acc=85.92%, top5-acc=99.60%, remaining_time=0:00:00.635990, arrival_time=2021-04-15 00:50:11.910241, cost_time=0:00:01.907959 2021-04-15 00:50:11,816 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.06ms, fps=4284 images/s, loss=0.4007, top1-acc=85.92%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:11.816050, cost_time=0:00:02.449780 2021-04-15 00:50:11,945 INFO : Epoch=0091 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:13:01.358441, arrival_time=2021-04-15 02:03:13.303970, cost_time=1:00:57.831329 2021-04-15 00:50:11,946 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 00:50:14,029 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.63ms, fps=1229 images/s, loss=0.2647, top1-acc=90.43%, top5-acc=99.88%, remaining_time=0:00:38.734500, arrival_time=2021-04-15 00:50:52.763907, cost_time=0:00:02.082503 2021-04-15 00:50:15,946 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.2576, top1-acc=91.05%, top5-acc=99.86%, remaining_time=0:00:35.196832, arrival_time=2021-04-15 00:50:51.143349, cost_time=0:00:03.999646 2021-04-15 00:50:17,857 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.2616, top1-acc=90.94%, top5-acc=99.84%, remaining_time=0:00:32.705486, arrival_time=2021-04-15 00:50:50.562999, cost_time=0:00:05.910642 2021-04-15 00:50:19,766 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.56ms, fps=1341 images/s, loss=0.2705, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:00:30.498000, arrival_time=2021-04-15 00:50:50.264874, cost_time=0:00:07.820010 2021-04-15 00:50:21,687 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.91ms, fps=1334 images/s, loss=0.2734, top1-acc=90.59%, top5-acc=99.79%, remaining_time=0:00:28.441238, arrival_time=2021-04-15 00:50:50.128253, cost_time=0:00:09.740144 2021-04-15 00:50:23,604 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.2719, top1-acc=90.74%, top5-acc=99.79%, remaining_time=0:00:26.422760, arrival_time=2021-04-15 00:50:50.026721, cost_time=0:00:11.657108 2021-04-15 00:50:25,514 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.2773, top1-acc=90.57%, top5-acc=99.80%, remaining_time=0:00:24.421446, arrival_time=2021-04-15 00:50:49.935874, cost_time=0:00:13.567471 2021-04-15 00:50:27,439 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.55ms, fps=1331 images/s, loss=0.2754, top1-acc=90.62%, top5-acc=99.81%, remaining_time=0:00:22.463400, arrival_time=2021-04-15 00:50:49.902335, cost_time=0:00:15.492039 2021-04-15 00:50:29,353 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.2739, top1-acc=90.67%, top5-acc=99.80%, remaining_time=0:00:20.500930, arrival_time=2021-04-15 00:50:49.854208, cost_time=0:00:17.406419 2021-04-15 00:50:31,268 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.2731, top1-acc=90.67%, top5-acc=99.80%, remaining_time=0:00:18.548928, arrival_time=2021-04-15 00:50:49.817558, cost_time=0:00:19.321768 2021-04-15 00:50:33,174 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.2752, top1-acc=90.62%, top5-acc=99.80%, remaining_time=0:00:16.596194, arrival_time=2021-04-15 00:50:49.770720, cost_time=0:00:21.227667 2021-04-15 00:50:35,079 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.43ms, fps=1344 images/s, loss=0.2779, top1-acc=90.49%, top5-acc=99.79%, remaining_time=0:00:14.650748, arrival_time=2021-04-15 00:50:49.730420, cost_time=0:00:23.132812 2021-04-15 00:50:36,994 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.2784, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:12.716352, arrival_time=2021-04-15 00:50:49.710552, cost_time=0:00:25.047339 2021-04-15 00:50:38,899 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.54ms, fps=1344 images/s, loss=0.2775, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:10.781176, arrival_time=2021-04-15 00:50:49.680974, cost_time=0:00:26.952940 2021-04-15 00:50:40,808 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.2797, top1-acc=90.40%, top5-acc=99.78%, remaining_time=0:00:08.850952, arrival_time=2021-04-15 00:50:49.659568, cost_time=0:00:28.861747 2021-04-15 00:50:42,727 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.51ms, fps=1334 images/s, loss=0.2810, top1-acc=90.35%, top5-acc=99.78%, remaining_time=0:00:06.925716, arrival_time=2021-04-15 00:50:49.653491, cost_time=0:00:30.780923 2021-04-15 00:50:44,632 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.2807, top1-acc=90.35%, top5-acc=99.78%, remaining_time=0:00:04.999020, arrival_time=2021-04-15 00:50:49.631792, cost_time=0:00:32.685914 2021-04-15 00:50:46,546 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.2814, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:03.075536, arrival_time=2021-04-15 00:50:49.622222, cost_time=0:00:34.599825 2021-04-15 00:50:48,455 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.2819, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:01.152912, arrival_time=2021-04-15 00:50:49.608696, cost_time=0:00:36.508913 2021-04-15 00:50:49,486 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.19ms, fps=1321 images/s, loss=0.2826, top1-acc=90.24%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:49.485998, cost_time=0:00:37.539146 2021-04-15 00:50:50,227 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.21ms, fps=3459 images/s, loss=0.4864, top1-acc=84.41%, top5-acc=99.30%, remaining_time=0:00:02.220240, arrival_time=2021-04-15 00:50:52.448173, cost_time=0:00:00.740082 2021-04-15 00:50:50,817 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.29ms, fps=4346 images/s, loss=0.4776, top1-acc=84.47%, top5-acc=99.30%, remaining_time=0:00:01.329480, arrival_time=2021-04-15 00:50:52.146800, cost_time=0:00:01.329480 2021-04-15 00:50:51,406 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.37ms, fps=4348 images/s, loss=0.4716, top1-acc=84.56%, top5-acc=99.31%, remaining_time=0:00:00.639520, arrival_time=2021-04-15 00:50:52.045912, cost_time=0:00:01.918564 2021-04-15 00:50:51,947 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=4289 images/s, loss=0.4756, top1-acc=84.35%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:51.947663, cost_time=0:00:02.459846 2021-04-15 00:50:52,069 INFO : Epoch=0092 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:12:21.078036, arrival_time=2021-04-15 02:03:13.147665, cost_time=1:01:37.955394 2021-04-15 00:50:52,071 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 00:50:54,163 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.40ms, fps=1224 images/s, loss=0.2611, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:38.903760, arrival_time=2021-04-15 00:51:33.067457, cost_time=0:00:02.091601 2021-04-15 00:50:56,069 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.2635, top1-acc=90.84%, top5-acc=99.84%, remaining_time=0:00:35.173952, arrival_time=2021-04-15 00:51:31.243051, cost_time=0:00:03.997033 2021-04-15 00:50:57,979 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.2678, top1-acc=90.77%, top5-acc=99.79%, remaining_time=0:00:32.689882, arrival_time=2021-04-15 00:51:30.669743, cost_time=0:00:05.907805 2021-04-15 00:50:59,895 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.2725, top1-acc=90.50%, top5-acc=99.79%, remaining_time=0:00:30.511728, arrival_time=2021-04-15 00:51:30.407330, cost_time=0:00:07.823533 2021-04-15 00:51:01,816 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.2747, top1-acc=90.34%, top5-acc=99.77%, remaining_time=0:00:28.454670, arrival_time=2021-04-15 00:51:30.271487, cost_time=0:00:09.744765 2021-04-15 00:51:03,735 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.93ms, fps=1334 images/s, loss=0.2729, top1-acc=90.39%, top5-acc=99.77%, remaining_time=0:00:26.437584, arrival_time=2021-04-15 00:51:30.173329, cost_time=0:00:11.663645 2021-04-15 00:51:05,649 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.64ms, fps=1338 images/s, loss=0.2757, top1-acc=90.33%, top5-acc=99.79%, remaining_time=0:00:24.439086, arrival_time=2021-04-15 00:51:30.088499, cost_time=0:00:13.577290 2021-04-15 00:51:07,557 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.62ms, fps=1342 images/s, loss=0.2751, top1-acc=90.42%, top5-acc=99.79%, remaining_time=0:00:22.453772, arrival_time=2021-04-15 00:51:30.011192, cost_time=0:00:15.485366 2021-04-15 00:51:09,469 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.2752, top1-acc=90.40%, top5-acc=99.79%, remaining_time=0:00:20.490330, arrival_time=2021-04-15 00:51:29.959846, cost_time=0:00:17.397460 2021-04-15 00:51:11,381 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.2763, top1-acc=90.29%, top5-acc=99.78%, remaining_time=0:00:18.537120, arrival_time=2021-04-15 00:51:29.918715, cost_time=0:00:19.309528 2021-04-15 00:51:13,288 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.2775, top1-acc=90.27%, top5-acc=99.78%, remaining_time=0:00:16.587078, arrival_time=2021-04-15 00:51:29.875202, cost_time=0:00:21.216070 2021-04-15 00:51:15,199 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.2794, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:14.647404, arrival_time=2021-04-15 00:51:29.846896, cost_time=0:00:23.127430 2021-04-15 00:51:17,113 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.80ms, fps=1338 images/s, loss=0.2798, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:12.713184, arrival_time=2021-04-15 00:51:29.826339, cost_time=0:00:25.041097 2021-04-15 00:51:19,025 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.2798, top1-acc=90.22%, top5-acc=99.77%, remaining_time=0:00:10.781512, arrival_time=2021-04-15 00:51:29.807373, cost_time=0:00:26.953803 2021-04-15 00:51:20,939 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.2794, top1-acc=90.26%, top5-acc=99.77%, remaining_time=0:00:08.852654, arrival_time=2021-04-15 00:51:29.792035, cost_time=0:00:28.867333 2021-04-15 00:51:22,844 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.2789, top1-acc=90.28%, top5-acc=99.78%, remaining_time=0:00:06.923700, arrival_time=2021-04-15 00:51:29.767806, cost_time=0:00:30.772053 2021-04-15 00:51:24,752 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.2787, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:04.998162, arrival_time=2021-04-15 00:51:29.750454, cost_time=0:00:32.680235 2021-04-15 00:51:26,667 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.2793, top1-acc=90.29%, top5-acc=99.77%, remaining_time=0:00:03.075168, arrival_time=2021-04-15 00:51:29.742769, cost_time=0:00:34.595555 2021-04-15 00:51:28,574 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.14ms, fps=1343 images/s, loss=0.2793, top1-acc=90.32%, top5-acc=99.77%, remaining_time=0:00:01.152708, arrival_time=2021-04-15 00:51:29.727255, cost_time=0:00:36.502494 2021-04-15 00:51:29,601 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.42ms, fps=1324 images/s, loss=0.2796, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:29.601891, cost_time=0:00:37.529859 2021-04-15 00:51:30,312 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.21ms, fps=3613 images/s, loss=0.4444, top1-acc=85.00%, top5-acc=99.61%, remaining_time=0:00:02.125380, arrival_time=2021-04-15 00:51:32.437396, cost_time=0:00:00.708455 2021-04-15 00:51:30,905 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.84ms, fps=4320 images/s, loss=0.4422, top1-acc=85.08%, top5-acc=99.36%, remaining_time=0:00:01.301540, arrival_time=2021-04-15 00:51:32.206650, cost_time=0:00:01.301547 2021-04-15 00:51:31,503 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.50ms, fps=4283 images/s, loss=0.4384, top1-acc=85.16%, top5-acc=99.39%, remaining_time=0:00:00.633280, arrival_time=2021-04-15 00:51:32.136630, cost_time=0:00:01.899846 2021-04-15 00:51:32,044 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=4286 images/s, loss=0.4481, top1-acc=85.08%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:32.044918, cost_time=0:00:02.441418 2021-04-15 00:51:32,143 INFO : Epoch=0093 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:11:40.743234, arrival_time=2021-04-15 02:03:12.886587, cost_time=1:02:18.029152 2021-04-15 00:51:32,144 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 00:51:34,294 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.31ms, fps=1191 images/s, loss=0.2910, top1-acc=89.57%, top5-acc=99.77%, remaining_time=0:00:39.991674, arrival_time=2021-04-15 00:52:14.286477, cost_time=0:00:02.150088 2021-04-15 00:51:36,218 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.32ms, fps=1331 images/s, loss=0.2833, top1-acc=89.98%, top5-acc=99.75%, remaining_time=0:00:35.849264, arrival_time=2021-04-15 00:52:12.067772, cost_time=0:00:04.073781 2021-04-15 00:51:38,127 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.2790, top1-acc=90.27%, top5-acc=99.75%, remaining_time=0:00:33.101728, arrival_time=2021-04-15 00:52:11.228692, cost_time=0:00:05.982240 2021-04-15 00:51:40,037 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.2756, top1-acc=90.46%, top5-acc=99.79%, remaining_time=0:00:30.782388, arrival_time=2021-04-15 00:52:10.820035, cost_time=0:00:07.892907 2021-04-15 00:51:41,954 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.2777, top1-acc=90.36%, top5-acc=99.81%, remaining_time=0:00:28.644324, arrival_time=2021-04-15 00:52:10.598743, cost_time=0:00:09.809690 2021-04-15 00:51:43,866 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.2747, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:26.569776, arrival_time=2021-04-15 00:52:10.436446, cost_time=0:00:11.721948 2021-04-15 00:51:45,786 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.2735, top1-acc=90.70%, top5-acc=99.79%, remaining_time=0:00:24.554628, arrival_time=2021-04-15 00:52:10.340890, cost_time=0:00:13.641443 2021-04-15 00:51:47,702 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.2751, top1-acc=90.58%, top5-acc=99.78%, remaining_time=0:00:22.558056, arrival_time=2021-04-15 00:52:10.260024, cost_time=0:00:15.557244 2021-04-15 00:51:49,607 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.2769, top1-acc=90.49%, top5-acc=99.79%, remaining_time=0:00:20.567286, arrival_time=2021-04-15 00:52:10.174762, cost_time=0:00:17.462754 2021-04-15 00:51:51,517 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.2784, top1-acc=90.41%, top5-acc=99.79%, remaining_time=0:00:18.597792, arrival_time=2021-04-15 00:52:10.115208, cost_time=0:00:19.372677 2021-04-15 00:51:53,429 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.2790, top1-acc=90.37%, top5-acc=99.78%, remaining_time=0:00:16.640914, arrival_time=2021-04-15 00:52:10.070572, cost_time=0:00:21.284930 2021-04-15 00:51:55,334 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.45ms, fps=1344 images/s, loss=0.2803, top1-acc=90.35%, top5-acc=99.79%, remaining_time=0:00:14.686848, arrival_time=2021-04-15 00:52:10.021266, cost_time=0:00:23.189704 2021-04-15 00:51:57,245 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.2830, top1-acc=90.30%, top5-acc=99.78%, remaining_time=0:00:12.743478, arrival_time=2021-04-15 00:52:09.989015, cost_time=0:00:25.100818 2021-04-15 00:51:59,154 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.2831, top1-acc=90.30%, top5-acc=99.77%, remaining_time=0:00:10.803856, arrival_time=2021-04-15 00:52:09.958276, cost_time=0:00:27.009698 2021-04-15 00:52:01,070 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.2816, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:08.870410, arrival_time=2021-04-15 00:52:09.940408, cost_time=0:00:28.925275 2021-04-15 00:52:02,989 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.2806, top1-acc=90.39%, top5-acc=99.78%, remaining_time=0:00:06.940008, arrival_time=2021-04-15 00:52:09.929171, cost_time=0:00:30.844442 2021-04-15 00:52:04,894 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.2804, top1-acc=90.38%, top5-acc=99.78%, remaining_time=0:00:05.008770, arrival_time=2021-04-15 00:52:09.903138, cost_time=0:00:32.749647 2021-04-15 00:52:06,805 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.2800, top1-acc=90.39%, top5-acc=99.78%, remaining_time=0:00:03.080960, arrival_time=2021-04-15 00:52:09.886495, cost_time=0:00:34.660784 2021-04-15 00:52:08,721 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.24ms, fps=1337 images/s, loss=0.2800, top1-acc=90.36%, top5-acc=99.78%, remaining_time=0:00:01.155048, arrival_time=2021-04-15 00:52:09.876256, cost_time=0:00:36.576486 2021-04-15 00:52:09,747 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.22ms, fps=1325 images/s, loss=0.2800, top1-acc=90.37%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:09.747906, cost_time=0:00:37.603191 2021-04-15 00:52:10,452 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.21ms, fps=3643 images/s, loss=0.4805, top1-acc=83.83%, top5-acc=99.49%, remaining_time=0:00:02.108130, arrival_time=2021-04-15 00:52:12.560575, cost_time=0:00:00.702706 2021-04-15 00:52:11,044 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.50ms, fps=4328 images/s, loss=0.4800, top1-acc=83.67%, top5-acc=99.47%, remaining_time=0:00:01.294520, arrival_time=2021-04-15 00:52:12.338824, cost_time=0:00:01.294522 2021-04-15 00:52:11,636 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.37ms, fps=4323 images/s, loss=0.4792, top1-acc=84.10%, top5-acc=99.34%, remaining_time=0:00:00.629060, arrival_time=2021-04-15 00:52:12.265978, cost_time=0:00:01.887190 2021-04-15 00:52:12,180 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=4268 images/s, loss=0.4766, top1-acc=84.02%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:12.180863, cost_time=0:00:02.431146 2021-04-15 00:52:12,267 INFO : Epoch=0094 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:11:00.470614, arrival_time=2021-04-15 02:03:12.738044, cost_time=1:02:58.153226 2021-04-15 00:52:12,268 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 00:52:14,350 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.50ms, fps=1230 images/s, loss=0.2641, top1-acc=90.62%, top5-acc=99.88%, remaining_time=0:00:38.717760, arrival_time=2021-04-15 00:52:53.068139, cost_time=0:00:02.081605 2021-04-15 00:52:16,266 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.2788, top1-acc=90.27%, top5-acc=99.88%, remaining_time=0:00:35.178352, arrival_time=2021-04-15 00:52:51.444761, cost_time=0:00:03.997534 2021-04-15 00:52:18,174 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2741, top1-acc=90.53%, top5-acc=99.90%, remaining_time=0:00:32.675108, arrival_time=2021-04-15 00:52:50.849107, cost_time=0:00:05.905137 2021-04-15 00:52:20,092 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.2738, top1-acc=90.55%, top5-acc=99.90%, remaining_time=0:00:30.512508, arrival_time=2021-04-15 00:52:50.605193, cost_time=0:00:07.823727 2021-04-15 00:52:22,016 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.43ms, fps=1331 images/s, loss=0.2729, top1-acc=90.44%, top5-acc=99.91%, remaining_time=0:00:28.462846, arrival_time=2021-04-15 00:52:50.479172, cost_time=0:00:09.747534 2021-04-15 00:52:23,929 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.2733, top1-acc=90.46%, top5-acc=99.88%, remaining_time=0:00:26.431328, arrival_time=2021-04-15 00:52:50.360967, cost_time=0:00:11.660865 2021-04-15 00:52:25,838 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.2695, top1-acc=90.51%, top5-acc=99.90%, remaining_time=0:00:24.425478, arrival_time=2021-04-15 00:52:50.263978, cost_time=0:00:13.569730 2021-04-15 00:52:27,750 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.2725, top1-acc=90.44%, top5-acc=99.88%, remaining_time=0:00:22.448320, arrival_time=2021-04-15 00:52:50.198818, cost_time=0:00:15.481633 2021-04-15 00:52:29,655 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.2699, top1-acc=90.58%, top5-acc=99.87%, remaining_time=0:00:20.478140, arrival_time=2021-04-15 00:52:50.134035, cost_time=0:00:17.387104 2021-04-15 00:52:31,568 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.2729, top1-acc=90.57%, top5-acc=99.85%, remaining_time=0:00:18.528000, arrival_time=2021-04-15 00:52:50.096807, cost_time=0:00:19.300030 2021-04-15 00:52:33,482 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.2715, top1-acc=90.65%, top5-acc=99.84%, remaining_time=0:00:16.584842, arrival_time=2021-04-15 00:52:50.066879, cost_time=0:00:21.213214 2021-04-15 00:52:35,394 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.2727, top1-acc=90.59%, top5-acc=99.83%, remaining_time=0:00:14.646264, arrival_time=2021-04-15 00:52:50.040777, cost_time=0:00:23.125737 2021-04-15 00:52:37,310 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.2724, top1-acc=90.62%, top5-acc=99.83%, remaining_time=0:00:12.713580, arrival_time=2021-04-15 00:52:50.024327, cost_time=0:00:25.041955 2021-04-15 00:52:39,223 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.89ms, fps=1339 images/s, loss=0.2743, top1-acc=90.60%, top5-acc=99.82%, remaining_time=0:00:10.781904, arrival_time=2021-04-15 00:52:50.005560, cost_time=0:00:26.954790 2021-04-15 00:52:41,134 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.2749, top1-acc=90.59%, top5-acc=99.82%, remaining_time=0:00:08.852240, arrival_time=2021-04-15 00:52:49.987099, cost_time=0:00:28.866071 2021-04-15 00:52:43,044 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.2764, top1-acc=90.51%, top5-acc=99.81%, remaining_time=0:00:06.924420, arrival_time=2021-04-15 00:52:49.968443, cost_time=0:00:30.775230 2021-04-15 00:52:44,947 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.28ms, fps=1345 images/s, loss=0.2759, top1-acc=90.54%, top5-acc=99.81%, remaining_time=0:00:04.997928, arrival_time=2021-04-15 00:52:49.945422, cost_time=0:00:32.678719 2021-04-15 00:52:46,868 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.40ms, fps=1333 images/s, loss=0.2774, top1-acc=90.48%, top5-acc=99.81%, remaining_time=0:00:03.075504, arrival_time=2021-04-15 00:52:49.943790, cost_time=0:00:34.599505 2021-04-15 00:52:48,781 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.2764, top1-acc=90.49%, top5-acc=99.81%, remaining_time=0:00:01.153020, arrival_time=2021-04-15 00:52:49.934149, cost_time=0:00:36.512348 2021-04-15 00:52:49,808 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.33ms, fps=1324 images/s, loss=0.2771, top1-acc=90.47%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:49.808638, cost_time=0:00:37.539822 2021-04-15 00:52:50,529 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.21ms, fps=3561 images/s, loss=0.5241, top1-acc=82.62%, top5-acc=98.98%, remaining_time=0:00:02.156580, arrival_time=2021-04-15 00:52:52.686373, cost_time=0:00:00.718859 2021-04-15 00:52:51,122 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.35ms, fps=4326 images/s, loss=0.5149, top1-acc=83.09%, top5-acc=98.98%, remaining_time=0:00:01.311040, arrival_time=2021-04-15 00:52:52.432998, cost_time=0:00:01.311042 2021-04-15 00:52:51,711 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.20ms, fps=4347 images/s, loss=0.5042, top1-acc=83.32%, top5-acc=99.11%, remaining_time=0:00:00.633430, arrival_time=2021-04-15 00:52:52.344642, cost_time=0:00:01.900294 2021-04-15 00:52:52,250 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=4302 images/s, loss=0.5067, top1-acc=83.44%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:52.250841, cost_time=0:00:02.439948 2021-04-15 00:52:52,381 INFO : Epoch=0095 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:10:20.190345, arrival_time=2021-04-15 02:03:12.571965, cost_time=1:03:38.267416 2021-04-15 00:52:52,382 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 00:52:54,458 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.79ms, fps=1233 images/s, loss=0.2722, top1-acc=91.02%, top5-acc=99.73%, remaining_time=0:00:38.604486, arrival_time=2021-04-15 00:53:33.063034, cost_time=0:00:02.075508 2021-04-15 00:52:56,368 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.2479, top1-acc=91.60%, top5-acc=99.77%, remaining_time=0:00:35.067120, arrival_time=2021-04-15 00:53:31.435064, cost_time=0:00:03.984900 2021-04-15 00:52:58,281 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.90ms, fps=1338 images/s, loss=0.2440, top1-acc=91.52%, top5-acc=99.82%, remaining_time=0:00:32.639418, arrival_time=2021-04-15 00:53:30.921162, cost_time=0:00:05.898692 2021-04-15 00:53:00,196 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.75ms, fps=1338 images/s, loss=0.2499, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:30.470700, arrival_time=2021-04-15 00:53:30.666689, cost_time=0:00:07.813015 2021-04-15 00:53:02,114 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.2541, top1-acc=91.23%, top5-acc=99.78%, remaining_time=0:00:28.416710, arrival_time=2021-04-15 00:53:30.531417, cost_time=0:00:09.731749 2021-04-15 00:53:04,028 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.46ms, fps=1338 images/s, loss=0.2548, top1-acc=91.19%, top5-acc=99.80%, remaining_time=0:00:26.396240, arrival_time=2021-04-15 00:53:30.424622, cost_time=0:00:11.645405 2021-04-15 00:53:05,937 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.55ms, fps=1341 images/s, loss=0.2577, top1-acc=91.09%, top5-acc=99.82%, remaining_time=0:00:24.398514, arrival_time=2021-04-15 00:53:30.336306, cost_time=0:00:13.554750 2021-04-15 00:53:07,848 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.2616, top1-acc=90.92%, top5-acc=99.83%, remaining_time=0:00:22.425120, arrival_time=2021-04-15 00:53:30.273777, cost_time=0:00:15.465627 2021-04-15 00:53:09,772 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.34ms, fps=1331 images/s, loss=0.2620, top1-acc=90.90%, top5-acc=99.84%, remaining_time=0:00:20.481426, arrival_time=2021-04-15 00:53:30.254285, cost_time=0:00:17.389899 2021-04-15 00:53:11,681 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=0.2619, top1-acc=90.94%, top5-acc=99.81%, remaining_time=0:00:18.526368, arrival_time=2021-04-15 00:53:30.207853, cost_time=0:00:19.298325 2021-04-15 00:53:13,599 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.2645, top1-acc=90.86%, top5-acc=99.78%, remaining_time=0:00:16.587594, arrival_time=2021-04-15 00:53:30.187260, cost_time=0:00:21.216697 2021-04-15 00:53:15,506 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.2666, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:14.644896, arrival_time=2021-04-15 00:53:30.151422, cost_time=0:00:23.123483 2021-04-15 00:53:17,418 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.2689, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:12.710280, arrival_time=2021-04-15 00:53:30.128608, cost_time=0:00:25.035354 2021-04-15 00:53:19,335 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.32ms, fps=1336 images/s, loss=0.2698, top1-acc=90.71%, top5-acc=99.78%, remaining_time=0:00:10.780896, arrival_time=2021-04-15 00:53:30.116130, cost_time=0:00:26.952280 2021-04-15 00:53:21,241 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.54ms, fps=1343 images/s, loss=0.2699, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:08.849940, arrival_time=2021-04-15 00:53:30.091663, cost_time=0:00:28.858486 2021-04-15 00:53:23,161 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.50ms, fps=1334 images/s, loss=0.2698, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:06.925212, arrival_time=2021-04-15 00:53:30.086959, cost_time=0:00:30.778783 2021-04-15 00:53:25,067 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.2703, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:04.998760, arrival_time=2021-04-15 00:53:30.065872, cost_time=0:00:32.684159 2021-04-15 00:53:26,976 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.2724, top1-acc=90.64%, top5-acc=99.78%, remaining_time=0:00:03.074992, arrival_time=2021-04-15 00:53:30.051661, cost_time=0:00:34.593714 2021-04-15 00:53:28,893 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.2728, top1-acc=90.66%, top5-acc=99.78%, remaining_time=0:00:01.152954, arrival_time=2021-04-15 00:53:30.046045, cost_time=0:00:36.510136 2021-04-15 00:53:29,918 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.37ms, fps=1327 images/s, loss=0.2728, top1-acc=90.67%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:29.918269, cost_time=0:00:37.535314 2021-04-15 00:53:30,625 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.49ms, fps=3631 images/s, loss=0.4816, top1-acc=84.26%, top5-acc=99.41%, remaining_time=0:00:02.114940, arrival_time=2021-04-15 00:53:32.739973, cost_time=0:00:00.704981 2021-04-15 00:53:31,216 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.55ms, fps=4330 images/s, loss=0.4550, top1-acc=85.00%, top5-acc=99.45%, remaining_time=0:00:01.296480, arrival_time=2021-04-15 00:53:32.513046, cost_time=0:00:01.296488 2021-04-15 00:53:31,810 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.39ms, fps=4313 images/s, loss=0.4593, top1-acc=84.92%, top5-acc=99.39%, remaining_time=0:00:00.630120, arrival_time=2021-04-15 00:53:32.440600, cost_time=0:00:01.890359 2021-04-15 00:53:32,355 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.07ms, fps=4267 images/s, loss=0.4481, top1-acc=84.91%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:32.355059, cost_time=0:00:02.434988 2021-04-15 00:53:32,505 INFO : Epoch=0096 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:09:39.923592, arrival_time=2021-04-15 02:03:12.428752, cost_time=1:04:18.390961 2021-04-15 00:53:32,506 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 00:53:34,604 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.32ms, fps=1220 images/s, loss=0.2462, top1-acc=91.52%, top5-acc=99.73%, remaining_time=0:00:39.025962, arrival_time=2021-04-15 00:54:13.630701, cost_time=0:00:02.098168 2021-04-15 00:53:36,519 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.2375, top1-acc=91.84%, top5-acc=99.82%, remaining_time=0:00:35.312112, arrival_time=2021-04-15 00:54:11.831441, cost_time=0:00:04.012736 2021-04-15 00:53:38,442 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=2.41ms, fps=1331 images/s, loss=0.2493, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:32.847250, arrival_time=2021-04-15 00:54:11.290085, cost_time=0:00:05.936255 2021-04-15 00:53:40,356 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.65ms, fps=1338 images/s, loss=0.2527, top1-acc=91.46%, top5-acc=99.81%, remaining_time=0:00:30.614844, arrival_time=2021-04-15 00:54:10.971325, cost_time=0:00:07.849967 2021-04-15 00:53:42,278 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.32ms, fps=1332 images/s, loss=0.2520, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:28.534824, arrival_time=2021-04-15 00:54:10.813544, cost_time=0:00:09.772224 2021-04-15 00:53:44,195 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.2579, top1-acc=91.14%, top5-acc=99.80%, remaining_time=0:00:26.495656, arrival_time=2021-04-15 00:54:10.691434, cost_time=0:00:11.689277 2021-04-15 00:53:46,107 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.2588, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:24.480666, arrival_time=2021-04-15 00:54:10.587635, cost_time=0:00:13.600360 2021-04-15 00:53:48,021 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.2583, top1-acc=91.15%, top5-acc=99.81%, remaining_time=0:00:22.496924, arrival_time=2021-04-15 00:54:10.518555, cost_time=0:00:15.515139 2021-04-15 00:53:49,927 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.45ms, fps=1343 images/s, loss=0.2598, top1-acc=91.09%, top5-acc=99.81%, remaining_time=0:00:20.518102, arrival_time=2021-04-15 00:54:10.445581, cost_time=0:00:17.421004 2021-04-15 00:53:51,833 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.2627, top1-acc=90.95%, top5-acc=99.80%, remaining_time=0:00:18.553632, arrival_time=2021-04-15 00:54:10.386832, cost_time=0:00:19.326717 2021-04-15 00:53:53,748 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.2612, top1-acc=90.99%, top5-acc=99.81%, remaining_time=0:00:16.607288, arrival_time=2021-04-15 00:54:10.355683, cost_time=0:00:21.241897 2021-04-15 00:53:55,658 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.2629, top1-acc=90.92%, top5-acc=99.81%, remaining_time=0:00:14.662984, arrival_time=2021-04-15 00:54:10.321606, cost_time=0:00:23.152117 2021-04-15 00:53:57,573 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.2638, top1-acc=90.88%, top5-acc=99.81%, remaining_time=0:00:12.726450, arrival_time=2021-04-15 00:54:10.300236, cost_time=0:00:25.067196 2021-04-15 00:53:59,480 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.2666, top1-acc=90.77%, top5-acc=99.81%, remaining_time=0:00:10.789632, arrival_time=2021-04-15 00:54:10.270160, cost_time=0:00:26.974016 2021-04-15 00:54:01,389 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.2668, top1-acc=90.73%, top5-acc=99.80%, remaining_time=0:00:08.857438, arrival_time=2021-04-15 00:54:10.246804, cost_time=0:00:28.882876 2021-04-15 00:54:03,301 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.2675, top1-acc=90.67%, top5-acc=99.81%, remaining_time=0:00:06.928884, arrival_time=2021-04-15 00:54:10.230368, cost_time=0:00:30.794987 2021-04-15 00:54:05,212 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.2688, top1-acc=90.63%, top5-acc=99.81%, remaining_time=0:00:05.002140, arrival_time=2021-04-15 00:54:10.214971, cost_time=0:00:32.706296 2021-04-15 00:54:07,131 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.2709, top1-acc=90.58%, top5-acc=99.80%, remaining_time=0:00:03.077744, arrival_time=2021-04-15 00:54:10.208862, cost_time=0:00:34.624619 2021-04-15 00:54:09,041 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.21ms, fps=1340 images/s, loss=0.2702, top1-acc=90.61%, top5-acc=99.80%, remaining_time=0:00:01.153734, arrival_time=2021-04-15 00:54:10.195104, cost_time=0:00:36.534880 2021-04-15 00:54:10,067 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.21ms, fps=1326 images/s, loss=0.2710, top1-acc=90.59%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:10.067420, cost_time=0:00:37.560928 2021-04-15 00:54:10,838 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.41ms, fps=3327 images/s, loss=0.4968, top1-acc=83.63%, top5-acc=98.91%, remaining_time=0:00:02.308110, arrival_time=2021-04-15 00:54:13.146772, cost_time=0:00:00.769370 2021-04-15 00:54:11,428 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.38ms, fps=4346 images/s, loss=0.4852, top1-acc=84.00%, top5-acc=99.00%, remaining_time=0:00:01.358760, arrival_time=2021-04-15 00:54:12.786806, cost_time=0:00:01.358764 2021-04-15 00:54:12,018 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.43ms, fps=4338 images/s, loss=0.4837, top1-acc=83.98%, top5-acc=99.06%, remaining_time=0:00:00.649770, arrival_time=2021-04-15 00:54:12.668350, cost_time=0:00:01.949299 2021-04-15 00:54:12,559 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=0.4842, top1-acc=84.18%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:12.559439, cost_time=0:00:02.490188 2021-04-15 00:54:12,700 INFO : Epoch=0097 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:08:59.736345, arrival_time=2021-04-15 02:03:12.437197, cost_time=1:04:58.586646 2021-04-15 00:54:12,702 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 00:54:14,818 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.93ms, fps=1210 images/s, loss=0.2802, top1-acc=89.34%, top5-acc=99.92%, remaining_time=0:00:39.362064, arrival_time=2021-04-15 00:54:54.180785, cost_time=0:00:02.116242 2021-04-15 00:54:16,733 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.2729, top1-acc=89.88%, top5-acc=99.90%, remaining_time=0:00:35.469808, arrival_time=2021-04-15 00:54:52.202933, cost_time=0:00:04.030664 2021-04-15 00:54:18,637 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.2640, top1-acc=90.46%, top5-acc=99.88%, remaining_time=0:00:32.841772, arrival_time=2021-04-15 00:54:51.479395, cost_time=0:00:05.935249 2021-04-15 00:54:20,557 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.52ms, fps=1334 images/s, loss=0.2643, top1-acc=90.66%, top5-acc=99.84%, remaining_time=0:00:30.634500, arrival_time=2021-04-15 00:54:51.191973, cost_time=0:00:07.855000 2021-04-15 00:54:22,477 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.2609, top1-acc=90.90%, top5-acc=99.85%, remaining_time=0:00:28.542124, arrival_time=2021-04-15 00:54:51.019192, cost_time=0:00:09.774692 2021-04-15 00:54:24,385 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.2594, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:26.481512, arrival_time=2021-04-15 00:54:50.866890, cost_time=0:00:11.683022 2021-04-15 00:54:26,298 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.2600, top1-acc=91.00%, top5-acc=99.83%, remaining_time=0:00:24.472476, arrival_time=2021-04-15 00:54:50.770779, cost_time=0:00:13.595842 2021-04-15 00:54:28,206 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.2598, top1-acc=91.02%, top5-acc=99.82%, remaining_time=0:00:22.481380, arrival_time=2021-04-15 00:54:50.688204, cost_time=0:00:15.504434 2021-04-15 00:54:30,118 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.2586, top1-acc=91.11%, top5-acc=99.83%, remaining_time=0:00:20.512272, arrival_time=2021-04-15 00:54:50.630735, cost_time=0:00:17.416087 2021-04-15 00:54:32,031 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.2588, top1-acc=91.11%, top5-acc=99.84%, remaining_time=0:00:18.555744, arrival_time=2021-04-15 00:54:50.587050, cost_time=0:00:19.328889 2021-04-15 00:54:33,942 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.2600, top1-acc=91.09%, top5-acc=99.83%, remaining_time=0:00:16.605826, arrival_time=2021-04-15 00:54:50.548192, cost_time=0:00:21.239991 2021-04-15 00:54:35,846 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.2611, top1-acc=91.08%, top5-acc=99.82%, remaining_time=0:00:14.658120, arrival_time=2021-04-15 00:54:50.504903, cost_time=0:00:23.144413 2021-04-15 00:54:37,758 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.07ms, fps=1339 images/s, loss=0.2634, top1-acc=90.96%, top5-acc=99.81%, remaining_time=0:00:12.720708, arrival_time=2021-04-15 00:54:50.479130, cost_time=0:00:25.055963 2021-04-15 00:54:39,666 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.2637, top1-acc=90.93%, top5-acc=99.80%, remaining_time=0:00:10.785544, arrival_time=2021-04-15 00:54:50.451799, cost_time=0:00:26.963876 2021-04-15 00:54:41,577 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.2636, top1-acc=90.95%, top5-acc=99.81%, remaining_time=0:00:08.855138, arrival_time=2021-04-15 00:54:50.432953, cost_time=0:00:28.875429 2021-04-15 00:54:43,492 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.2643, top1-acc=90.92%, top5-acc=99.81%, remaining_time=0:00:06.927840, arrival_time=2021-04-15 00:54:50.420635, cost_time=0:00:30.790415 2021-04-15 00:54:45,399 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.2643, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:05.000736, arrival_time=2021-04-15 00:54:50.400194, cost_time=0:00:32.697081 2021-04-15 00:54:47,323 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.59ms, fps=1331 images/s, loss=0.2644, top1-acc=90.89%, top5-acc=99.81%, remaining_time=0:00:03.077408, arrival_time=2021-04-15 00:54:50.400724, cost_time=0:00:34.620901 2021-04-15 00:54:49,246 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.26ms, fps=1332 images/s, loss=0.2644, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:01.154016, arrival_time=2021-04-15 00:54:50.400170, cost_time=0:00:36.543782 2021-04-15 00:54:50,271 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.28ms, fps=1327 images/s, loss=0.2664, top1-acc=90.86%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:50.271538, cost_time=0:00:37.569135 2021-04-15 00:54:51,004 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.21ms, fps=3503 images/s, loss=0.4922, top1-acc=83.36%, top5-acc=99.41%, remaining_time=0:00:02.192460, arrival_time=2021-04-15 00:54:53.196770, cost_time=0:00:00.730821 2021-04-15 00:54:51,592 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.28ms, fps=4353 images/s, loss=0.4913, top1-acc=83.73%, top5-acc=99.22%, remaining_time=0:00:01.319280, arrival_time=2021-04-15 00:54:52.912128, cost_time=0:00:01.319271 2021-04-15 00:54:52,205 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.28ms, fps=4178 images/s, loss=0.4785, top1-acc=83.97%, top5-acc=99.31%, remaining_time=0:00:00.644150, arrival_time=2021-04-15 00:54:52.850093, cost_time=0:00:01.932456 2021-04-15 00:54:52,748 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=4275 images/s, loss=0.4874, top1-acc=83.85%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:52.748925, cost_time=0:00:02.475481 2021-04-15 00:54:52,862 INFO : Epoch=0098 complete, best val top1-acc=86.04%, top5-acc=99.47% (epoch=86), remaining_time=1:08:19.513212, arrival_time=2021-04-15 02:03:12.375403, cost_time=1:05:38.747992 2021-04-15 00:54:52,863 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 00:54:54,942 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.40ms, fps=1231 images/s, loss=0.2964, top1-acc=89.53%, top5-acc=99.69%, remaining_time=0:00:38.673306, arrival_time=2021-04-15 00:55:33.616031, cost_time=0:00:02.079214 2021-04-15 00:54:56,854 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.2810, top1-acc=90.08%, top5-acc=99.79%, remaining_time=0:00:35.119392, arrival_time=2021-04-15 00:55:31.973915, cost_time=0:00:03.990841 2021-04-15 00:54:58,770 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.2817, top1-acc=89.97%, top5-acc=99.79%, remaining_time=0:00:32.683906, arrival_time=2021-04-15 00:55:31.454251, cost_time=0:00:05.906741 2021-04-15 00:55:00,694 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.35ms, fps=1331 images/s, loss=0.2820, top1-acc=89.90%, top5-acc=99.81%, remaining_time=0:00:30.541524, arrival_time=2021-04-15 00:55:31.236273, cost_time=0:00:07.831142 2021-04-15 00:55:02,616 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.49ms, fps=1332 images/s, loss=0.2750, top1-acc=90.17%, top5-acc=99.80%, remaining_time=0:00:28.479782, arrival_time=2021-04-15 00:55:31.096679, cost_time=0:00:09.753331 2021-04-15 00:55:04,533 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.2714, top1-acc=90.35%, top5-acc=99.82%, remaining_time=0:00:26.452272, arrival_time=2021-04-15 00:55:30.985898, cost_time=0:00:11.670112 2021-04-15 00:55:06,449 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.2662, top1-acc=90.62%, top5-acc=99.82%, remaining_time=0:00:24.454962, arrival_time=2021-04-15 00:55:30.904655, cost_time=0:00:13.586079 2021-04-15 00:55:08,355 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.2659, top1-acc=90.69%, top5-acc=99.83%, remaining_time=0:00:22.463748, arrival_time=2021-04-15 00:55:30.819538, cost_time=0:00:15.492263 2021-04-15 00:55:10,270 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.69ms, fps=1337 images/s, loss=0.2628, top1-acc=90.81%, top5-acc=99.84%, remaining_time=0:00:20.501672, arrival_time=2021-04-15 00:55:30.772267, cost_time=0:00:17.407071 2021-04-15 00:55:12,175 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.2618, top1-acc=90.87%, top5-acc=99.84%, remaining_time=0:00:18.539136, arrival_time=2021-04-15 00:55:30.714238, cost_time=0:00:19.311594 2021-04-15 00:55:14,084 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.2624, top1-acc=90.84%, top5-acc=99.84%, remaining_time=0:00:16.590604, arrival_time=2021-04-15 00:55:30.674679, cost_time=0:00:21.220567 2021-04-15 00:55:16,002 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.2640, top1-acc=90.75%, top5-acc=99.83%, remaining_time=0:00:14.654928, arrival_time=2021-04-15 00:55:30.657847, cost_time=0:00:23.139363 2021-04-15 00:55:17,914 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.2645, top1-acc=90.72%, top5-acc=99.83%, remaining_time=0:00:12.718068, arrival_time=2021-04-15 00:55:30.632381, cost_time=0:00:25.050778 2021-04-15 00:55:19,826 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.2650, top1-acc=90.69%, top5-acc=99.84%, remaining_time=0:00:10.785040, arrival_time=2021-04-15 00:55:30.611259, cost_time=0:00:26.962608 2021-04-15 00:55:21,734 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.2658, top1-acc=90.66%, top5-acc=99.83%, remaining_time=0:00:08.853896, arrival_time=2021-04-15 00:55:30.588820, cost_time=0:00:28.871407 2021-04-15 00:55:23,638 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.2670, top1-acc=90.63%, top5-acc=99.83%, remaining_time=0:00:06.924420, arrival_time=2021-04-15 00:55:30.563142, cost_time=0:00:30.775195 2021-04-15 00:55:25,560 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.48ms, fps=1333 images/s, loss=0.2676, top1-acc=90.59%, top5-acc=99.83%, remaining_time=0:00:05.000632, arrival_time=2021-04-15 00:55:30.560598, cost_time=0:00:32.696453 2021-04-15 00:55:27,477 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.2684, top1-acc=90.58%, top5-acc=99.82%, remaining_time=0:00:03.076752, arrival_time=2021-04-15 00:55:30.553711, cost_time=0:00:34.613438 2021-04-15 00:55:29,383 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.2682, top1-acc=90.60%, top5-acc=99.82%, remaining_time=0:00:01.153266, arrival_time=2021-04-15 00:55:30.536776, cost_time=0:00:36.519999 2021-04-15 00:55:30,412 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.25ms, fps=1322 images/s, loss=0.2698, top1-acc=90.55%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:30.412277, cost_time=0:00:37.548766 2021-04-15 00:55:31,123 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=2.12ms, fps=3610 images/s, loss=0.3851, top1-acc=86.56%, top5-acc=99.57%, remaining_time=0:00:02.127450, arrival_time=2021-04-15 00:55:33.250743, cost_time=0:00:00.709152 2021-04-15 00:55:31,713 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.29ms, fps=4339 images/s, loss=0.3914, top1-acc=86.45%, top5-acc=99.57%, remaining_time=0:00:01.299500, arrival_time=2021-04-15 00:55:33.013131, cost_time=0:00:01.299503 2021-04-15 00:55:32,302 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.50ms, fps=4347 images/s, loss=0.3825, top1-acc=87.10%, top5-acc=99.64%, remaining_time=0:00:00.629590, arrival_time=2021-04-15 00:55:32.932490, cost_time=0:00:01.888782 2021-04-15 00:55:32,842 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=4300 images/s, loss=0.3805, top1-acc=87.28%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:32.842737, cost_time=0:00:02.428640 2021-04-15 00:55:33,092 INFO : Epoch=0099 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:07:39.361195, arrival_time=2021-04-15 02:03:12.453248, cost_time=1:06:18.977840 2021-04-15 00:55:33,093 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 00:55:35,212 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.49ms, fps=1208 images/s, loss=0.2638, top1-acc=90.78%, top5-acc=99.84%, remaining_time=0:00:39.418980, arrival_time=2021-04-15 00:56:14.631831, cost_time=0:00:02.119298 2021-04-15 00:55:37,121 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.2578, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:35.441824, arrival_time=2021-04-15 00:56:12.562851, cost_time=0:00:04.027475 2021-04-15 00:55:39,043 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.43ms, fps=1332 images/s, loss=0.2530, top1-acc=91.50%, top5-acc=99.82%, remaining_time=0:00:32.920622, arrival_time=2021-04-15 00:56:11.963706, cost_time=0:00:05.949519 2021-04-15 00:55:40,958 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.2550, top1-acc=91.21%, top5-acc=99.81%, remaining_time=0:00:30.675216, arrival_time=2021-04-15 00:56:11.634113, cost_time=0:00:07.865424 2021-04-15 00:55:42,878 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.2545, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:28.572200, arrival_time=2021-04-15 00:56:11.450668, cost_time=0:00:09.785007 2021-04-15 00:55:44,786 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2542, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:26.504088, arrival_time=2021-04-15 00:56:11.290817, cost_time=0:00:11.692997 2021-04-15 00:55:46,705 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.64ms, fps=1335 images/s, loss=0.2562, top1-acc=91.17%, top5-acc=99.79%, remaining_time=0:00:24.500700, arrival_time=2021-04-15 00:56:11.205657, cost_time=0:00:13.611488 2021-04-15 00:55:48,613 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.2596, top1-acc=91.02%, top5-acc=99.78%, remaining_time=0:00:22.504696, arrival_time=2021-04-15 00:56:11.118631, cost_time=0:00:15.520477 2021-04-15 00:55:50,527 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.2639, top1-acc=90.92%, top5-acc=99.78%, remaining_time=0:00:20.532942, arrival_time=2021-04-15 00:56:11.060067, cost_time=0:00:17.433658 2021-04-15 00:55:52,437 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.47ms, fps=1340 images/s, loss=0.2653, top1-acc=90.94%, top5-acc=99.76%, remaining_time=0:00:18.570336, arrival_time=2021-04-15 00:56:11.007945, cost_time=0:00:19.344084 2021-04-15 00:55:54,347 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.2669, top1-acc=90.85%, top5-acc=99.76%, remaining_time=0:00:16.616834, arrival_time=2021-04-15 00:56:10.964417, cost_time=0:00:21.254119 2021-04-15 00:55:56,266 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.68ms, fps=1334 images/s, loss=0.2647, top1-acc=90.94%, top5-acc=99.76%, remaining_time=0:00:14.676284, arrival_time=2021-04-15 00:56:10.942876, cost_time=0:00:23.173120 2021-04-15 00:55:58,174 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.2657, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:12.733248, arrival_time=2021-04-15 00:56:10.907492, cost_time=0:00:25.080692 2021-04-15 00:56:00,086 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.2646, top1-acc=90.95%, top5-acc=99.77%, remaining_time=0:00:10.797136, arrival_time=2021-04-15 00:56:10.883418, cost_time=0:00:26.992826 2021-04-15 00:56:01,999 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.2659, top1-acc=90.91%, top5-acc=99.76%, remaining_time=0:00:08.864568, arrival_time=2021-04-15 00:56:10.864296, cost_time=0:00:28.906263 2021-04-15 00:56:03,910 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.90ms, fps=1340 images/s, loss=0.2658, top1-acc=90.89%, top5-acc=99.76%, remaining_time=0:00:06.933888, arrival_time=2021-04-15 00:56:10.844687, cost_time=0:00:30.817336 2021-04-15 00:56:05,826 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.2651, top1-acc=90.91%, top5-acc=99.77%, remaining_time=0:00:05.006248, arrival_time=2021-04-15 00:56:10.832837, cost_time=0:00:32.733123 2021-04-15 00:56:07,731 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.32ms, fps=1344 images/s, loss=0.2657, top1-acc=90.89%, top5-acc=99.77%, remaining_time=0:00:03.078960, arrival_time=2021-04-15 00:56:10.810718, cost_time=0:00:34.638318 2021-04-15 00:56:09,645 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.2664, top1-acc=90.87%, top5-acc=99.78%, remaining_time=0:00:01.154274, arrival_time=2021-04-15 00:56:10.799694, cost_time=0:00:36.551961 2021-04-15 00:56:10,676 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.39ms, fps=1319 images/s, loss=0.2664, top1-acc=90.88%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:10.676649, cost_time=0:00:37.583128 2021-04-15 00:56:11,449 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.21ms, fps=3328 images/s, loss=0.4733, top1-acc=83.63%, top5-acc=99.30%, remaining_time=0:00:02.307900, arrival_time=2021-04-15 00:56:13.756925, cost_time=0:00:00.769305 2021-04-15 00:56:12,040 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.57ms, fps=4335 images/s, loss=0.4788, top1-acc=83.65%, top5-acc=99.22%, remaining_time=0:00:01.360260, arrival_time=2021-04-15 00:56:13.400242, cost_time=0:00:01.360267 2021-04-15 00:56:12,630 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.28ms, fps=4339 images/s, loss=0.4813, top1-acc=83.76%, top5-acc=99.21%, remaining_time=0:00:00.650220, arrival_time=2021-04-15 00:56:13.280586, cost_time=0:00:01.950649 2021-04-15 00:56:13,178 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.10ms, fps=4234 images/s, loss=0.4860, top1-acc=83.39%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:13.178677, cost_time=0:00:02.498927 2021-04-15 00:56:13,278 INFO : Epoch=0100 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:06:59.164000, arrival_time=2021-04-15 02:03:12.442160, cost_time=1:06:59.163962 2021-04-15 00:56:13,279 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 00:56:15,358 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.40ms, fps=1231 images/s, loss=0.2900, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:38.669958, arrival_time=2021-04-15 00:56:54.028708, cost_time=0:00:02.079034 2021-04-15 00:56:17,282 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.38ms, fps=1331 images/s, loss=0.2798, top1-acc=90.18%, top5-acc=99.77%, remaining_time=0:00:35.225520, arrival_time=2021-04-15 00:56:52.508078, cost_time=0:00:04.002893 2021-04-15 00:56:19,191 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.2702, top1-acc=90.60%, top5-acc=99.80%, remaining_time=0:00:32.713288, arrival_time=2021-04-15 00:56:51.904888, cost_time=0:00:05.912027 2021-04-15 00:56:21,112 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.41ms, fps=1333 images/s, loss=0.2659, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:30.546204, arrival_time=2021-04-15 00:56:51.658228, cost_time=0:00:07.832351 2021-04-15 00:56:23,030 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.2609, top1-acc=90.95%, top5-acc=99.80%, remaining_time=0:00:28.471606, arrival_time=2021-04-15 00:56:51.501758, cost_time=0:00:09.750573 2021-04-15 00:56:24,936 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.2605, top1-acc=90.98%, top5-acc=99.80%, remaining_time=0:00:26.423032, arrival_time=2021-04-15 00:56:51.359848, cost_time=0:00:11.657234 2021-04-15 00:56:26,849 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.2608, top1-acc=91.04%, top5-acc=99.80%, remaining_time=0:00:24.425856, arrival_time=2021-04-15 00:56:51.275470, cost_time=0:00:13.569948 2021-04-15 00:56:28,762 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.2617, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:22.449712, arrival_time=2021-04-15 00:56:51.211845, cost_time=0:00:15.482550 2021-04-15 00:56:30,671 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.76ms, fps=1341 images/s, loss=0.2594, top1-acc=91.09%, top5-acc=99.79%, remaining_time=0:00:20.483228, arrival_time=2021-04-15 00:56:51.154285, cost_time=0:00:17.391437 2021-04-15 00:56:32,589 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.43ms, fps=1335 images/s, loss=0.2594, top1-acc=91.04%, top5-acc=99.78%, remaining_time=0:00:18.537216, arrival_time=2021-04-15 00:56:51.126363, cost_time=0:00:19.309589 2021-04-15 00:56:34,500 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.2577, top1-acc=91.11%, top5-acc=99.79%, remaining_time=0:00:16.590776, arrival_time=2021-04-15 00:56:51.091130, cost_time=0:00:21.220785 2021-04-15 00:56:36,406 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.2604, top1-acc=90.98%, top5-acc=99.79%, remaining_time=0:00:14.647100, arrival_time=2021-04-15 00:56:51.053700, cost_time=0:00:23.127019 2021-04-15 00:56:38,320 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.72ms, fps=1338 images/s, loss=0.2615, top1-acc=90.91%, top5-acc=99.78%, remaining_time=0:00:12.712986, arrival_time=2021-04-15 00:56:51.033470, cost_time=0:00:25.040756 2021-04-15 00:56:40,235 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.2603, top1-acc=90.97%, top5-acc=99.79%, remaining_time=0:00:10.782296, arrival_time=2021-04-15 00:56:51.017644, cost_time=0:00:26.955773 2021-04-15 00:56:42,144 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.2592, top1-acc=91.05%, top5-acc=99.80%, remaining_time=0:00:08.851872, arrival_time=2021-04-15 00:56:50.996208, cost_time=0:00:28.864748 2021-04-15 00:56:44,052 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2583, top1-acc=91.10%, top5-acc=99.80%, remaining_time=0:00:06.923808, arrival_time=2021-04-15 00:56:50.975828, cost_time=0:00:30.772447 2021-04-15 00:56:45,958 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.2598, top1-acc=91.05%, top5-acc=99.80%, remaining_time=0:00:04.997876, arrival_time=2021-04-15 00:56:50.955859, cost_time=0:00:32.678399 2021-04-15 00:56:47,873 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.2597, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:03.074976, arrival_time=2021-04-15 00:56:50.947944, cost_time=0:00:34.593391 2021-04-15 00:56:49,779 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.2604, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:01.152636, arrival_time=2021-04-15 00:56:50.932371, cost_time=0:00:36.500167 2021-04-15 00:56:50,805 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.20ms, fps=1326 images/s, loss=0.2598, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:50.805770, cost_time=0:00:37.526220 2021-04-15 00:56:51,536 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.37ms, fps=3512 images/s, loss=0.3948, top1-acc=86.99%, top5-acc=99.49%, remaining_time=0:00:02.187000, arrival_time=2021-04-15 00:56:53.723392, cost_time=0:00:00.729005 2021-04-15 00:56:52,127 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.37ms, fps=4336 images/s, loss=0.3898, top1-acc=86.80%, top5-acc=99.43%, remaining_time=0:00:01.319800, arrival_time=2021-04-15 00:56:53.446980, cost_time=0:00:01.319805 2021-04-15 00:56:52,717 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.34ms, fps=4340 images/s, loss=0.3818, top1-acc=87.06%, top5-acc=99.45%, remaining_time=0:00:00.636660, arrival_time=2021-04-15 00:56:53.354002, cost_time=0:00:01.909983 2021-04-15 00:56:53,256 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=0.3730, top1-acc=87.23%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:53.256636, cost_time=0:00:02.449285 2021-04-15 00:56:53,350 INFO : Epoch=0101 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:06:18.855441, arrival_time=2021-04-15 02:03:12.205975, cost_time=1:07:39.236329 2021-04-15 00:56:53,351 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 00:56:55,434 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.51ms, fps=1230 images/s, loss=0.2453, top1-acc=91.91%, top5-acc=99.80%, remaining_time=0:00:38.726502, arrival_time=2021-04-15 00:57:34.160539, cost_time=0:00:02.082070 2021-04-15 00:56:57,341 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.2453, top1-acc=91.62%, top5-acc=99.80%, remaining_time=0:00:35.106368, arrival_time=2021-04-15 00:57:32.447682, cost_time=0:00:03.989354 2021-04-15 00:56:59,253 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.88ms, fps=1339 images/s, loss=0.2423, top1-acc=91.71%, top5-acc=99.79%, remaining_time=0:00:32.653694, arrival_time=2021-04-15 00:57:31.907000, cost_time=0:00:05.901275 2021-04-15 00:57:01,183 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=4.76ms, fps=1327 images/s, loss=0.2419, top1-acc=91.76%, top5-acc=99.82%, remaining_time=0:00:30.541992, arrival_time=2021-04-15 00:57:31.725147, cost_time=0:00:07.831271 2021-04-15 00:57:03,100 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.2445, top1-acc=91.54%, top5-acc=99.84%, remaining_time=0:00:28.466350, arrival_time=2021-04-15 00:57:31.566976, cost_time=0:00:09.748758 2021-04-15 00:57:05,016 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.2430, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:26.440712, arrival_time=2021-04-15 00:57:31.457623, cost_time=0:00:11.665047 2021-04-15 00:57:06,937 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.45ms, fps=1333 images/s, loss=0.2419, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:24.453576, arrival_time=2021-04-15 00:57:31.390858, cost_time=0:00:13.585328 2021-04-15 00:57:08,847 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.2455, top1-acc=91.55%, top5-acc=99.84%, remaining_time=0:00:22.469084, arrival_time=2021-04-15 00:57:31.316866, cost_time=0:00:15.495896 2021-04-15 00:57:10,760 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.2472, top1-acc=91.53%, top5-acc=99.83%, remaining_time=0:00:20.503368, arrival_time=2021-04-15 00:57:31.263775, cost_time=0:00:17.408543 2021-04-15 00:57:12,669 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.2472, top1-acc=91.50%, top5-acc=99.83%, remaining_time=0:00:18.544800, arrival_time=2021-04-15 00:57:31.214160, cost_time=0:00:19.317494 2021-04-15 00:57:14,589 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.2507, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:16.603848, arrival_time=2021-04-15 00:57:31.193227, cost_time=0:00:21.237503 2021-04-15 00:57:16,502 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.2527, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:14.662072, arrival_time=2021-04-15 00:57:31.164533, cost_time=0:00:23.150600 2021-04-15 00:57:18,408 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.2537, top1-acc=91.22%, top5-acc=99.79%, remaining_time=0:00:12.720906, arrival_time=2021-04-15 00:57:31.129343, cost_time=0:00:25.056361 2021-04-15 00:57:20,323 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.2533, top1-acc=91.22%, top5-acc=99.79%, remaining_time=0:00:10.788736, arrival_time=2021-04-15 00:57:31.112432, cost_time=0:00:26.971829 2021-04-15 00:57:22,231 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.55ms, fps=1342 images/s, loss=0.2535, top1-acc=91.17%, top5-acc=99.80%, remaining_time=0:00:08.856334, arrival_time=2021-04-15 00:57:31.087518, cost_time=0:00:28.879312 2021-04-15 00:57:24,151 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.43ms, fps=1333 images/s, loss=0.2538, top1-acc=91.17%, top5-acc=99.80%, remaining_time=0:00:06.929928, arrival_time=2021-04-15 00:57:31.081435, cost_time=0:00:30.799629 2021-04-15 00:57:26,062 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.2542, top1-acc=91.18%, top5-acc=99.80%, remaining_time=0:00:05.002738, arrival_time=2021-04-15 00:57:31.064838, cost_time=0:00:32.710235 2021-04-15 00:57:27,969 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.2539, top1-acc=91.17%, top5-acc=99.81%, remaining_time=0:00:03.077136, arrival_time=2021-04-15 00:57:31.046749, cost_time=0:00:34.617745 2021-04-15 00:57:29,887 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.45ms, fps=1335 images/s, loss=0.2541, top1-acc=91.15%, top5-acc=99.81%, remaining_time=0:00:01.153764, arrival_time=2021-04-15 00:57:31.041575, cost_time=0:00:36.535933 2021-04-15 00:57:30,918 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.46ms, fps=1321 images/s, loss=0.2545, top1-acc=91.14%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:30.917996, cost_time=0:00:37.566128 2021-04-15 00:57:31,642 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.29ms, fps=3542 images/s, loss=0.4275, top1-acc=85.31%, top5-acc=99.57%, remaining_time=0:00:02.168490, arrival_time=2021-04-15 00:57:33.811270, cost_time=0:00:00.722826 2021-04-15 00:57:32,231 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.31ms, fps=4354 images/s, loss=0.4282, top1-acc=85.62%, top5-acc=99.49%, remaining_time=0:00:01.311200, arrival_time=2021-04-15 00:57:33.542303, cost_time=0:00:01.311190 2021-04-15 00:57:32,820 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.27ms, fps=4346 images/s, loss=0.4494, top1-acc=84.92%, top5-acc=99.41%, remaining_time=0:00:00.633530, arrival_time=2021-04-15 00:57:33.454043, cost_time=0:00:01.900594 2021-04-15 00:57:33,360 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=4299 images/s, loss=0.4546, top1-acc=84.91%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:33.360521, cost_time=0:00:02.440633 2021-04-15 00:57:33,459 INFO : Epoch=0102 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:05:38.586778, arrival_time=2021-04-15 02:03:12.046388, cost_time=1:08:19.345412 2021-04-15 00:57:33,460 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 00:57:35,569 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.47ms, fps=1214 images/s, loss=0.2503, top1-acc=90.98%, top5-acc=99.80%, remaining_time=0:00:39.222936, arrival_time=2021-04-15 00:58:14.792717, cost_time=0:00:02.108759 2021-04-15 00:57:37,478 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.2583, top1-acc=90.72%, top5-acc=99.84%, remaining_time=0:00:35.355056, arrival_time=2021-04-15 00:58:12.833802, cost_time=0:00:04.017624 2021-04-15 00:57:39,385 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.58ms, fps=1343 images/s, loss=0.2562, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:32.783008, arrival_time=2021-04-15 00:58:12.168772, cost_time=0:00:05.924639 2021-04-15 00:57:41,303 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.30ms, fps=1335 images/s, loss=0.2530, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:30.586920, arrival_time=2021-04-15 00:58:11.890835, cost_time=0:00:07.842789 2021-04-15 00:57:43,225 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.40ms, fps=1333 images/s, loss=0.2563, top1-acc=91.09%, top5-acc=99.78%, remaining_time=0:00:28.510588, arrival_time=2021-04-15 00:58:11.735563, cost_time=0:00:09.763876 2021-04-15 00:57:45,134 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.2574, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:26.460024, arrival_time=2021-04-15 00:58:11.594568, cost_time=0:00:11.673515 2021-04-15 00:57:47,051 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.2579, top1-acc=91.09%, top5-acc=99.78%, remaining_time=0:00:24.461514, arrival_time=2021-04-15 00:58:11.512472, cost_time=0:00:13.589738 2021-04-15 00:57:48,956 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.53ms, fps=1344 images/s, loss=0.2551, top1-acc=91.19%, top5-acc=99.78%, remaining_time=0:00:22.468504, arrival_time=2021-04-15 00:58:11.425049, cost_time=0:00:15.495495 2021-04-15 00:57:50,870 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.2536, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:00:20.504640, arrival_time=2021-04-15 00:58:11.375297, cost_time=0:00:17.409621 2021-04-15 00:57:52,791 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.35ms, fps=1333 images/s, loss=0.2518, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:18.556992, arrival_time=2021-04-15 00:58:11.348271, cost_time=0:00:19.330249 2021-04-15 00:57:54,696 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.2514, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:16.602300, arrival_time=2021-04-15 00:58:11.298804, cost_time=0:00:21.235467 2021-04-15 00:57:56,608 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.2524, top1-acc=91.27%, top5-acc=99.82%, remaining_time=0:00:14.660248, arrival_time=2021-04-15 00:58:11.269136, cost_time=0:00:23.147817 2021-04-15 00:57:58,520 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.2531, top1-acc=91.27%, top5-acc=99.83%, remaining_time=0:00:12.722226, arrival_time=2021-04-15 00:58:11.242222, cost_time=0:00:25.058967 2021-04-15 00:58:00,425 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.2547, top1-acc=91.19%, top5-acc=99.83%, remaining_time=0:00:10.785712, arrival_time=2021-04-15 00:58:11.211176, cost_time=0:00:26.964348 2021-04-15 00:58:02,349 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.73ms, fps=1331 images/s, loss=0.2562, top1-acc=91.11%, top5-acc=99.83%, remaining_time=0:00:08.859278, arrival_time=2021-04-15 00:58:11.209224, cost_time=0:00:28.888924 2021-04-15 00:58:04,261 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.2558, top1-acc=91.11%, top5-acc=99.83%, remaining_time=0:00:06.930000, arrival_time=2021-04-15 00:58:11.191064, cost_time=0:00:30.800019 2021-04-15 00:58:06,178 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.43ms, fps=1336 images/s, loss=0.2553, top1-acc=91.16%, top5-acc=99.82%, remaining_time=0:00:05.003778, arrival_time=2021-04-15 00:58:11.181753, cost_time=0:00:32.716935 2021-04-15 00:58:08,084 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.2559, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:03.077664, arrival_time=2021-04-15 00:58:11.162340, cost_time=0:00:34.623648 2021-04-15 00:58:09,990 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.2554, top1-acc=91.14%, top5-acc=99.81%, remaining_time=0:00:01.153572, arrival_time=2021-04-15 00:58:11.144447, cost_time=0:00:36.529850 2021-04-15 00:58:11,025 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.35ms, fps=1316 images/s, loss=0.2561, top1-acc=91.13%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:11.024983, cost_time=0:00:37.563968 2021-04-15 00:58:11,765 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.20ms, fps=3466 images/s, loss=0.4332, top1-acc=84.84%, top5-acc=99.45%, remaining_time=0:00:02.215590, arrival_time=2021-04-15 00:58:13.980792, cost_time=0:00:00.738533 2021-04-15 00:58:12,356 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.33ms, fps=4335 images/s, loss=0.4210, top1-acc=85.72%, top5-acc=99.43%, remaining_time=0:00:01.329360, arrival_time=2021-04-15 00:58:13.685383, cost_time=0:00:01.329365 2021-04-15 00:58:12,946 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.43ms, fps=4338 images/s, loss=0.4090, top1-acc=86.21%, top5-acc=99.49%, remaining_time=0:00:00.639970, arrival_time=2021-04-15 00:58:13.586547, cost_time=0:00:01.919909 2021-04-15 00:58:13,486 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=4298 images/s, loss=0.4208, top1-acc=85.76%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:13.486747, cost_time=0:00:02.460116 2021-04-15 00:58:13,644 INFO : Epoch=0103 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:04:58.392849, arrival_time=2021-04-15 02:03:12.037619, cost_time=1:08:59.530576 2021-04-15 00:58:13,645 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 00:58:15,735 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.41ms, fps=1225 images/s, loss=0.2625, top1-acc=91.05%, top5-acc=99.65%, remaining_time=0:00:38.863584, arrival_time=2021-04-15 00:58:54.599075, cost_time=0:00:02.089439 2021-04-15 00:58:17,645 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.2668, top1-acc=90.96%, top5-acc=99.75%, remaining_time=0:00:35.194896, arrival_time=2021-04-15 00:58:52.840470, cost_time=0:00:03.999428 2021-04-15 00:58:19,555 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.2660, top1-acc=91.13%, top5-acc=99.74%, remaining_time=0:00:32.698680, arrival_time=2021-04-15 00:58:52.254233, cost_time=0:00:05.909400 2021-04-15 00:58:21,473 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.2578, top1-acc=91.33%, top5-acc=99.74%, remaining_time=0:00:30.528732, arrival_time=2021-04-15 00:58:52.002672, cost_time=0:00:07.827878 2021-04-15 00:58:23,395 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.2574, top1-acc=91.27%, top5-acc=99.76%, remaining_time=0:00:28.466934, arrival_time=2021-04-15 00:58:51.862038, cost_time=0:00:09.748959 2021-04-15 00:58:25,301 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.2575, top1-acc=91.33%, top5-acc=99.78%, remaining_time=0:00:26.419088, arrival_time=2021-04-15 00:58:51.720652, cost_time=0:00:11.655502 2021-04-15 00:58:27,216 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.2580, top1-acc=91.37%, top5-acc=99.77%, remaining_time=0:00:24.427368, arrival_time=2021-04-15 00:58:51.644161, cost_time=0:00:13.570731 2021-04-15 00:58:29,128 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.2572, top1-acc=91.32%, top5-acc=99.78%, remaining_time=0:00:22.448552, arrival_time=2021-04-15 00:58:51.576479, cost_time=0:00:15.481785 2021-04-15 00:58:31,045 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.2550, top1-acc=91.31%, top5-acc=99.79%, remaining_time=0:00:20.492238, arrival_time=2021-04-15 00:58:51.537384, cost_time=0:00:17.399080 2021-04-15 00:58:32,959 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.2534, top1-acc=91.33%, top5-acc=99.79%, remaining_time=0:00:18.540960, arrival_time=2021-04-15 00:58:51.500550, cost_time=0:00:19.313535 2021-04-15 00:58:34,870 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.2517, top1-acc=91.40%, top5-acc=99.79%, remaining_time=0:00:16.593786, arrival_time=2021-04-15 00:58:51.464570, cost_time=0:00:21.224634 2021-04-15 00:58:36,788 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.2518, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:14.656600, arrival_time=2021-04-15 00:58:51.444747, cost_time=0:00:23.142003 2021-04-15 00:58:38,698 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.2525, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:12.719058, arrival_time=2021-04-15 00:58:51.417898, cost_time=0:00:25.052696 2021-04-15 00:58:40,609 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.2510, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:10.785488, arrival_time=2021-04-15 00:58:51.395294, cost_time=0:00:26.963743 2021-04-15 00:58:42,522 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.28ms, fps=1339 images/s, loss=0.2502, top1-acc=91.42%, top5-acc=99.80%, remaining_time=0:00:08.855414, arrival_time=2021-04-15 00:58:51.377824, cost_time=0:00:28.876316 2021-04-15 00:58:44,437 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.2512, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:06.927948, arrival_time=2021-04-15 00:58:51.365120, cost_time=0:00:30.790932 2021-04-15 00:58:46,357 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.2529, top1-acc=91.32%, top5-acc=99.80%, remaining_time=0:00:05.002946, arrival_time=2021-04-15 00:58:51.360561, cost_time=0:00:32.711530 2021-04-15 00:58:48,265 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.70ms, fps=1342 images/s, loss=0.2537, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:03.077296, arrival_time=2021-04-15 00:58:51.343012, cost_time=0:00:34.619658 2021-04-15 00:58:50,177 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.19ms, fps=1339 images/s, loss=0.2549, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:01.153620, arrival_time=2021-04-15 00:58:51.331026, cost_time=0:00:36.531360 2021-04-15 00:58:51,208 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.18ms, fps=1319 images/s, loss=0.2546, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:51.208552, cost_time=0:00:37.562484 2021-04-15 00:58:51,939 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.33ms, fps=3510 images/s, loss=0.4076, top1-acc=86.25%, top5-acc=99.61%, remaining_time=0:00:02.187900, arrival_time=2021-04-15 00:58:54.127669, cost_time=0:00:00.729304 2021-04-15 00:58:52,531 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.35ms, fps=4332 images/s, loss=0.4060, top1-acc=86.17%, top5-acc=99.51%, remaining_time=0:00:01.320560, arrival_time=2021-04-15 00:58:53.851574, cost_time=0:00:01.320551 2021-04-15 00:58:53,120 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.21ms, fps=4345 images/s, loss=0.4191, top1-acc=85.74%, top5-acc=99.39%, remaining_time=0:00:00.636680, arrival_time=2021-04-15 00:58:53.757177, cost_time=0:00:01.910040 2021-04-15 00:58:53,660 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.05ms, fps=4299 images/s, loss=0.4285, top1-acc=85.90%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:53.660526, cost_time=0:00:02.450082 2021-04-15 00:58:53,774 INFO : Epoch=0104 complete, best val top1-acc=87.28%, top5-acc=99.63% (epoch=99), remaining_time=1:04:18.147840, arrival_time=2021-04-15 02:03:11.922184, cost_time=1:09:39.660145 2021-04-15 00:58:53,775 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 00:58:55,852 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.31ms, fps=1233 images/s, loss=0.2882, top1-acc=89.92%, top5-acc=99.65%, remaining_time=0:00:38.628852, arrival_time=2021-04-15 00:59:34.481430, cost_time=0:00:02.076820 2021-04-15 00:58:57,765 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.2604, top1-acc=90.80%, top5-acc=99.75%, remaining_time=0:00:35.107424, arrival_time=2021-04-15 00:59:32.872669, cost_time=0:00:03.989471 2021-04-15 00:58:59,680 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.29ms, fps=1337 images/s, loss=0.2493, top1-acc=91.11%, top5-acc=99.82%, remaining_time=0:00:32.673116, arrival_time=2021-04-15 00:59:32.353591, cost_time=0:00:05.904787 2021-04-15 00:59:01,600 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.2565, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:30.515160, arrival_time=2021-04-15 00:59:32.115336, cost_time=0:00:07.824417 2021-04-15 00:59:03,519 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=2.01ms, fps=1334 images/s, loss=0.2527, top1-acc=90.98%, top5-acc=99.83%, remaining_time=0:00:28.451166, arrival_time=2021-04-15 00:59:31.970378, cost_time=0:00:09.743535 2021-04-15 00:59:05,429 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.58ms, fps=1340 images/s, loss=0.2471, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:26.415824, arrival_time=2021-04-15 00:59:31.845520, cost_time=0:00:11.654024 2021-04-15 00:59:07,337 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.2456, top1-acc=91.27%, top5-acc=99.84%, remaining_time=0:00:24.410988, arrival_time=2021-04-15 00:59:31.748380, cost_time=0:00:13.561640 2021-04-15 00:59:09,260 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=0.2424, top1-acc=91.39%, top5-acc=99.82%, remaining_time=0:00:22.453076, arrival_time=2021-04-15 00:59:31.713666, cost_time=0:00:15.484901 2021-04-15 00:59:11,170 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.2411, top1-acc=91.50%, top5-acc=99.80%, remaining_time=0:00:20.486620, arrival_time=2021-04-15 00:59:31.656584, cost_time=0:00:17.394306 2021-04-15 00:59:13,079 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.2385, top1-acc=91.59%, top5-acc=99.81%, remaining_time=0:00:18.531936, arrival_time=2021-04-15 00:59:31.611710, cost_time=0:00:19.304101 2021-04-15 00:59:14,997 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.84ms, fps=1335 images/s, loss=0.2376, top1-acc=91.67%, top5-acc=99.81%, remaining_time=0:00:16.591636, arrival_time=2021-04-15 00:59:31.589113, cost_time=0:00:21.221807 2021-04-15 00:59:16,905 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.2406, top1-acc=91.57%, top5-acc=99.80%, remaining_time=0:00:14.648544, arrival_time=2021-04-15 00:59:31.553513, cost_time=0:00:23.129310 2021-04-15 00:59:18,820 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.2430, top1-acc=91.50%, top5-acc=99.78%, remaining_time=0:00:12.714768, arrival_time=2021-04-15 00:59:31.534744, cost_time=0:00:25.044305 2021-04-15 00:59:20,727 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.2444, top1-acc=91.45%, top5-acc=99.79%, remaining_time=0:00:10.780616, arrival_time=2021-04-15 00:59:31.507855, cost_time=0:00:26.951566 2021-04-15 00:59:22,637 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.2451, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:08.850860, arrival_time=2021-04-15 00:59:31.488143, cost_time=0:00:28.861527 2021-04-15 00:59:24,551 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.59ms, fps=1338 images/s, loss=0.2463, top1-acc=91.40%, top5-acc=99.79%, remaining_time=0:00:06.924600, arrival_time=2021-04-15 00:59:31.476229, cost_time=0:00:30.775957 2021-04-15 00:59:26,455 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.30ms, fps=1345 images/s, loss=0.2464, top1-acc=91.40%, top5-acc=99.78%, remaining_time=0:00:04.998110, arrival_time=2021-04-15 00:59:31.453744, cost_time=0:00:32.679960 2021-04-15 00:59:28,363 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.2472, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:03.074432, arrival_time=2021-04-15 00:59:31.437394, cost_time=0:00:34.587292 2021-04-15 00:59:30,282 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.2463, top1-acc=91.40%, top5-acc=99.79%, remaining_time=0:00:01.152852, arrival_time=2021-04-15 00:59:31.435405, cost_time=0:00:36.506900 2021-04-15 00:59:31,310 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.35ms, fps=1324 images/s, loss=0.2471, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:31.310030, cost_time=0:00:37.534383 2021-04-15 00:59:32,013 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.21ms, fps=3646 images/s, loss=0.3901, top1-acc=87.23%, top5-acc=99.53%, remaining_time=0:00:02.106300, arrival_time=2021-04-15 00:59:34.120046, cost_time=0:00:00.702095 2021-04-15 00:59:32,602 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.36ms, fps=4351 images/s, loss=0.3751, top1-acc=87.73%, top5-acc=99.53%, remaining_time=0:00:01.290820, arrival_time=2021-04-15 00:59:33.893296, cost_time=0:00:01.290826 2021-04-15 00:59:33,192 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.24ms, fps=4344 images/s, loss=0.3729, top1-acc=87.89%, top5-acc=99.57%, remaining_time=0:00:00.626830, arrival_time=2021-04-15 00:59:33.818978, cost_time=0:00:01.880499 2021-04-15 00:59:33,732 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=4296 images/s, loss=0.3806, top1-acc=87.89%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:33.732504, cost_time=0:00:02.420870 2021-04-15 00:59:33,966 INFO : Epoch=0105 complete, best val top1-acc=87.89%, top5-acc=99.55% (epoch=105), remaining_time=1:03:37.961555, arrival_time=2021-04-15 02:03:11.928049, cost_time=1:10:19.852276 2021-04-15 00:59:33,967 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 00:59:36,037 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.32ms, fps=1237 images/s, loss=0.2540, top1-acc=91.41%, top5-acc=99.77%, remaining_time=0:00:38.491026, arrival_time=2021-04-15 01:00:14.528390, cost_time=0:00:02.069414 2021-04-15 00:59:37,951 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.2540, top1-acc=91.19%, top5-acc=99.80%, remaining_time=0:00:35.057616, arrival_time=2021-04-15 01:00:13.009399, cost_time=0:00:03.983826 2021-04-15 00:59:39,865 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.47ms, fps=1338 images/s, loss=0.2577, top1-acc=91.03%, top5-acc=99.77%, remaining_time=0:00:32.630952, arrival_time=2021-04-15 01:00:12.496079, cost_time=0:00:05.897171 2021-04-15 00:59:41,785 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.32ms, fps=1333 images/s, loss=0.2563, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:30.490200, arrival_time=2021-04-15 01:00:12.276085, cost_time=0:00:07.818016 2021-04-15 00:59:43,706 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.2562, top1-acc=91.02%, top5-acc=99.77%, remaining_time=0:00:28.437004, arrival_time=2021-04-15 01:00:12.143571, cost_time=0:00:09.738706 2021-04-15 00:59:45,620 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.2555, top1-acc=91.09%, top5-acc=99.78%, remaining_time=0:00:26.412832, arrival_time=2021-04-15 01:00:12.033587, cost_time=0:00:11.652699 2021-04-15 00:59:47,526 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.2562, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:24.404688, arrival_time=2021-04-15 01:00:11.930716, cost_time=0:00:13.558136 2021-04-15 00:59:49,442 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.2585, top1-acc=90.97%, top5-acc=99.81%, remaining_time=0:00:22.438112, arrival_time=2021-04-15 01:00:11.880509, cost_time=0:00:15.474543 2021-04-15 00:59:51,349 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.2550, top1-acc=91.02%, top5-acc=99.83%, remaining_time=0:00:20.471356, arrival_time=2021-04-15 01:00:11.820567, cost_time=0:00:17.381360 2021-04-15 00:59:53,257 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.2552, top1-acc=91.04%, top5-acc=99.81%, remaining_time=0:00:18.517824, arrival_time=2021-04-15 01:00:11.775099, cost_time=0:00:19.289428 2021-04-15 00:59:55,173 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.67ms, fps=1337 images/s, loss=0.2554, top1-acc=91.00%, top5-acc=99.82%, remaining_time=0:00:16.578564, arrival_time=2021-04-15 01:00:11.751570, cost_time=0:00:21.205146 2021-04-15 00:59:57,080 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.2564, top1-acc=90.95%, top5-acc=99.82%, remaining_time=0:00:14.637752, arrival_time=2021-04-15 01:00:11.717852, cost_time=0:00:23.112227 2021-04-15 00:59:58,991 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.2567, top1-acc=90.99%, top5-acc=99.83%, remaining_time=0:00:12.704406, arrival_time=2021-04-15 01:00:11.696151, cost_time=0:00:25.023801 2021-04-15 01:00:00,904 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.2581, top1-acc=90.97%, top5-acc=99.82%, remaining_time=0:00:10.774512, arrival_time=2021-04-15 01:00:11.678688, cost_time=0:00:26.936321 2021-04-15 01:00:02,812 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.2577, top1-acc=91.00%, top5-acc=99.82%, remaining_time=0:00:08.845708, arrival_time=2021-04-15 01:00:11.658245, cost_time=0:00:28.844664 2021-04-15 01:00:04,732 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.43ms, fps=1334 images/s, loss=0.2589, top1-acc=90.96%, top5-acc=99.80%, remaining_time=0:00:06.921972, arrival_time=2021-04-15 01:00:11.654146, cost_time=0:00:30.764306 2021-04-15 01:00:06,644 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.2581, top1-acc=91.04%, top5-acc=99.80%, remaining_time=0:00:04.997642, arrival_time=2021-04-15 01:00:11.642391, cost_time=0:00:32.676892 2021-04-15 01:00:08,553 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.2573, top1-acc=91.07%, top5-acc=99.80%, remaining_time=0:00:03.074272, arrival_time=2021-04-15 01:00:11.627643, cost_time=0:00:34.585507 2021-04-15 01:00:10,471 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.2576, top1-acc=91.08%, top5-acc=99.80%, remaining_time=0:00:01.152738, arrival_time=2021-04-15 01:00:11.624037, cost_time=0:00:36.503440 2021-04-15 01:00:11,497 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.37ms, fps=1326 images/s, loss=0.2576, top1-acc=91.09%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:11.497394, cost_time=0:00:37.529531 2021-04-15 01:00:12,246 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.21ms, fps=3426 images/s, loss=0.3744, top1-acc=88.12%, top5-acc=99.53%, remaining_time=0:00:02.241630, arrival_time=2021-04-15 01:00:14.488098, cost_time=0:00:00.747211 2021-04-15 01:00:12,841 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.54ms, fps=4305 images/s, loss=0.3722, top1-acc=87.83%, top5-acc=99.59%, remaining_time=0:00:01.342280, arrival_time=2021-04-15 01:00:14.183825, cost_time=0:00:01.342284 2021-04-15 01:00:13,436 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.37ms, fps=4308 images/s, loss=0.3675, top1-acc=87.85%, top5-acc=99.60%, remaining_time=0:00:00.645620, arrival_time=2021-04-15 01:00:14.081723, cost_time=0:00:01.936854 2021-04-15 01:00:13,977 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=4286 images/s, loss=0.3666, top1-acc=87.65%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:13.977759, cost_time=0:00:02.478536 2021-04-15 01:00:14,107 INFO : Epoch=0106 complete, best val top1-acc=87.89%, top5-acc=99.55% (epoch=105), remaining_time=1:02:57.729810, arrival_time=2021-04-15 02:03:11.837234, cost_time=1:10:59.993219 2021-04-15 01:00:14,108 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 01:00:16,201 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.57ms, fps=1223 images/s, loss=0.2385, top1-acc=91.68%, top5-acc=99.73%, remaining_time=0:00:38.918640, arrival_time=2021-04-15 01:00:55.119953, cost_time=0:00:02.092404 2021-04-15 01:00:18,109 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.2379, top1-acc=91.82%, top5-acc=99.77%, remaining_time=0:00:35.202464, arrival_time=2021-04-15 01:00:53.311657, cost_time=0:00:04.000290 2021-04-15 01:00:20,028 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.2363, top1-acc=92.01%, top5-acc=99.79%, remaining_time=0:00:32.752796, arrival_time=2021-04-15 01:00:52.780849, cost_time=0:00:05.919177 2021-04-15 01:00:21,953 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.40ms, fps=1330 images/s, loss=0.2356, top1-acc=91.97%, top5-acc=99.79%, remaining_time=0:00:30.592224, arrival_time=2021-04-15 01:00:52.545298, cost_time=0:00:07.844151 2021-04-15 01:00:23,868 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.2364, top1-acc=91.91%, top5-acc=99.81%, remaining_time=0:00:28.497594, arrival_time=2021-04-15 01:00:52.365889, cost_time=0:00:09.759468 2021-04-15 01:00:25,784 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.50ms, fps=1336 images/s, loss=0.2369, top1-acc=91.90%, top5-acc=99.82%, remaining_time=0:00:26.464104, arrival_time=2021-04-15 01:00:52.248276, cost_time=0:00:11.675348 2021-04-15 01:00:27,694 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.2347, top1-acc=91.87%, top5-acc=99.82%, remaining_time=0:00:24.454206, arrival_time=2021-04-15 01:00:52.148777, cost_time=0:00:13.585674 2021-04-15 01:00:29,609 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.2373, top1-acc=91.80%, top5-acc=99.81%, remaining_time=0:00:22.476392, arrival_time=2021-04-15 01:00:52.086166, cost_time=0:00:15.500943 2021-04-15 01:00:31,520 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.2405, top1-acc=91.70%, top5-acc=99.82%, remaining_time=0:00:20.506654, arrival_time=2021-04-15 01:00:52.026835, cost_time=0:00:17.411327 2021-04-15 01:00:33,427 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.59ms, fps=1343 images/s, loss=0.2418, top1-acc=91.62%, top5-acc=99.82%, remaining_time=0:00:18.545568, arrival_time=2021-04-15 01:00:51.972702, cost_time=0:00:19.318317 2021-04-15 01:00:35,341 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.2415, top1-acc=91.66%, top5-acc=99.83%, remaining_time=0:00:16.599978, arrival_time=2021-04-15 01:00:51.941314, cost_time=0:00:21.232516 2021-04-15 01:00:37,244 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.2425, top1-acc=91.62%, top5-acc=99.82%, remaining_time=0:00:14.652648, arrival_time=2021-04-15 01:00:51.897230, cost_time=0:00:23.135744 2021-04-15 01:00:39,162 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.15ms, fps=1335 images/s, loss=0.2426, top1-acc=91.66%, top5-acc=99.83%, remaining_time=0:00:12.719652, arrival_time=2021-04-15 01:00:51.882457, cost_time=0:00:25.053899 2021-04-15 01:00:41,074 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.2428, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:10.786440, arrival_time=2021-04-15 01:00:51.861315, cost_time=0:00:26.966055 2021-04-15 01:00:42,983 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.2434, top1-acc=91.64%, top5-acc=99.83%, remaining_time=0:00:08.854724, arrival_time=2021-04-15 01:00:51.837733, cost_time=0:00:28.874172 2021-04-15 01:00:44,895 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.2447, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:06.927048, arrival_time=2021-04-15 01:00:51.822702, cost_time=0:00:30.786838 2021-04-15 01:00:46,813 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.2452, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:05.001906, arrival_time=2021-04-15 01:00:51.815436, cost_time=0:00:32.704711 2021-04-15 01:00:48,718 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.2458, top1-acc=91.55%, top5-acc=99.83%, remaining_time=0:00:03.076416, arrival_time=2021-04-15 01:00:51.794998, cost_time=0:00:34.609768 2021-04-15 01:00:50,637 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.23ms, fps=1334 images/s, loss=0.2477, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:01.153536, arrival_time=2021-04-15 01:00:51.791037, cost_time=0:00:36.528677 2021-04-15 01:00:51,664 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.40ms, fps=1325 images/s, loss=0.2481, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:51.664410, cost_time=0:00:37.555601 2021-04-15 01:00:52,395 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.29ms, fps=3512 images/s, loss=0.4494, top1-acc=84.61%, top5-acc=99.53%, remaining_time=0:00:02.186640, arrival_time=2021-04-15 01:00:54.581767, cost_time=0:00:00.728875 2021-04-15 01:00:52,986 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.28ms, fps=4331 images/s, loss=0.4453, top1-acc=84.82%, top5-acc=99.57%, remaining_time=0:00:01.320380, arrival_time=2021-04-15 01:00:54.307004, cost_time=0:00:01.320384 2021-04-15 01:00:53,576 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.32ms, fps=4346 images/s, loss=0.4500, top1-acc=84.65%, top5-acc=99.65%, remaining_time=0:00:00.636610, arrival_time=2021-04-15 01:00:54.212668, cost_time=0:00:01.909820 2021-04-15 01:00:54,116 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=4297 images/s, loss=0.4408, top1-acc=84.90%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:54.116256, cost_time=0:00:02.450038 2021-04-15 01:00:54,250 INFO : Epoch=0107 complete, best val top1-acc=87.89%, top5-acc=99.55% (epoch=105), remaining_time=1:02:17.501856, arrival_time=2021-04-15 02:03:11.752586, cost_time=1:11:40.136527 2021-04-15 01:00:54,251 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 01:00:56,339 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.33ms, fps=1227 images/s, loss=0.2595, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:38.822292, arrival_time=2021-04-15 01:01:35.161566, cost_time=0:00:02.087220 2021-04-15 01:00:58,252 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.2551, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:00:35.198064, arrival_time=2021-04-15 01:01:33.450107, cost_time=0:00:03.999785 2021-04-15 01:01:00,165 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.2421, top1-acc=91.46%, top5-acc=99.83%, remaining_time=0:00:32.719430, arrival_time=2021-04-15 01:01:32.884652, cost_time=0:00:05.913163 2021-04-15 01:01:02,094 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.40ms, fps=1327 images/s, loss=0.2371, top1-acc=91.62%, top5-acc=99.83%, remaining_time=0:00:30.586140, arrival_time=2021-04-15 01:01:32.680900, cost_time=0:00:07.842618 2021-04-15 01:01:04,012 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.2354, top1-acc=91.66%, top5-acc=99.82%, remaining_time=0:00:28.500806, arrival_time=2021-04-15 01:01:32.513422, cost_time=0:00:09.760540 2021-04-15 01:01:05,919 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.2324, top1-acc=91.85%, top5-acc=99.83%, remaining_time=0:00:26.446016, arrival_time=2021-04-15 01:01:32.365476, cost_time=0:00:11.667378 2021-04-15 01:01:07,844 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.35ms, fps=1330 images/s, loss=0.2324, top1-acc=91.82%, top5-acc=99.83%, remaining_time=0:00:24.465798, arrival_time=2021-04-15 01:01:32.310127, cost_time=0:00:13.592079 2021-04-15 01:01:09,754 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.2325, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:22.479176, arrival_time=2021-04-15 01:01:32.234084, cost_time=0:00:15.502848 2021-04-15 01:01:11,659 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.2304, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:20.502202, arrival_time=2021-04-15 01:01:32.161835, cost_time=0:00:17.407573 2021-04-15 01:01:13,573 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.2297, top1-acc=91.92%, top5-acc=99.85%, remaining_time=0:00:18.548064, arrival_time=2021-04-15 01:01:32.121041, cost_time=0:00:19.320892 2021-04-15 01:01:15,482 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=6.20ms, fps=1341 images/s, loss=0.2309, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:16.598688, arrival_time=2021-04-15 01:01:32.081614, cost_time=0:00:21.230891 2021-04-15 01:01:17,399 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.2313, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:14.659792, arrival_time=2021-04-15 01:01:32.058846, cost_time=0:00:23.147008 2021-04-15 01:01:19,309 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.2317, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:12.721434, arrival_time=2021-04-15 01:01:32.030892, cost_time=0:00:25.057410 2021-04-15 01:01:21,218 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.2330, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:10.786384, arrival_time=2021-04-15 01:01:32.004621, cost_time=0:00:26.966008 2021-04-15 01:01:23,136 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.30ms, fps=1335 images/s, loss=0.2348, top1-acc=91.75%, top5-acc=99.85%, remaining_time=0:00:08.857852, arrival_time=2021-04-15 01:01:31.994175, cost_time=0:00:28.884271 2021-04-15 01:01:25,042 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.2376, top1-acc=91.62%, top5-acc=99.84%, remaining_time=0:00:06.927840, arrival_time=2021-04-15 01:01:31.970300, cost_time=0:00:30.790403 2021-04-15 01:01:26,954 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.2384, top1-acc=91.59%, top5-acc=99.84%, remaining_time=0:00:05.001464, arrival_time=2021-04-15 01:01:31.955438, cost_time=0:00:32.701926 2021-04-15 01:01:28,870 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.75ms, fps=1336 images/s, loss=0.2394, top1-acc=91.58%, top5-acc=99.83%, remaining_time=0:00:03.077184, arrival_time=2021-04-15 01:01:31.947630, cost_time=0:00:34.618285 2021-04-15 01:01:30,777 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.2405, top1-acc=91.54%, top5-acc=99.83%, remaining_time=0:00:01.153440, arrival_time=2021-04-15 01:01:31.931247, cost_time=0:00:36.525661 2021-04-15 01:01:31,806 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.29ms, fps=1323 images/s, loss=0.2411, top1-acc=91.52%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:31.806604, cost_time=0:00:37.554556 2021-04-15 01:01:32,579 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.20ms, fps=3323 images/s, loss=0.3568, top1-acc=87.89%, top5-acc=99.77%, remaining_time=0:00:02.311410, arrival_time=2021-04-15 01:01:34.890396, cost_time=0:00:00.770466 2021-04-15 01:01:33,169 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.83ms, fps=4338 images/s, loss=0.3759, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:01.360920, arrival_time=2021-04-15 01:01:34.530353, cost_time=0:00:01.360920 2021-04-15 01:01:33,763 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.23ms, fps=4314 images/s, loss=0.3670, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:00.651550, arrival_time=2021-04-15 01:01:34.414811, cost_time=0:00:01.954663 2021-04-15 01:01:34,306 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=4277 images/s, loss=0.3748, top1-acc=87.56%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:34.306168, cost_time=0:00:02.497672 2021-04-15 01:01:34,441 INFO : Epoch=0108 complete, best val top1-acc=87.89%, top5-acc=99.55% (epoch=105), remaining_time=1:01:37.315596, arrival_time=2021-04-15 02:03:11.756792, cost_time=1:12:20.326986 2021-04-15 01:01:34,443 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 01:01:36,516 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.36ms, fps=1235 images/s, loss=0.2147, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:38.562822, arrival_time=2021-04-15 01:02:15.079670, cost_time=0:00:02.073267 2021-04-15 01:01:38,436 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.57ms, fps=1334 images/s, loss=0.2224, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:35.136464, arrival_time=2021-04-15 01:02:13.572898, cost_time=0:00:03.992783 2021-04-15 01:01:40,360 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.98ms, fps=1331 images/s, loss=0.2318, top1-acc=91.91%, top5-acc=99.88%, remaining_time=0:00:32.738520, arrival_time=2021-04-15 01:02:13.098799, cost_time=0:00:05.916599 2021-04-15 01:01:42,281 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.2273, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:30.566172, arrival_time=2021-04-15 01:02:12.847144, cost_time=0:00:07.837474 2021-04-15 01:01:44,198 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.2250, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:28.485476, arrival_time=2021-04-15 01:02:12.684272, cost_time=0:00:09.755302 2021-04-15 01:01:46,112 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.2231, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:26.449552, arrival_time=2021-04-15 01:02:12.562002, cost_time=0:00:11.668947 2021-04-15 01:01:48,027 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.2244, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:24.450804, arrival_time=2021-04-15 01:02:12.478167, cost_time=0:00:13.583779 2021-04-15 01:01:49,939 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.2256, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:22.469084, arrival_time=2021-04-15 01:02:12.408510, cost_time=0:00:15.495926 2021-04-15 01:01:51,845 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.59ms, fps=1344 images/s, loss=0.2279, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:20.495206, arrival_time=2021-04-15 01:02:12.340263, cost_time=0:00:17.401563 2021-04-15 01:01:53,757 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.60ms, fps=1339 images/s, loss=0.2279, top1-acc=92.05%, top5-acc=99.85%, remaining_time=0:00:18.541152, arrival_time=2021-04-15 01:02:12.298351, cost_time=0:00:19.313705 2021-04-15 01:01:55,665 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.2285, top1-acc=92.04%, top5-acc=99.83%, remaining_time=0:00:16.592066, arrival_time=2021-04-15 01:02:12.257994, cost_time=0:00:21.222442 2021-04-15 01:01:57,579 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.2299, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:14.653028, arrival_time=2021-04-15 01:02:12.232869, cost_time=0:00:23.136342 2021-04-15 01:01:59,493 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.2304, top1-acc=91.95%, top5-acc=99.83%, remaining_time=0:00:12.717408, arrival_time=2021-04-15 01:02:12.210478, cost_time=0:00:25.049486 2021-04-15 01:02:01,403 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.2316, top1-acc=91.94%, top5-acc=99.82%, remaining_time=0:00:10.783920, arrival_time=2021-04-15 01:02:12.187147, cost_time=0:00:26.959735 2021-04-15 01:02:03,319 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.2331, top1-acc=91.85%, top5-acc=99.83%, remaining_time=0:00:08.855184, arrival_time=2021-04-15 01:02:12.174336, cost_time=0:00:28.875650 2021-04-15 01:02:05,227 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.2326, top1-acc=91.84%, top5-acc=99.83%, remaining_time=0:00:06.926292, arrival_time=2021-04-15 01:02:12.153367, cost_time=0:00:30.783581 2021-04-15 01:02:07,136 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.2345, top1-acc=91.80%, top5-acc=99.81%, remaining_time=0:00:05.000060, arrival_time=2021-04-15 01:02:12.136301, cost_time=0:00:32.692746 2021-04-15 01:02:09,050 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.2362, top1-acc=91.72%, top5-acc=99.81%, remaining_time=0:00:03.076208, arrival_time=2021-04-15 01:02:12.127127, cost_time=0:00:34.607425 2021-04-15 01:02:10,955 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.2373, top1-acc=91.69%, top5-acc=99.81%, remaining_time=0:00:01.153008, arrival_time=2021-04-15 01:02:12.108398, cost_time=0:00:36.511903 2021-04-15 01:02:11,981 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.25ms, fps=1326 images/s, loss=0.2367, top1-acc=91.70%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:11.981196, cost_time=0:00:37.537715 2021-04-15 01:02:12,695 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.29ms, fps=3593 images/s, loss=0.4252, top1-acc=86.21%, top5-acc=99.34%, remaining_time=0:00:02.137170, arrival_time=2021-04-15 01:02:14.832519, cost_time=0:00:00.712391 2021-04-15 01:02:13,284 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.29ms, fps=4346 images/s, loss=0.3954, top1-acc=86.70%, top5-acc=99.39%, remaining_time=0:00:01.301820, arrival_time=2021-04-15 01:02:14.586584, cost_time=0:00:01.301817 2021-04-15 01:02:13,874 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.22ms, fps=4346 images/s, loss=0.4015, top1-acc=86.51%, top5-acc=99.37%, remaining_time=0:00:00.630400, arrival_time=2021-04-15 01:02:14.504547, cost_time=0:00:01.891203 2021-04-15 01:02:14,415 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.07ms, fps=4291 images/s, loss=0.4134, top1-acc=86.42%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:14.415167, cost_time=0:00:02.432248 2021-04-15 01:02:14,556 INFO : Epoch=0109 complete, best val top1-acc=87.89%, top5-acc=99.55% (epoch=105), remaining_time=1:00:57.066595, arrival_time=2021-04-15 02:03:11.623253, cost_time=1:13:00.442414 2021-04-15 01:02:14,559 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 01:02:16,630 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.87ms, fps=1236 images/s, loss=0.2269, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:38.522274, arrival_time=2021-04-15 01:02:55.152703, cost_time=0:00:02.071093 2021-04-15 01:02:18,536 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.2119, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:34.994432, arrival_time=2021-04-15 01:02:53.530446, cost_time=0:00:03.976647 2021-04-15 01:02:20,449 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.2057, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:32.589784, arrival_time=2021-04-15 01:02:53.038744, cost_time=0:00:05.889714 2021-04-15 01:02:22,378 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.47ms, fps=1327 images/s, loss=0.2046, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:30.494724, arrival_time=2021-04-15 01:02:52.873228, cost_time=0:00:07.819159 2021-04-15 01:02:24,290 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.2072, top1-acc=92.80%, top5-acc=99.89%, remaining_time=0:00:28.415688, arrival_time=2021-04-15 01:02:52.706351, cost_time=0:00:09.731422 2021-04-15 01:02:26,195 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.2098, top1-acc=92.75%, top5-acc=99.90%, remaining_time=0:00:26.375840, arrival_time=2021-04-15 01:02:52.571446, cost_time=0:00:11.636370 2021-04-15 01:02:28,118 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.37ms, fps=1332 images/s, loss=0.2132, top1-acc=92.63%, top5-acc=99.90%, remaining_time=0:00:24.406452, arrival_time=2021-04-15 01:02:52.524966, cost_time=0:00:13.559121 2021-04-15 01:02:30,027 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.2157, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:22.428832, arrival_time=2021-04-15 01:02:52.456237, cost_time=0:00:15.468149 2021-04-15 01:02:31,941 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.30ms, fps=1338 images/s, loss=0.2196, top1-acc=92.41%, top5-acc=99.87%, remaining_time=0:00:20.472204, arrival_time=2021-04-15 01:02:52.413541, cost_time=0:00:17.382096 2021-04-15 01:02:33,853 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=2.02ms, fps=1339 images/s, loss=0.2231, top1-acc=92.26%, top5-acc=99.87%, remaining_time=0:00:18.522816, arrival_time=2021-04-15 01:02:52.376643, cost_time=0:00:19.294579 2021-04-15 01:02:35,762 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.2244, top1-acc=92.18%, top5-acc=99.87%, remaining_time=0:00:16.576758, arrival_time=2021-04-15 01:02:52.338773, cost_time=0:00:21.202777 2021-04-15 01:02:37,677 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.2237, top1-acc=92.22%, top5-acc=99.85%, remaining_time=0:00:14.641780, arrival_time=2021-04-15 01:02:52.319620, cost_time=0:00:23.118593 2021-04-15 01:02:39,585 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.53ms, fps=1342 images/s, loss=0.2244, top1-acc=92.18%, top5-acc=99.85%, remaining_time=0:00:12.705660, arrival_time=2021-04-15 01:02:52.291474, cost_time=0:00:25.026364 2021-04-15 01:02:41,497 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.2256, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:10.775352, arrival_time=2021-04-15 01:02:52.272968, cost_time=0:00:26.938364 2021-04-15 01:02:43,415 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.42ms, fps=1335 images/s, loss=0.2262, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:08.849296, arrival_time=2021-04-15 01:02:52.265000, cost_time=0:00:28.856450 2021-04-15 01:02:45,322 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.2281, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:06.921792, arrival_time=2021-04-15 01:02:52.244497, cost_time=0:00:30.763467 2021-04-15 01:02:47,238 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.52ms, fps=1337 images/s, loss=0.2271, top1-acc=92.09%, top5-acc=99.85%, remaining_time=0:00:04.997980, arrival_time=2021-04-15 01:02:52.236376, cost_time=0:00:32.679152 2021-04-15 01:02:49,161 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.53ms, fps=1332 images/s, loss=0.2267, top1-acc=92.11%, top5-acc=99.85%, remaining_time=0:00:03.075712, arrival_time=2021-04-15 01:02:52.236672, cost_time=0:00:34.601720 2021-04-15 01:02:51,067 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2263, top1-acc=92.12%, top5-acc=99.85%, remaining_time=0:00:01.152882, arrival_time=2021-04-15 01:02:52.220040, cost_time=0:00:36.507916 2021-04-15 01:02:52,097 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.45ms, fps=1320 images/s, loss=0.2266, top1-acc=92.11%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:52.097846, cost_time=0:00:37.538617 2021-04-15 01:02:52,851 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.18ms, fps=3404 images/s, loss=0.3533, top1-acc=88.20%, top5-acc=99.80%, remaining_time=0:00:02.255880, arrival_time=2021-04-15 01:02:55.107301, cost_time=0:00:00.751960 2021-04-15 01:02:53,440 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.19ms, fps=4346 images/s, loss=0.3409, top1-acc=88.42%, top5-acc=99.80%, remaining_time=0:00:01.341460, arrival_time=2021-04-15 01:02:54.782370, cost_time=0:00:01.341460 2021-04-15 01:02:54,032 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.44ms, fps=4330 images/s, loss=0.3567, top1-acc=88.15%, top5-acc=99.74%, remaining_time=0:00:00.644340, arrival_time=2021-04-15 01:02:54.676802, cost_time=0:00:01.933017 2021-04-15 01:02:54,574 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=4284 images/s, loss=0.3585, top1-acc=88.33%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:54.574353, cost_time=0:00:02.474921 2021-04-15 01:02:54,765 INFO : Epoch=0110 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=1:00:16.896240, arrival_time=2021-04-15 02:03:11.661431, cost_time=1:13:40.650975 2021-04-15 01:02:54,766 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 01:02:56,870 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.39ms, fps=1217 images/s, loss=0.2393, top1-acc=91.84%, top5-acc=99.92%, remaining_time=0:00:39.116544, arrival_time=2021-04-15 01:03:35.986513, cost_time=0:00:02.103037 2021-04-15 01:02:58,777 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.2395, top1-acc=92.17%, top5-acc=99.90%, remaining_time=0:00:35.292752, arrival_time=2021-04-15 01:03:34.070165, cost_time=0:00:04.010541 2021-04-15 01:03:00,693 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.2426, top1-acc=91.90%, top5-acc=99.90%, remaining_time=0:00:32.792636, arrival_time=2021-04-15 01:03:33.485891, cost_time=0:00:05.926372 2021-04-15 01:03:02,615 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.36ms, fps=1332 images/s, loss=0.2416, top1-acc=91.92%, top5-acc=99.89%, remaining_time=0:00:30.607980, arrival_time=2021-04-15 01:03:33.222980, cost_time=0:00:07.848201 2021-04-15 01:03:04,524 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.2379, top1-acc=92.02%, top5-acc=99.87%, remaining_time=0:00:28.493068, arrival_time=2021-04-15 01:03:33.017741, cost_time=0:00:09.757877 2021-04-15 01:03:06,435 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.2364, top1-acc=92.06%, top5-acc=99.88%, remaining_time=0:00:26.447648, arrival_time=2021-04-15 01:03:32.882704, cost_time=0:00:11.668073 2021-04-15 01:03:08,351 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.2338, top1-acc=92.13%, top5-acc=99.88%, remaining_time=0:00:24.453072, arrival_time=2021-04-15 01:03:32.804920, cost_time=0:00:13.585052 2021-04-15 01:03:10,257 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.2330, top1-acc=92.09%, top5-acc=99.89%, remaining_time=0:00:22.461892, arrival_time=2021-04-15 01:03:32.719659, cost_time=0:00:15.490976 2021-04-15 01:03:12,169 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.23ms, fps=1339 images/s, loss=0.2313, top1-acc=92.11%, top5-acc=99.89%, remaining_time=0:00:20.496584, arrival_time=2021-04-15 01:03:32.666111, cost_time=0:00:17.402742 2021-04-15 01:03:14,081 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.2298, top1-acc=92.13%, top5-acc=99.90%, remaining_time=0:00:18.542592, arrival_time=2021-04-15 01:03:32.624527, cost_time=0:00:19.315151 2021-04-15 01:03:15,991 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.72ms, fps=1341 images/s, loss=0.2309, top1-acc=92.10%, top5-acc=99.89%, remaining_time=0:00:16.593872, arrival_time=2021-04-15 01:03:32.585419, cost_time=0:00:21.224717 2021-04-15 01:03:17,903 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.2296, top1-acc=92.16%, top5-acc=99.87%, remaining_time=0:00:14.652952, arrival_time=2021-04-15 01:03:32.556031, cost_time=0:00:23.136285 2021-04-15 01:03:19,809 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=2.19ms, fps=1343 images/s, loss=0.2310, top1-acc=92.12%, top5-acc=99.87%, remaining_time=0:00:12.713910, arrival_time=2021-04-15 01:03:32.523365, cost_time=0:00:25.042595 2021-04-15 01:03:21,728 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.2318, top1-acc=92.06%, top5-acc=99.86%, remaining_time=0:00:10.784592, arrival_time=2021-04-15 01:03:32.512807, cost_time=0:00:26.961425 2021-04-15 01:03:23,636 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.53ms, fps=1342 images/s, loss=0.2320, top1-acc=92.07%, top5-acc=99.86%, remaining_time=0:00:08.853298, arrival_time=2021-04-15 01:03:32.489512, cost_time=0:00:28.869419 2021-04-15 01:03:25,542 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.2327, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:06.924600, arrival_time=2021-04-15 01:03:32.467455, cost_time=0:00:30.776075 2021-04-15 01:03:27,463 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.34ms, fps=1333 images/s, loss=0.2330, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:05.000632, arrival_time=2021-04-15 01:03:32.463879, cost_time=0:00:32.696461 2021-04-15 01:03:29,371 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.2329, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:03.075984, arrival_time=2021-04-15 01:03:32.447639, cost_time=0:00:34.604881 2021-04-15 01:03:31,283 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.2325, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:01.153146, arrival_time=2021-04-15 01:03:32.436302, cost_time=0:00:36.516377 2021-04-15 01:03:32,310 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.21ms, fps=1324 images/s, loss=0.2325, top1-acc=92.04%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:32.310889, cost_time=0:00:37.544119 2021-04-15 01:03:33,050 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.17ms, fps=3469 images/s, loss=0.4259, top1-acc=85.62%, top5-acc=99.41%, remaining_time=0:00:02.213820, arrival_time=2021-04-15 01:03:35.264312, cost_time=0:00:00.737939 2021-04-15 01:03:33,641 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.32ms, fps=4333 images/s, loss=0.4225, top1-acc=85.96%, top5-acc=99.36%, remaining_time=0:00:01.329120, arrival_time=2021-04-15 01:03:34.970791, cost_time=0:00:01.329124 2021-04-15 01:03:34,235 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.28ms, fps=4313 images/s, loss=0.4349, top1-acc=85.60%, top5-acc=99.37%, remaining_time=0:00:00.641020, arrival_time=2021-04-15 01:03:34.876639, cost_time=0:00:01.923046 2021-04-15 01:03:34,775 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=4300 images/s, loss=0.4404, top1-acc=85.71%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:34.775555, cost_time=0:00:02.463032 2021-04-15 01:03:34,907 INFO : Epoch=0111 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=0:59:36.672459, arrival_time=2021-04-15 02:03:11.580380, cost_time=1:14:20.793724 2021-04-15 01:03:34,909 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 01:03:36,993 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.46ms, fps=1228 images/s, loss=0.2148, top1-acc=92.30%, top5-acc=99.92%, remaining_time=0:00:38.768910, arrival_time=2021-04-15 01:04:15.762570, cost_time=0:00:02.084348 2021-04-15 01:03:38,909 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.2266, top1-acc=92.03%, top5-acc=99.82%, remaining_time=0:00:35.198064, arrival_time=2021-04-15 01:04:14.107365, cost_time=0:00:03.999787 2021-04-15 01:03:40,827 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.32ms, fps=1335 images/s, loss=0.2261, top1-acc=91.97%, top5-acc=99.84%, remaining_time=0:00:32.745492, arrival_time=2021-04-15 01:04:13.572656, cost_time=0:00:05.917851 2021-04-15 01:03:42,752 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.46ms, fps=1330 images/s, loss=0.2219, top1-acc=92.17%, top5-acc=99.86%, remaining_time=0:00:30.589260, arrival_time=2021-04-15 01:04:13.342062, cost_time=0:00:07.843409 2021-04-15 01:03:44,670 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.2248, top1-acc=92.06%, top5-acc=99.84%, remaining_time=0:00:28.501974, arrival_time=2021-04-15 01:04:13.172227, cost_time=0:00:09.760935 2021-04-15 01:03:46,581 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.2263, top1-acc=92.01%, top5-acc=99.85%, remaining_time=0:00:26.457712, arrival_time=2021-04-15 01:04:13.039562, cost_time=0:00:11.672549 2021-04-15 01:03:48,499 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.70ms, fps=1335 images/s, loss=0.2251, top1-acc=92.07%, top5-acc=99.86%, remaining_time=0:00:24.462774, arrival_time=2021-04-15 01:04:12.962638, cost_time=0:00:13.590407 2021-04-15 01:03:50,414 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.2256, top1-acc=92.03%, top5-acc=99.86%, remaining_time=0:00:22.482888, arrival_time=2021-04-15 01:04:12.897730, cost_time=0:00:15.505478 2021-04-15 01:03:52,339 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.31ms, fps=1330 images/s, loss=0.2246, top1-acc=92.11%, top5-acc=99.87%, remaining_time=0:00:20.529126, arrival_time=2021-04-15 01:04:12.868786, cost_time=0:00:17.430354 2021-04-15 01:03:54,249 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=2.12ms, fps=1341 images/s, loss=0.2277, top1-acc=91.99%, top5-acc=99.87%, remaining_time=0:00:18.566400, arrival_time=2021-04-15 01:04:12.815750, cost_time=0:00:19.340043 2021-04-15 01:03:56,160 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.2280, top1-acc=92.01%, top5-acc=99.88%, remaining_time=0:00:16.614684, arrival_time=2021-04-15 01:04:12.775370, cost_time=0:00:21.251377 2021-04-15 01:03:58,070 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.2286, top1-acc=92.02%, top5-acc=99.89%, remaining_time=0:00:14.668836, arrival_time=2021-04-15 01:04:12.739504, cost_time=0:00:23.161366 2021-04-15 01:03:59,975 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.52ms, fps=1344 images/s, loss=0.2304, top1-acc=91.95%, top5-acc=99.89%, remaining_time=0:00:12.726120, arrival_time=2021-04-15 01:04:12.702001, cost_time=0:00:25.066561 2021-04-15 01:04:01,895 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.2313, top1-acc=91.93%, top5-acc=99.90%, remaining_time=0:00:10.794616, arrival_time=2021-04-15 01:04:12.690483, cost_time=0:00:26.986471 2021-04-15 01:04:03,802 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.2317, top1-acc=91.93%, top5-acc=99.89%, remaining_time=0:00:08.860612, arrival_time=2021-04-15 01:04:12.663285, cost_time=0:00:28.893368 2021-04-15 01:04:05,715 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.2311, top1-acc=91.94%, top5-acc=99.89%, remaining_time=0:00:06.931332, arrival_time=2021-04-15 01:04:12.646651, cost_time=0:00:30.805994 2021-04-15 01:04:07,636 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.2309, top1-acc=91.97%, top5-acc=99.89%, remaining_time=0:00:05.005390, arrival_time=2021-04-15 01:04:12.642201, cost_time=0:00:32.727505 2021-04-15 01:04:09,544 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.70ms, fps=1342 images/s, loss=0.2302, top1-acc=92.02%, top5-acc=99.89%, remaining_time=0:00:03.078688, arrival_time=2021-04-15 01:04:12.623264, cost_time=0:00:34.635255 2021-04-15 01:04:11,459 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.2310, top1-acc=92.00%, top5-acc=99.88%, remaining_time=0:00:01.154220, arrival_time=2021-04-15 01:04:12.613820, cost_time=0:00:36.550291 2021-04-15 01:04:12,489 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.23ms, fps=1320 images/s, loss=0.2298, top1-acc=92.02%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:12.489956, cost_time=0:00:37.580659 2021-04-15 01:04:13,200 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.20ms, fps=3613 images/s, loss=0.3676, top1-acc=88.36%, top5-acc=99.61%, remaining_time=0:00:02.125800, arrival_time=2021-04-15 01:04:15.326148, cost_time=0:00:00.708602 2021-04-15 01:04:13,789 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.31ms, fps=4347 images/s, loss=0.3691, top1-acc=87.95%, top5-acc=99.73%, remaining_time=0:00:01.297840, arrival_time=2021-04-15 01:04:15.087423, cost_time=0:00:01.297839 2021-04-15 01:04:14,380 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.28ms, fps=4337 images/s, loss=0.3614, top1-acc=88.10%, top5-acc=99.62%, remaining_time=0:00:00.629510, arrival_time=2021-04-15 01:04:15.009763, cost_time=0:00:01.888521 2021-04-15 01:04:14,922 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=4280 images/s, loss=0.3741, top1-acc=87.86%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:14.922706, cost_time=0:00:02.430975 2021-04-15 01:04:15,067 INFO : Epoch=0112 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=0:58:56.463304, arrival_time=2021-04-15 02:03:11.530837, cost_time=1:15:00.953331 2021-04-15 01:04:15,068 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 01:04:17,189 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.32ms, fps=1207 images/s, loss=0.2363, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:39.446694, arrival_time=2021-04-15 01:04:56.636385, cost_time=0:00:02.120786 2021-04-15 01:04:19,096 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.2244, top1-acc=92.52%, top5-acc=99.90%, remaining_time=0:00:35.439712, arrival_time=2021-04-15 01:04:54.535875, cost_time=0:00:04.027241 2021-04-15 01:04:21,010 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.29ms, fps=1337 images/s, loss=0.2215, top1-acc=92.59%, top5-acc=99.91%, remaining_time=0:00:32.878292, arrival_time=2021-04-15 01:04:53.889063, cost_time=0:00:05.941870 2021-04-15 01:04:22,934 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.28ms, fps=1331 images/s, loss=0.2158, top1-acc=92.79%, top5-acc=99.90%, remaining_time=0:00:30.677400, arrival_time=2021-04-15 01:04:53.612328, cost_time=0:00:07.866012 2021-04-15 01:04:24,843 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.2144, top1-acc=92.73%, top5-acc=99.92%, remaining_time=0:00:28.541832, arrival_time=2021-04-15 01:04:53.385318, cost_time=0:00:09.774586 2021-04-15 01:04:26,755 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.2145, top1-acc=92.68%, top5-acc=99.91%, remaining_time=0:00:26.490080, arrival_time=2021-04-15 01:04:53.245823, cost_time=0:00:11.686826 2021-04-15 01:04:28,677 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.33ms, fps=1332 images/s, loss=0.2176, top1-acc=92.58%, top5-acc=99.91%, remaining_time=0:00:24.496164, arrival_time=2021-04-15 01:04:53.174061, cost_time=0:00:13.608993 2021-04-15 01:04:30,587 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.94ms, fps=1341 images/s, loss=0.2184, top1-acc=92.57%, top5-acc=99.90%, remaining_time=0:00:22.502144, arrival_time=2021-04-15 01:04:53.089836, cost_time=0:00:15.518700 2021-04-15 01:04:32,498 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.2193, top1-acc=92.51%, top5-acc=99.89%, remaining_time=0:00:20.528596, arrival_time=2021-04-15 01:04:53.027454, cost_time=0:00:17.429947 2021-04-15 01:04:34,412 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.2211, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:18.570048, arrival_time=2021-04-15 01:04:52.982759, cost_time=0:00:19.343802 2021-04-15 01:04:36,320 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=2.17ms, fps=1342 images/s, loss=0.2221, top1-acc=92.29%, top5-acc=99.88%, remaining_time=0:00:16.614856, arrival_time=2021-04-15 01:04:52.935380, cost_time=0:00:21.251560 2021-04-15 01:04:38,240 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.40ms, fps=1334 images/s, loss=0.2230, top1-acc=92.26%, top5-acc=99.88%, remaining_time=0:00:14.675144, arrival_time=2021-04-15 01:04:52.915287, cost_time=0:00:23.171239 2021-04-15 01:04:40,159 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.04ms, fps=1334 images/s, loss=0.2234, top1-acc=92.23%, top5-acc=99.87%, remaining_time=0:00:12.738132, arrival_time=2021-04-15 01:04:52.897246, cost_time=0:00:25.090208 2021-04-15 01:04:42,072 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.2232, top1-acc=92.25%, top5-acc=99.88%, remaining_time=0:00:10.801560, arrival_time=2021-04-15 01:04:52.874345, cost_time=0:00:27.003892 2021-04-15 01:04:43,980 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.2232, top1-acc=92.26%, top5-acc=99.88%, remaining_time=0:00:08.866178, arrival_time=2021-04-15 01:04:52.846555, cost_time=0:00:28.911483 2021-04-15 01:04:45,887 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.2247, top1-acc=92.21%, top5-acc=99.88%, remaining_time=0:00:06.934176, arrival_time=2021-04-15 01:04:52.821688, cost_time=0:00:30.818612 2021-04-15 01:04:47,803 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.2261, top1-acc=92.14%, top5-acc=99.89%, remaining_time=0:00:05.006482, arrival_time=2021-04-15 01:04:52.810124, cost_time=0:00:32.734734 2021-04-15 01:04:49,705 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.41ms, fps=1346 images/s, loss=0.2263, top1-acc=92.11%, top5-acc=99.89%, remaining_time=0:00:03.078816, arrival_time=2021-04-15 01:04:52.784465, cost_time=0:00:34.636746 2021-04-15 01:04:51,615 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.2283, top1-acc=92.04%, top5-acc=99.88%, remaining_time=0:00:01.154088, arrival_time=2021-04-15 01:04:52.769131, cost_time=0:00:36.546146 2021-04-15 01:04:52,648 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.38ms, fps=1317 images/s, loss=0.2283, top1-acc=92.04%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:52.648050, cost_time=0:00:37.579157 2021-04-15 01:04:53,365 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.10ms, fps=3575 images/s, loss=0.4647, top1-acc=84.61%, top5-acc=99.53%, remaining_time=0:00:02.148000, arrival_time=2021-04-15 01:04:55.513785, cost_time=0:00:00.716003 2021-04-15 01:04:53,953 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.16ms, fps=4355 images/s, loss=0.4798, top1-acc=84.14%, top5-acc=99.43%, remaining_time=0:00:01.304160, arrival_time=2021-04-15 01:04:55.258089, cost_time=0:00:01.304163 2021-04-15 01:04:54,543 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.26ms, fps=4347 images/s, loss=0.4740, top1-acc=84.34%, top5-acc=99.39%, remaining_time=0:00:00.631120, arrival_time=2021-04-15 01:04:55.174242, cost_time=0:00:01.893345 2021-04-15 01:04:55,082 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.06ms, fps=4301 images/s, loss=0.4744, top1-acc=84.26%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:55.082868, cost_time=0:00:02.433114 2021-04-15 01:04:55,186 INFO : Epoch=0113 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=0:58:16.223760, arrival_time=2021-04-15 02:03:11.410258, cost_time=1:15:41.072263 2021-04-15 01:04:55,188 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 01:04:57,273 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.29ms, fps=1228 images/s, loss=0.2050, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:38.776536, arrival_time=2021-04-15 01:05:36.050078, cost_time=0:00:02.084763 2021-04-15 01:04:59,186 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.99ms, fps=1339 images/s, loss=0.2123, top1-acc=92.81%, top5-acc=99.80%, remaining_time=0:00:35.179056, arrival_time=2021-04-15 01:05:34.365556, cost_time=0:00:03.997626 2021-04-15 01:05:01,110 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.47ms, fps=1331 images/s, loss=0.2132, top1-acc=92.79%, top5-acc=99.82%, remaining_time=0:00:32.767072, arrival_time=2021-04-15 01:05:33.877738, cost_time=0:00:05.921768 2021-04-15 01:05:03,028 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.55ms, fps=1335 images/s, loss=0.2160, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:30.574440, arrival_time=2021-04-15 01:05:33.602817, cost_time=0:00:07.839601 2021-04-15 01:05:04,944 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.2164, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:28.486352, arrival_time=2021-04-15 01:05:33.430815, cost_time=0:00:09.755605 2021-04-15 01:05:06,850 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.57ms, fps=1343 images/s, loss=0.2165, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:26.433640, arrival_time=2021-04-15 01:05:33.284323, cost_time=0:00:11.661901 2021-04-15 01:05:08,767 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.2184, top1-acc=92.53%, top5-acc=99.85%, remaining_time=0:00:24.441984, arrival_time=2021-04-15 01:05:33.209656, cost_time=0:00:13.578892 2021-04-15 01:05:10,677 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.2189, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:22.457832, arrival_time=2021-04-15 01:05:33.134864, cost_time=0:00:15.488168 2021-04-15 01:05:12,583 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.2221, top1-acc=92.36%, top5-acc=99.84%, remaining_time=0:00:20.487574, arrival_time=2021-04-15 01:05:33.071510, cost_time=0:00:17.395109 2021-04-15 01:05:14,501 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.58ms, fps=1335 images/s, loss=0.2257, top1-acc=92.20%, top5-acc=99.84%, remaining_time=0:00:18.540672, arrival_time=2021-04-15 01:05:33.042612, cost_time=0:00:19.313160 2021-04-15 01:05:16,411 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.2286, top1-acc=92.12%, top5-acc=99.82%, remaining_time=0:00:16.592496, arrival_time=2021-04-15 01:05:33.004246, cost_time=0:00:21.222970 2021-04-15 01:05:18,320 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.2303, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:14.650064, arrival_time=2021-04-15 01:05:32.970525, cost_time=0:00:23.131687 2021-04-15 01:05:20,239 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.2294, top1-acc=92.07%, top5-acc=99.83%, remaining_time=0:00:12.718266, arrival_time=2021-04-15 01:05:32.958186, cost_time=0:00:25.051100 2021-04-15 01:05:22,148 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.2310, top1-acc=92.00%, top5-acc=99.84%, remaining_time=0:00:10.784032, arrival_time=2021-04-15 01:05:32.932843, cost_time=0:00:26.960031 2021-04-15 01:05:24,062 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.2310, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:08.854540, arrival_time=2021-04-15 01:05:32.916931, cost_time=0:00:28.873516 2021-04-15 01:05:25,983 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=2.25ms, fps=1333 images/s, loss=0.2331, top1-acc=91.93%, top5-acc=99.85%, remaining_time=0:00:06.928776, arrival_time=2021-04-15 01:05:32.912176, cost_time=0:00:30.794621 2021-04-15 01:05:27,892 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.67ms, fps=1341 images/s, loss=0.2322, top1-acc=91.95%, top5-acc=99.85%, remaining_time=0:00:05.001776, arrival_time=2021-04-15 01:05:32.894570, cost_time=0:00:32.703927 2021-04-15 01:05:29,810 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.2324, top1-acc=91.96%, top5-acc=99.86%, remaining_time=0:00:03.077424, arrival_time=2021-04-15 01:05:32.887362, cost_time=0:00:34.621062 2021-04-15 01:05:31,725 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.22ms, fps=1337 images/s, loss=0.2330, top1-acc=91.95%, top5-acc=99.86%, remaining_time=0:00:01.153788, arrival_time=2021-04-15 01:05:32.879367, cost_time=0:00:36.536601 2021-04-15 01:05:32,753 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.38ms, fps=1324 images/s, loss=0.2325, top1-acc=91.96%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:32.753433, cost_time=0:00:37.564649 2021-04-15 01:05:33,463 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=2.89ms, fps=3618 images/s, loss=0.4027, top1-acc=86.41%, top5-acc=99.49%, remaining_time=0:00:02.122830, arrival_time=2021-04-15 01:05:35.585796, cost_time=0:00:00.707612 2021-04-15 01:05:34,051 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.34ms, fps=4354 images/s, loss=0.4033, top1-acc=86.13%, top5-acc=99.65%, remaining_time=0:00:01.295980, arrival_time=2021-04-15 01:05:35.347302, cost_time=0:00:01.295989 2021-04-15 01:05:34,641 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.50ms, fps=4343 images/s, loss=0.4205, top1-acc=85.94%, top5-acc=99.53%, remaining_time=0:00:00.628580, arrival_time=2021-04-15 01:05:35.269646, cost_time=0:00:01.885736 2021-04-15 01:05:35,181 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=4296 images/s, loss=0.4155, top1-acc=86.07%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:35.181439, cost_time=0:00:02.426131 2021-04-15 01:05:35,313 INFO : Epoch=0114 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=0:57:35.992646, arrival_time=2021-04-15 02:03:11.306454, cost_time=1:16:21.199566 2021-04-15 01:05:35,316 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 01:05:37,397 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=2.19ms, fps=1230 images/s, loss=0.2254, top1-acc=92.42%, top5-acc=99.92%, remaining_time=0:00:38.715900, arrival_time=2021-04-15 01:06:16.113726, cost_time=0:00:02.081496 2021-04-15 01:05:39,304 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.2157, top1-acc=92.54%, top5-acc=99.94%, remaining_time=0:00:35.093168, arrival_time=2021-04-15 01:06:14.397347, cost_time=0:00:03.987867 2021-04-15 01:05:41,220 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.2127, top1-acc=92.62%, top5-acc=99.91%, remaining_time=0:00:32.671954, arrival_time=2021-04-15 01:06:13.892848, cost_time=0:00:05.904560 2021-04-15 01:05:43,137 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.2086, top1-acc=92.89%, top5-acc=99.93%, remaining_time=0:00:30.503928, arrival_time=2021-04-15 01:06:13.641666, cost_time=0:00:07.821506 2021-04-15 01:05:45,046 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.52ms, fps=1342 images/s, loss=0.2111, top1-acc=92.79%, top5-acc=99.93%, remaining_time=0:00:28.410870, arrival_time=2021-04-15 01:06:13.456853, cost_time=0:00:09.729749 2021-04-15 01:05:46,963 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.2113, top1-acc=92.77%, top5-acc=99.94%, remaining_time=0:00:26.400864, arrival_time=2021-04-15 01:06:13.364531, cost_time=0:00:11.647414 2021-04-15 01:05:48,888 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.29ms, fps=1330 images/s, loss=0.2100, top1-acc=92.88%, top5-acc=99.94%, remaining_time=0:00:24.430392, arrival_time=2021-04-15 01:06:13.319186, cost_time=0:00:13.572471 2021-04-15 01:05:50,797 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.2113, top1-acc=92.84%, top5-acc=99.91%, remaining_time=0:00:22.447276, arrival_time=2021-04-15 01:06:13.244361, cost_time=0:00:15.480844 2021-04-15 01:05:52,710 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.87ms, fps=1339 images/s, loss=0.2130, top1-acc=92.73%, top5-acc=99.90%, remaining_time=0:00:20.485984, arrival_time=2021-04-15 01:06:13.195959, cost_time=0:00:17.393734 2021-04-15 01:05:54,621 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.01ms, fps=1340 images/s, loss=0.2143, top1-acc=92.67%, top5-acc=99.91%, remaining_time=0:00:18.532800, arrival_time=2021-04-15 01:06:13.154082, cost_time=0:00:19.305048 2021-04-15 01:05:56,532 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.78ms, fps=1340 images/s, loss=0.2151, top1-acc=92.61%, top5-acc=99.90%, remaining_time=0:00:16.587078, arrival_time=2021-04-15 01:06:13.119366, cost_time=0:00:21.215989 2021-04-15 01:05:58,446 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.2163, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:14.649304, arrival_time=2021-04-15 01:06:13.095994, cost_time=0:00:23.130440 2021-04-15 01:06:00,351 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.50ms, fps=1344 images/s, loss=0.2168, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:12.710214, arrival_time=2021-04-15 01:06:13.061775, cost_time=0:00:25.035246 2021-04-15 01:06:02,261 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.2163, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:10.777928, arrival_time=2021-04-15 01:06:13.038945, cost_time=0:00:26.944777 2021-04-15 01:06:04,173 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.2174, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:08.849434, arrival_time=2021-04-15 01:06:13.022549, cost_time=0:00:28.856870 2021-04-15 01:06:06,086 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.2177, top1-acc=92.55%, top5-acc=99.87%, remaining_time=0:00:06.923268, arrival_time=2021-04-15 01:06:13.009652, cost_time=0:00:30.770146 2021-04-15 01:06:08,000 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.2185, top1-acc=92.51%, top5-acc=99.87%, remaining_time=0:00:04.998786, arrival_time=2021-04-15 01:06:12.999469, cost_time=0:00:32.684438 2021-04-15 01:06:09,910 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.2192, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:03.075008, arrival_time=2021-04-15 01:06:12.985023, cost_time=0:00:34.593776 2021-04-15 01:06:11,824 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.20ms, fps=1337 images/s, loss=0.2209, top1-acc=92.40%, top5-acc=99.87%, remaining_time=0:00:01.152888, arrival_time=2021-04-15 01:06:12.977390, cost_time=0:00:36.508213 2021-04-15 01:06:12,859 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.38ms, fps=1315 images/s, loss=0.2211, top1-acc=92.38%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:12.858975, cost_time=0:00:37.542745 2021-04-15 01:06:13,577 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.50ms, fps=3575 images/s, loss=0.3515, top1-acc=88.16%, top5-acc=99.45%, remaining_time=0:00:02.148330, arrival_time=2021-04-15 01:06:15.725386, cost_time=0:00:00.716114 2021-04-15 01:06:14,171 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.36ms, fps=4310 images/s, loss=0.3472, top1-acc=88.30%, top5-acc=99.63%, remaining_time=0:00:01.310720, arrival_time=2021-04-15 01:06:15.482231, cost_time=0:00:01.310721 2021-04-15 01:06:14,762 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.41ms, fps=4333 images/s, loss=0.3497, top1-acc=88.19%, top5-acc=99.58%, remaining_time=0:00:00.633970, arrival_time=2021-04-15 01:06:15.396663, cost_time=0:00:01.901907 2021-04-15 01:06:15,305 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=4276 images/s, loss=0.3653, top1-acc=88.20%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:15.305649, cost_time=0:00:02.444804 2021-04-15 01:06:15,514 INFO : Epoch=0115 complete, best val top1-acc=88.33%, top5-acc=99.69% (epoch=110), remaining_time=0:56:55.817395, arrival_time=2021-04-15 02:03:11.331589, cost_time=1:17:01.399981 2021-04-15 01:06:15,515 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 01:06:17,605 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.54ms, fps=1225 images/s, loss=0.2129, top1-acc=92.77%, top5-acc=99.96%, remaining_time=0:00:38.872884, arrival_time=2021-04-15 01:06:56.478551, cost_time=0:00:02.089937 2021-04-15 01:06:19,511 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.46ms, fps=1344 images/s, loss=0.2021, top1-acc=93.22%, top5-acc=99.96%, remaining_time=0:00:35.162512, arrival_time=2021-04-15 01:06:54.673975, cost_time=0:00:03.995732 2021-04-15 01:06:21,425 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.2075, top1-acc=93.05%, top5-acc=99.92%, remaining_time=0:00:32.703162, arrival_time=2021-04-15 01:06:54.129031, cost_time=0:00:05.910219 2021-04-15 01:06:23,351 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.48ms, fps=1330 images/s, loss=0.2015, top1-acc=93.26%, top5-acc=99.90%, remaining_time=0:00:30.559152, arrival_time=2021-04-15 01:06:53.910572, cost_time=0:00:07.835688 2021-04-15 01:06:25,268 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.2069, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:28.479052, arrival_time=2021-04-15 01:06:53.747795, cost_time=0:00:09.753104 2021-04-15 01:06:27,179 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.47ms, fps=1340 images/s, loss=0.2023, top1-acc=93.29%, top5-acc=99.90%, remaining_time=0:00:26.438536, arrival_time=2021-04-15 01:06:53.618242, cost_time=0:00:11.664063 2021-04-15 01:06:29,096 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.2013, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:24.445134, arrival_time=2021-04-15 01:06:53.541450, cost_time=0:00:13.580611 2021-04-15 01:06:31,008 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.2033, top1-acc=93.25%, top5-acc=99.89%, remaining_time=0:00:22.464908, arrival_time=2021-04-15 01:06:53.473629, cost_time=0:00:15.493064 2021-04-15 01:06:32,923 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.2030, top1-acc=93.23%, top5-acc=99.87%, remaining_time=0:00:20.502520, arrival_time=2021-04-15 01:06:53.425961, cost_time=0:00:17.407798 2021-04-15 01:06:34,832 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.2051, top1-acc=93.15%, top5-acc=99.86%, remaining_time=0:00:18.544512, arrival_time=2021-04-15 01:06:53.377394, cost_time=0:00:19.317243 2021-04-15 01:06:36,741 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.2072, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:16.594904, arrival_time=2021-04-15 01:06:53.336578, cost_time=0:00:21.226032 2021-04-15 01:06:38,656 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.2088, top1-acc=93.08%, top5-acc=99.86%, remaining_time=0:00:14.656068, arrival_time=2021-04-15 01:06:53.312844, cost_time=0:00:23.141129 2021-04-15 01:06:40,562 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.52ms, fps=1344 images/s, loss=0.2084, top1-acc=93.08%, top5-acc=99.86%, remaining_time=0:00:12.716154, arrival_time=2021-04-15 01:06:53.278852, cost_time=0:00:25.046984 2021-04-15 01:06:42,477 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.2100, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:00:10.784592, arrival_time=2021-04-15 01:06:53.261651, cost_time=0:00:26.961414 2021-04-15 01:06:44,386 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.2110, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:08.853620, arrival_time=2021-04-15 01:06:53.239826, cost_time=0:00:28.870556 2021-04-15 01:06:46,297 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.2123, top1-acc=92.85%, top5-acc=99.85%, remaining_time=0:00:06.926004, arrival_time=2021-04-15 01:06:53.223922, cost_time=0:00:30.782296 2021-04-15 01:06:48,215 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.32ms, fps=1335 images/s, loss=0.2139, top1-acc=92.79%, top5-acc=99.85%, remaining_time=0:00:05.001178, arrival_time=2021-04-15 01:06:53.216881, cost_time=0:00:32.700062 2021-04-15 01:06:50,120 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.2149, top1-acc=92.77%, top5-acc=99.85%, remaining_time=0:00:03.075984, arrival_time=2021-04-15 01:06:53.196358, cost_time=0:00:34.604740 2021-04-15 01:06:52,033 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.17ms, fps=1338 images/s, loss=0.2145, top1-acc=92.79%, top5-acc=99.85%, remaining_time=0:00:01.153200, arrival_time=2021-04-15 01:06:53.186918, cost_time=0:00:36.518071 2021-04-15 01:06:53,062 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.21ms, fps=1323 images/s, loss=0.2142, top1-acc=92.79%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:53.062344, cost_time=0:00:37.546718 2021-04-15 01:06:53,768 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.20ms, fps=3637 images/s, loss=0.3503, top1-acc=88.01%, top5-acc=99.69%, remaining_time=0:00:02.111820, arrival_time=2021-04-15 01:06:55.879817, cost_time=0:00:00.703942 2021-04-15 01:06:54,359 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.47ms, fps=4329 images/s, loss=0.3384, top1-acc=88.40%, top5-acc=99.67%, remaining_time=0:00:01.295680, arrival_time=2021-04-15 01:06:55.655425, cost_time=0:00:01.295690 2021-04-15 01:06:54,950 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.30ms, fps=4333 images/s, loss=0.3424, top1-acc=88.33%, top5-acc=99.61%, remaining_time=0:00:00.628940, arrival_time=2021-04-15 01:06:55.579867, cost_time=0:00:01.886825 2021-04-15 01:06:55,492 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.06ms, fps=4289 images/s, loss=0.3334, top1-acc=88.59%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:55.492241, cost_time=0:00:02.428217 2021-04-15 01:06:55,739 INFO : Epoch=0116 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:56:15.659364, arrival_time=2021-04-15 02:03:11.398391, cost_time=1:17:41.624835 2021-04-15 01:06:55,740 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 01:06:57,824 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.35ms, fps=1228 images/s, loss=0.1939, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:38.762214, arrival_time=2021-04-15 01:07:36.586803, cost_time=0:00:02.083989 2021-04-15 01:06:59,754 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.51ms, fps=1327 images/s, loss=0.2086, top1-acc=92.93%, top5-acc=99.82%, remaining_time=0:00:35.319856, arrival_time=2021-04-15 01:07:35.073896, cost_time=0:00:04.013624 2021-04-15 01:07:01,669 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.2060, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:32.809900, arrival_time=2021-04-15 01:07:34.479720, cost_time=0:00:05.929492 2021-04-15 01:07:03,593 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.66ms, fps=1331 images/s, loss=0.2053, top1-acc=92.95%, top5-acc=99.85%, remaining_time=0:00:30.628104, arrival_time=2021-04-15 01:07:34.221877, cost_time=0:00:07.853361 2021-04-15 01:07:05,499 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.50ms, fps=1344 images/s, loss=0.2058, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:28.497010, arrival_time=2021-04-15 01:07:33.996571, cost_time=0:00:09.759248 2021-04-15 01:07:07,415 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.2069, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:26.464784, arrival_time=2021-04-15 01:07:33.880720, cost_time=0:00:11.675623 2021-04-15 01:07:09,325 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.2094, top1-acc=92.81%, top5-acc=99.86%, remaining_time=0:00:24.452946, arrival_time=2021-04-15 01:07:33.778333, cost_time=0:00:13.584991 2021-04-15 01:07:11,234 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.2097, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:22.466532, arrival_time=2021-04-15 01:07:33.701053, cost_time=0:00:15.494161 2021-04-15 01:07:13,148 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.2117, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:20.502944, arrival_time=2021-04-15 01:07:33.651380, cost_time=0:00:17.408117 2021-04-15 01:07:15,058 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=2.03ms, fps=1340 images/s, loss=0.2122, top1-acc=92.64%, top5-acc=99.85%, remaining_time=0:00:18.545856, arrival_time=2021-04-15 01:07:33.604758, cost_time=0:00:19.318585 2021-04-15 01:07:16,974 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.2136, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:16.601268, arrival_time=2021-04-15 01:07:33.575733, cost_time=0:00:21.234146 2021-04-15 01:07:18,882 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.2145, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:14.656524, arrival_time=2021-04-15 01:07:33.538776, cost_time=0:00:23.141935 2021-04-15 01:07:20,791 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.69ms, fps=1341 images/s, loss=0.2140, top1-acc=92.63%, top5-acc=99.85%, remaining_time=0:00:12.718068, arrival_time=2021-04-15 01:07:33.509069, cost_time=0:00:25.050681 2021-04-15 01:07:22,708 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.60ms, fps=1336 images/s, loss=0.2145, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:10.787056, arrival_time=2021-04-15 01:07:33.495161, cost_time=0:00:26.967701 2021-04-15 01:07:24,614 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.83ms, fps=1343 images/s, loss=0.2154, top1-acc=92.56%, top5-acc=99.84%, remaining_time=0:00:08.854678, arrival_time=2021-04-15 01:07:33.468992, cost_time=0:00:28.873999 2021-04-15 01:07:26,531 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.56ms, fps=1336 images/s, loss=0.2163, top1-acc=92.54%, top5-acc=99.83%, remaining_time=0:00:06.927948, arrival_time=2021-04-15 01:07:33.459103, cost_time=0:00:30.790825 2021-04-15 01:07:28,439 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.2171, top1-acc=92.47%, top5-acc=99.83%, remaining_time=0:00:05.001074, arrival_time=2021-04-15 01:07:33.440740, cost_time=0:00:32.699351 2021-04-15 01:07:30,348 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.09ms, fps=1342 images/s, loss=0.2166, top1-acc=92.51%, top5-acc=99.84%, remaining_time=0:00:03.076256, arrival_time=2021-04-15 01:07:33.424508, cost_time=0:00:34.607937 2021-04-15 01:07:32,272 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.21ms, fps=1331 images/s, loss=0.2174, top1-acc=92.48%, top5-acc=99.84%, remaining_time=0:00:01.153650, arrival_time=2021-04-15 01:07:33.426163, cost_time=0:00:36.532212 2021-04-15 01:07:33,296 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.23ms, fps=1329 images/s, loss=0.2178, top1-acc=92.48%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:33.296366, cost_time=0:00:37.556069 2021-04-15 01:07:34,004 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.20ms, fps=3623 images/s, loss=0.4032, top1-acc=86.41%, top5-acc=99.61%, remaining_time=0:00:02.119680, arrival_time=2021-04-15 01:07:36.124293, cost_time=0:00:00.706555 2021-04-15 01:07:34,592 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.27ms, fps=4355 images/s, loss=0.4041, top1-acc=86.72%, top5-acc=99.65%, remaining_time=0:00:01.294840, arrival_time=2021-04-15 01:07:35.887684, cost_time=0:00:01.294841 2021-04-15 01:07:35,183 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.48ms, fps=4334 images/s, loss=0.4014, top1-acc=86.65%, top5-acc=99.57%, remaining_time=0:00:00.628620, arrival_time=2021-04-15 01:07:35.812481, cost_time=0:00:01.885853 2021-04-15 01:07:35,724 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=4295 images/s, loss=0.4103, top1-acc=86.49%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:35.724307, cost_time=0:00:02.426328 2021-04-15 01:07:35,826 INFO : Epoch=0117 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:55:35.402891, arrival_time=2021-04-15 02:03:11.229649, cost_time=1:18:21.712559 2021-04-15 01:07:35,827 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 01:07:37,931 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.44ms, fps=1217 images/s, loss=0.2297, top1-acc=91.80%, top5-acc=99.88%, remaining_time=0:00:39.127704, arrival_time=2021-04-15 01:08:17.059429, cost_time=0:00:02.103643 2021-04-15 01:07:39,842 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.2243, top1-acc=91.89%, top5-acc=99.90%, remaining_time=0:00:35.326016, arrival_time=2021-04-15 01:08:15.168410, cost_time=0:00:04.014324 2021-04-15 01:07:41,757 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.2156, top1-acc=92.24%, top5-acc=99.90%, remaining_time=0:00:32.810896, arrival_time=2021-04-15 01:08:14.568705, cost_time=0:00:05.929686 2021-04-15 01:07:43,675 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.2091, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:00:30.606108, arrival_time=2021-04-15 01:08:14.281933, cost_time=0:00:07.847708 2021-04-15 01:07:45,599 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.59ms, fps=1331 images/s, loss=0.2082, top1-acc=92.62%, top5-acc=99.89%, remaining_time=0:00:28.531174, arrival_time=2021-04-15 01:08:14.130192, cost_time=0:00:09.770932 2021-04-15 01:07:47,505 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.50ms, fps=1343 images/s, loss=0.2088, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:26.468048, arrival_time=2021-04-15 01:08:13.973226, cost_time=0:00:11.677093 2021-04-15 01:07:49,411 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.2064, top1-acc=92.74%, top5-acc=99.87%, remaining_time=0:00:24.450426, arrival_time=2021-04-15 01:08:13.862082, cost_time=0:00:13.583581 2021-04-15 01:07:51,326 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.44ms, fps=1337 images/s, loss=0.2037, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:00:22.472912, arrival_time=2021-04-15 01:08:13.799619, cost_time=0:00:15.498549 2021-04-15 01:07:53,242 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.59ms, fps=1337 images/s, loss=0.2045, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:20.509834, arrival_time=2021-04-15 01:08:13.751959, cost_time=0:00:17.414046 2021-04-15 01:07:55,158 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.78ms, fps=1336 images/s, loss=0.2065, top1-acc=92.73%, top5-acc=99.87%, remaining_time=0:00:18.556992, arrival_time=2021-04-15 01:08:13.715265, cost_time=0:00:19.330185 2021-04-15 01:07:57,067 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.2067, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:16.605224, arrival_time=2021-04-15 01:08:13.672536, cost_time=0:00:21.239203 2021-04-15 01:07:58,981 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.2083, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:14.663896, arrival_time=2021-04-15 01:08:13.645517, cost_time=0:00:23.153536 2021-04-15 01:08:00,902 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.44ms, fps=1333 images/s, loss=0.2107, top1-acc=92.56%, top5-acc=99.87%, remaining_time=0:00:12.729882, arrival_time=2021-04-15 01:08:13.631935, cost_time=0:00:25.073971 2021-04-15 01:08:02,806 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.2107, top1-acc=92.59%, top5-acc=99.87%, remaining_time=0:00:10.791424, arrival_time=2021-04-15 01:08:13.597997, cost_time=0:00:26.978493 2021-04-15 01:08:04,721 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.2101, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:08.860520, arrival_time=2021-04-15 01:08:13.581639, cost_time=0:00:28.893054 2021-04-15 01:08:06,630 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.2095, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:06.930432, arrival_time=2021-04-15 01:08:13.560429, cost_time=0:00:30.801922 2021-04-15 01:08:08,539 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.2104, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:05.002894, arrival_time=2021-04-15 01:08:13.542179, cost_time=0:00:32.711166 2021-04-15 01:08:10,457 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.2111, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:03.078176, arrival_time=2021-04-15 01:08:13.535781, cost_time=0:00:34.629527 2021-04-15 01:08:12,368 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.2107, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:01.153908, arrival_time=2021-04-15 01:08:13.522432, cost_time=0:00:36.540426 2021-04-15 01:08:13,394 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.20ms, fps=1326 images/s, loss=0.2114, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:13.394474, cost_time=0:00:37.566405 2021-04-15 01:08:14,130 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.14ms, fps=3487 images/s, loss=0.3817, top1-acc=87.66%, top5-acc=99.65%, remaining_time=0:00:02.202210, arrival_time=2021-04-15 01:08:16.332435, cost_time=0:00:00.734071 2021-04-15 01:08:14,718 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.34ms, fps=4356 images/s, loss=0.3980, top1-acc=87.42%, top5-acc=99.59%, remaining_time=0:00:01.322060, arrival_time=2021-04-15 01:08:16.040275, cost_time=0:00:01.322065 2021-04-15 01:08:15,309 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.54ms, fps=4335 images/s, loss=0.4097, top1-acc=87.28%, top5-acc=99.56%, remaining_time=0:00:00.637640, arrival_time=2021-04-15 01:08:15.946716, cost_time=0:00:01.912922 2021-04-15 01:08:15,850 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.07ms, fps=4290 images/s, loss=0.4087, top1-acc=87.48%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:15.850186, cost_time=0:00:02.454051 2021-04-15 01:08:15,946 INFO : Epoch=0118 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:54:55.171804, arrival_time=2021-04-15 02:03:11.118609, cost_time=1:19:01.832604 2021-04-15 01:08:15,948 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 01:08:18,018 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.30ms, fps=1236 images/s, loss=0.2168, top1-acc=92.66%, top5-acc=99.88%, remaining_time=0:00:38.512044, arrival_time=2021-04-15 01:08:56.530857, cost_time=0:00:02.070542 2021-04-15 01:08:19,924 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.2152, top1-acc=92.56%, top5-acc=99.92%, remaining_time=0:00:34.991264, arrival_time=2021-04-15 01:08:54.915849, cost_time=0:00:03.976282 2021-04-15 01:08:21,848 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.31ms, fps=1331 images/s, loss=0.2086, top1-acc=92.96%, top5-acc=99.90%, remaining_time=0:00:32.645892, arrival_time=2021-04-15 01:08:54.494197, cost_time=0:00:05.899863 2021-04-15 01:08:23,766 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.2135, top1-acc=92.79%, top5-acc=99.90%, remaining_time=0:00:30.492228, arrival_time=2021-04-15 01:08:54.259037, cost_time=0:00:07.818517 2021-04-15 01:08:25,676 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.2147, top1-acc=92.72%, top5-acc=99.89%, remaining_time=0:00:28.404592, arrival_time=2021-04-15 01:08:54.080589, cost_time=0:00:09.727598 2021-04-15 01:08:27,596 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.39ms, fps=1333 images/s, loss=0.2150, top1-acc=92.63%, top5-acc=99.90%, remaining_time=0:00:26.402496, arrival_time=2021-04-15 01:08:53.999036, cost_time=0:00:11.648132 2021-04-15 01:08:29,509 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.2109, top1-acc=92.78%, top5-acc=99.91%, remaining_time=0:00:24.410232, arrival_time=2021-04-15 01:08:53.919797, cost_time=0:00:13.561207 2021-04-15 01:08:31,428 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.83ms, fps=1335 images/s, loss=0.2095, top1-acc=92.82%, top5-acc=99.90%, remaining_time=0:00:22.445884, arrival_time=2021-04-15 01:08:53.874164, cost_time=0:00:15.479913 2021-04-15 01:08:33,347 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.2055, top1-acc=92.94%, top5-acc=99.90%, remaining_time=0:00:20.492768, arrival_time=2021-04-15 01:08:53.840651, cost_time=0:00:17.399502 2021-04-15 01:08:35,260 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.2048, top1-acc=92.96%, top5-acc=99.91%, remaining_time=0:00:18.539712, arrival_time=2021-04-15 01:08:53.800253, cost_time=0:00:19.312240 2021-04-15 01:08:37,173 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.2063, top1-acc=92.92%, top5-acc=99.91%, remaining_time=0:00:16.594044, arrival_time=2021-04-15 01:08:53.767368, cost_time=0:00:21.224953 2021-04-15 01:08:39,090 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.2066, top1-acc=92.90%, top5-acc=99.90%, remaining_time=0:00:14.656676, arrival_time=2021-04-15 01:08:53.747039, cost_time=0:00:23.142090 2021-04-15 01:08:40,996 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.45ms, fps=1343 images/s, loss=0.2083, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:12.716814, arrival_time=2021-04-15 01:08:53.713371, cost_time=0:00:25.048259 2021-04-15 01:08:42,919 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.47ms, fps=1332 images/s, loss=0.2097, top1-acc=92.76%, top5-acc=99.90%, remaining_time=0:00:10.788232, arrival_time=2021-04-15 01:08:53.707226, cost_time=0:00:26.970621 2021-04-15 01:08:44,830 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.2113, top1-acc=92.72%, top5-acc=99.90%, remaining_time=0:00:08.857300, arrival_time=2021-04-15 01:08:53.688027, cost_time=0:00:28.882437 2021-04-15 01:08:46,739 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.2111, top1-acc=92.71%, top5-acc=99.90%, remaining_time=0:00:06.928020, arrival_time=2021-04-15 01:08:53.667504, cost_time=0:00:30.791205 2021-04-15 01:08:48,651 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.2117, top1-acc=92.71%, top5-acc=99.89%, remaining_time=0:00:05.001724, arrival_time=2021-04-15 01:08:53.653558, cost_time=0:00:32.703555 2021-04-15 01:08:50,558 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.64ms, fps=1343 images/s, loss=0.2125, top1-acc=92.66%, top5-acc=99.89%, remaining_time=0:00:03.076448, arrival_time=2021-04-15 01:08:53.634753, cost_time=0:00:34.610024 2021-04-15 01:08:52,470 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.27ms, fps=1339 images/s, loss=0.2126, top1-acc=92.65%, top5-acc=99.89%, remaining_time=0:00:01.153350, arrival_time=2021-04-15 01:08:53.624301, cost_time=0:00:36.522664 2021-04-15 01:08:53,500 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.19ms, fps=1322 images/s, loss=0.2141, top1-acc=92.64%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:53.500361, cost_time=0:00:37.552094 2021-04-15 01:08:54,210 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.51ms, fps=3615 images/s, loss=0.4104, top1-acc=86.45%, top5-acc=99.34%, remaining_time=0:00:02.124420, arrival_time=2021-04-15 01:08:56.334797, cost_time=0:00:00.708142 2021-04-15 01:08:54,801 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.56ms, fps=4334 images/s, loss=0.4116, top1-acc=86.56%, top5-acc=99.45%, remaining_time=0:00:01.299360, arrival_time=2021-04-15 01:08:56.100866, cost_time=0:00:01.299369 2021-04-15 01:08:55,392 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.38ms, fps=4333 images/s, loss=0.3981, top1-acc=86.78%, top5-acc=99.53%, remaining_time=0:00:00.630160, arrival_time=2021-04-15 01:08:56.022807, cost_time=0:00:01.890471 2021-04-15 01:08:55,933 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=4291 images/s, loss=0.3964, top1-acc=86.72%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:55.933741, cost_time=0:00:02.431621 2021-04-15 01:08:56,072 INFO : Epoch=0119 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:54:14.946039, arrival_time=2021-04-15 02:03:11.018028, cost_time=1:19:41.957790 2021-04-15 01:08:56,073 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 01:08:58,193 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.37ms, fps=1208 images/s, loss=0.2200, top1-acc=92.54%, top5-acc=99.92%, remaining_time=0:00:39.432744, arrival_time=2021-04-15 01:09:37.626309, cost_time=0:00:02.120039 2021-04-15 01:09:00,103 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.2201, top1-acc=92.73%, top5-acc=99.90%, remaining_time=0:00:35.463296, arrival_time=2021-04-15 01:09:35.566737, cost_time=0:00:04.029927 2021-04-15 01:09:02,026 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.44ms, fps=1332 images/s, loss=0.2160, top1-acc=92.75%, top5-acc=99.93%, remaining_time=0:00:32.936890, arrival_time=2021-04-15 01:09:34.962951, cost_time=0:00:05.952452 2021-04-15 01:09:03,950 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=0.2119, top1-acc=92.85%, top5-acc=99.89%, remaining_time=0:00:30.718896, arrival_time=2021-04-15 01:09:34.668968, cost_time=0:00:07.876637 2021-04-15 01:09:05,866 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.2098, top1-acc=92.90%, top5-acc=99.88%, remaining_time=0:00:28.595268, arrival_time=2021-04-15 01:09:34.461599, cost_time=0:00:09.792906 2021-04-15 01:09:07,772 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.2076, top1-acc=92.94%, top5-acc=99.88%, remaining_time=0:00:26.517416, arrival_time=2021-04-15 01:09:34.289691, cost_time=0:00:11.698844 2021-04-15 01:09:09,689 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.2090, top1-acc=92.89%, top5-acc=99.86%, remaining_time=0:00:24.508638, arrival_time=2021-04-15 01:09:34.198054, cost_time=0:00:13.615915 2021-04-15 01:09:11,599 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.2060, top1-acc=92.97%, top5-acc=99.86%, remaining_time=0:00:22.513164, arrival_time=2021-04-15 01:09:34.112873, cost_time=0:00:15.526284 2021-04-15 01:09:13,508 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.2040, top1-acc=93.05%, top5-acc=99.88%, remaining_time=0:00:20.534638, arrival_time=2021-04-15 01:09:34.043173, cost_time=0:00:17.435035 2021-04-15 01:09:15,425 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.2046, top1-acc=93.01%, top5-acc=99.87%, remaining_time=0:00:18.577824, arrival_time=2021-04-15 01:09:34.003195, cost_time=0:00:19.351899 2021-04-15 01:09:17,350 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.41ms, fps=1330 images/s, loss=0.2055, top1-acc=92.99%, top5-acc=99.87%, remaining_time=0:00:16.634894, arrival_time=2021-04-15 01:09:33.985596, cost_time=0:00:21.277230 2021-04-15 01:09:19,265 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.2060, top1-acc=92.95%, top5-acc=99.87%, remaining_time=0:00:14.688216, arrival_time=2021-04-15 01:09:33.953614, cost_time=0:00:23.191974 2021-04-15 01:09:21,178 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.2067, top1-acc=92.93%, top5-acc=99.87%, remaining_time=0:00:12.745656, arrival_time=2021-04-15 01:09:33.924208, cost_time=0:00:25.105130 2021-04-15 01:09:23,090 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.2075, top1-acc=92.88%, top5-acc=99.87%, remaining_time=0:00:10.806936, arrival_time=2021-04-15 01:09:33.897813, cost_time=0:00:27.017309 2021-04-15 01:09:25,005 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.2074, top1-acc=92.87%, top5-acc=99.88%, remaining_time=0:00:08.872572, arrival_time=2021-04-15 01:09:33.878336, cost_time=0:00:28.932341 2021-04-15 01:09:26,921 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=4.24ms, fps=1337 images/s, loss=0.2077, top1-acc=92.86%, top5-acc=99.88%, remaining_time=0:00:06.940764, arrival_time=2021-04-15 01:09:33.861996, cost_time=0:00:30.847799 2021-04-15 01:09:28,828 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.2088, top1-acc=92.82%, top5-acc=99.87%, remaining_time=0:00:05.009654, arrival_time=2021-04-15 01:09:33.838446, cost_time=0:00:32.755367 2021-04-15 01:09:30,760 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.90ms, fps=1332 images/s, loss=0.2100, top1-acc=92.80%, top5-acc=99.87%, remaining_time=0:00:03.083328, arrival_time=2021-04-15 01:09:33.844112, cost_time=0:00:34.687355 2021-04-15 01:09:32,666 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.2109, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:01.155582, arrival_time=2021-04-15 01:09:33.822442, cost_time=0:00:36.593443 2021-04-15 01:09:33,694 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.25ms, fps=1324 images/s, loss=0.2118, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:33.694727, cost_time=0:00:37.621315 2021-04-15 01:09:34,399 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.22ms, fps=3641 images/s, loss=0.4166, top1-acc=86.29%, top5-acc=99.53%, remaining_time=0:00:02.109090, arrival_time=2021-04-15 01:09:36.508580, cost_time=0:00:00.703029 2021-04-15 01:09:34,992 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.30ms, fps=4318 images/s, loss=0.4258, top1-acc=85.92%, top5-acc=99.59%, remaining_time=0:00:01.296200, arrival_time=2021-04-15 01:09:36.288865, cost_time=0:00:01.296203 2021-04-15 01:09:35,582 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.11ms, fps=4343 images/s, loss=0.4351, top1-acc=85.56%, top5-acc=99.58%, remaining_time=0:00:00.628680, arrival_time=2021-04-15 01:09:36.211179, cost_time=0:00:01.886044 2021-04-15 01:09:36,123 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=4293 images/s, loss=0.4272, top1-acc=85.82%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:36.123290, cost_time=0:00:02.426864 2021-04-15 01:09:36,233 INFO : Epoch=0120 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:53:34.745920, arrival_time=2021-04-15 02:03:10.978984, cost_time=1:20:22.118857 2021-04-15 01:09:36,234 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 01:09:38,333 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.46ms, fps=1219 images/s, loss=0.1844, top1-acc=93.63%, top5-acc=99.96%, remaining_time=0:00:39.048282, arrival_time=2021-04-15 01:10:17.382166, cost_time=0:00:02.099373 2021-04-15 01:09:40,241 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.1825, top1-acc=93.67%, top5-acc=99.96%, remaining_time=0:00:35.258080, arrival_time=2021-04-15 01:10:15.499189, cost_time=0:00:04.006603 2021-04-15 01:09:42,157 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.32ms, fps=1336 images/s, loss=0.1842, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:00:32.775538, arrival_time=2021-04-15 01:10:14.933345, cost_time=0:00:05.923286 2021-04-15 01:09:44,073 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.1863, top1-acc=93.46%, top5-acc=99.92%, remaining_time=0:00:30.571320, arrival_time=2021-04-15 01:10:14.644559, cost_time=0:00:07.838799 2021-04-15 01:09:45,981 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.1865, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:00:28.460510, arrival_time=2021-04-15 01:10:14.441701, cost_time=0:00:09.746766 2021-04-15 01:09:47,889 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.1917, top1-acc=93.19%, top5-acc=99.90%, remaining_time=0:00:26.418272, arrival_time=2021-04-15 01:10:14.308017, cost_time=0:00:11.655133 2021-04-15 01:09:49,803 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.1960, top1-acc=93.05%, top5-acc=99.90%, remaining_time=0:00:24.424848, arrival_time=2021-04-15 01:10:14.228617, cost_time=0:00:13.569331 2021-04-15 01:09:51,705 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.37ms, fps=1346 images/s, loss=0.1974, top1-acc=93.03%, top5-acc=99.90%, remaining_time=0:00:22.433240, arrival_time=2021-04-15 01:10:14.138887, cost_time=0:00:15.471232 2021-04-15 01:09:53,620 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.1992, top1-acc=93.01%, top5-acc=99.90%, remaining_time=0:00:20.476656, arrival_time=2021-04-15 01:10:14.096887, cost_time=0:00:17.385808 2021-04-15 01:09:55,529 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.55ms, fps=1341 images/s, loss=0.1985, top1-acc=93.04%, top5-acc=99.89%, remaining_time=0:00:18.523680, arrival_time=2021-04-15 01:10:14.053592, cost_time=0:00:19.295491 2021-04-15 01:09:57,435 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.57ms, fps=1344 images/s, loss=0.1961, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:16.574952, arrival_time=2021-04-15 01:10:14.009917, cost_time=0:00:21.200551 2021-04-15 01:09:59,353 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.1962, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:14.642160, arrival_time=2021-04-15 01:10:13.995773, cost_time=0:00:23.119180 2021-04-15 01:10:01,263 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.1965, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:12.706782, arrival_time=2021-04-15 01:10:13.969799, cost_time=0:00:25.028491 2021-04-15 01:10:03,171 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.1971, top1-acc=93.06%, top5-acc=99.89%, remaining_time=0:00:10.774680, arrival_time=2021-04-15 01:10:13.945769, cost_time=0:00:26.936663 2021-04-15 01:10:05,085 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.1974, top1-acc=93.03%, top5-acc=99.89%, remaining_time=0:00:08.847732, arrival_time=2021-04-15 01:10:13.933453, cost_time=0:00:28.851283 2021-04-15 01:10:06,996 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.1983, top1-acc=92.99%, top5-acc=99.88%, remaining_time=0:00:06.921504, arrival_time=2021-04-15 01:10:13.918148, cost_time=0:00:30.762220 2021-04-15 01:10:08,910 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.1987, top1-acc=93.01%, top5-acc=99.87%, remaining_time=0:00:04.997512, arrival_time=2021-04-15 01:10:13.907952, cost_time=0:00:32.676013 2021-04-15 01:10:10,820 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.2002, top1-acc=92.96%, top5-acc=99.87%, remaining_time=0:00:03.074352, arrival_time=2021-04-15 01:10:13.895293, cost_time=0:00:34.586514 2021-04-15 01:10:12,726 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.45ms, fps=1344 images/s, loss=0.2009, top1-acc=92.99%, top5-acc=99.87%, remaining_time=0:00:01.152372, arrival_time=2021-04-15 01:10:13.878631, cost_time=0:00:36.491841 2021-04-15 01:10:13,754 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.31ms, fps=1323 images/s, loss=0.2028, top1-acc=92.94%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:13.754616, cost_time=0:00:37.520199 2021-04-15 01:10:14,473 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.31ms, fps=3572 images/s, loss=0.4060, top1-acc=86.60%, top5-acc=99.45%, remaining_time=0:00:02.149800, arrival_time=2021-04-15 01:10:16.622832, cost_time=0:00:00.716597 2021-04-15 01:10:15,062 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.46ms, fps=4343 images/s, loss=0.4111, top1-acc=86.50%, top5-acc=99.49%, remaining_time=0:00:01.306340, arrival_time=2021-04-15 01:10:16.369117, cost_time=0:00:01.306345 2021-04-15 01:10:15,653 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.90ms, fps=4336 images/s, loss=0.4158, top1-acc=86.48%, top5-acc=99.45%, remaining_time=0:00:00.632380, arrival_time=2021-04-15 01:10:16.285984, cost_time=0:00:01.897140 2021-04-15 01:10:16,196 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=4278 images/s, loss=0.4094, top1-acc=86.75%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:16.196309, cost_time=0:00:02.439908 2021-04-15 01:10:16,299 INFO : Epoch=0121 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:52:54.484650, arrival_time=2021-04-15 02:03:10.784216, cost_time=1:21:02.185364 2021-04-15 01:10:16,300 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 01:10:18,384 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.30ms, fps=1229 images/s, loss=0.2194, top1-acc=92.30%, top5-acc=99.92%, remaining_time=0:00:38.751054, arrival_time=2021-04-15 01:10:57.135445, cost_time=0:00:02.083392 2021-04-15 01:10:20,293 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.2084, top1-acc=92.62%, top5-acc=99.90%, remaining_time=0:00:35.130480, arrival_time=2021-04-15 01:10:55.423581, cost_time=0:00:03.992096 2021-04-15 01:10:22,209 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.1984, top1-acc=93.02%, top5-acc=99.92%, remaining_time=0:00:32.691874, arrival_time=2021-04-15 01:10:54.901051, cost_time=0:00:05.908162 2021-04-15 01:10:24,129 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.86ms, fps=1334 images/s, loss=0.1944, top1-acc=93.23%, top5-acc=99.91%, remaining_time=0:00:30.529200, arrival_time=2021-04-15 01:10:54.658189, cost_time=0:00:07.827981 2021-04-15 01:10:26,039 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.1987, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:28.435544, arrival_time=2021-04-15 01:10:54.474737, cost_time=0:00:09.738176 2021-04-15 01:10:27,953 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.1982, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:26.412968, arrival_time=2021-04-15 01:10:54.366714, cost_time=0:00:11.652754 2021-04-15 01:10:29,860 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.1985, top1-acc=93.08%, top5-acc=99.89%, remaining_time=0:00:24.406704, arrival_time=2021-04-15 01:10:54.267076, cost_time=0:00:13.559289 2021-04-15 01:10:31,775 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.1999, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:22.438228, arrival_time=2021-04-15 01:10:54.213819, cost_time=0:00:15.474605 2021-04-15 01:10:33,683 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.2001, top1-acc=93.03%, top5-acc=99.88%, remaining_time=0:00:20.472840, arrival_time=2021-04-15 01:10:54.156496, cost_time=0:00:17.382640 2021-04-15 01:10:35,593 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.2026, top1-acc=92.95%, top5-acc=99.88%, remaining_time=0:00:18.521184, arrival_time=2021-04-15 01:10:54.115052, cost_time=0:00:19.292885 2021-04-15 01:10:37,508 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.2036, top1-acc=92.90%, top5-acc=99.89%, remaining_time=0:00:16.580370, arrival_time=2021-04-15 01:10:54.088801, cost_time=0:00:21.207427 2021-04-15 01:10:39,412 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.2049, top1-acc=92.87%, top5-acc=99.89%, remaining_time=0:00:14.637372, arrival_time=2021-04-15 01:10:54.050069, cost_time=0:00:23.111696 2021-04-15 01:10:41,327 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.2044, top1-acc=92.90%, top5-acc=99.89%, remaining_time=0:00:12.705660, arrival_time=2021-04-15 01:10:54.033021, cost_time=0:00:25.026360 2021-04-15 01:10:43,242 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.66ms, fps=1337 images/s, loss=0.2050, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:10.776752, arrival_time=2021-04-15 01:10:54.019615, cost_time=0:00:26.941860 2021-04-15 01:10:45,157 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.2062, top1-acc=92.84%, top5-acc=99.90%, remaining_time=0:00:08.849342, arrival_time=2021-04-15 01:10:54.006841, cost_time=0:00:28.856493 2021-04-15 01:10:47,068 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.2066, top1-acc=92.82%, top5-acc=99.90%, remaining_time=0:00:06.922764, arrival_time=2021-04-15 01:10:53.991536, cost_time=0:00:30.767777 2021-04-15 01:10:48,990 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.35ms, fps=1332 images/s, loss=0.2074, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:04.999540, arrival_time=2021-04-15 01:10:53.989967, cost_time=0:00:32.689327 2021-04-15 01:10:50,902 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.2085, top1-acc=92.79%, top5-acc=99.90%, remaining_time=0:00:03.075696, arrival_time=2021-04-15 01:10:53.978408, cost_time=0:00:34.601522 2021-04-15 01:10:52,820 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.21ms, fps=1336 images/s, loss=0.2085, top1-acc=92.81%, top5-acc=99.90%, remaining_time=0:00:01.153230, arrival_time=2021-04-15 01:10:53.973267, cost_time=0:00:36.519026 2021-04-15 01:10:53,844 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.24ms, fps=1328 images/s, loss=0.2097, top1-acc=92.77%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:53.844880, cost_time=0:00:37.543895 2021-04-15 01:10:54,580 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=2.18ms, fps=3489 images/s, loss=0.3773, top1-acc=87.34%, top5-acc=99.45%, remaining_time=0:00:02.201280, arrival_time=2021-04-15 01:10:56.781696, cost_time=0:00:00.733765 2021-04-15 01:10:55,171 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.17ms, fps=4337 images/s, loss=0.3764, top1-acc=87.40%, top5-acc=99.49%, remaining_time=0:00:01.324560, arrival_time=2021-04-15 01:10:56.495706, cost_time=0:00:01.324557 2021-04-15 01:10:55,763 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.35ms, fps=4323 images/s, loss=0.3758, top1-acc=87.38%, top5-acc=99.53%, remaining_time=0:00:00.639060, arrival_time=2021-04-15 01:10:56.402810, cost_time=0:00:01.917176 2021-04-15 01:10:56,306 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=4274 images/s, loss=0.3883, top1-acc=87.44%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:56.306885, cost_time=0:00:02.460337 2021-04-15 01:10:56,440 INFO : Epoch=0122 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:52:14.274156, arrival_time=2021-04-15 02:03:10.714586, cost_time=1:21:42.326233 2021-04-15 01:10:56,441 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 01:10:58,533 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.35ms, fps=1224 images/s, loss=0.2003, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:38.897808, arrival_time=2021-04-15 01:11:37.431020, cost_time=0:00:02.091275 2021-04-15 01:11:00,440 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.1877, top1-acc=93.57%, top5-acc=99.92%, remaining_time=0:00:35.185216, arrival_time=2021-04-15 01:11:35.625489, cost_time=0:00:03.998327 2021-04-15 01:11:02,363 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.47ms, fps=1332 images/s, loss=0.1920, top1-acc=93.42%, top5-acc=99.91%, remaining_time=0:00:32.763918, arrival_time=2021-04-15 01:11:35.127062, cost_time=0:00:05.921204 2021-04-15 01:11:04,284 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.52ms, fps=1333 images/s, loss=0.1893, top1-acc=93.45%, top5-acc=99.89%, remaining_time=0:00:30.587544, arrival_time=2021-04-15 01:11:34.872350, cost_time=0:00:07.842940 2021-04-15 01:11:06,203 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.1859, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:28.502850, arrival_time=2021-04-15 01:11:34.705969, cost_time=0:00:09.761267 2021-04-15 01:11:08,111 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=2.03ms, fps=1342 images/s, loss=0.1876, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:26.451048, arrival_time=2021-04-15 01:11:34.562543, cost_time=0:00:11.669566 2021-04-15 01:11:10,024 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.1885, top1-acc=93.45%, top5-acc=99.90%, remaining_time=0:00:24.448662, arrival_time=2021-04-15 01:11:34.473140, cost_time=0:00:13.582605 2021-04-15 01:11:11,933 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.1892, top1-acc=93.51%, top5-acc=99.89%, remaining_time=0:00:22.463400, arrival_time=2021-04-15 01:11:34.397231, cost_time=0:00:15.491965 2021-04-15 01:11:13,843 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.46ms, fps=1341 images/s, loss=0.1909, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:20.495524, arrival_time=2021-04-15 01:11:34.339233, cost_time=0:00:17.401862 2021-04-15 01:11:15,762 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.50ms, fps=1334 images/s, loss=0.1926, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:18.547776, arrival_time=2021-04-15 01:11:34.310266, cost_time=0:00:19.320638 2021-04-15 01:11:17,671 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.1934, top1-acc=93.33%, top5-acc=99.88%, remaining_time=0:00:16.597742, arrival_time=2021-04-15 01:11:34.269298, cost_time=0:00:21.229708 2021-04-15 01:11:19,588 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.1946, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:14.659184, arrival_time=2021-04-15 01:11:34.247174, cost_time=0:00:23.146130 2021-04-15 01:11:21,499 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.1984, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:12.721434, arrival_time=2021-04-15 01:11:34.220788, cost_time=0:00:25.057416 2021-04-15 01:11:23,407 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.2000, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:10.786384, arrival_time=2021-04-15 01:11:34.194128, cost_time=0:00:26.965891 2021-04-15 01:11:25,329 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.37ms, fps=1333 images/s, loss=0.2002, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:08.858726, arrival_time=2021-04-15 01:11:34.187744, cost_time=0:00:28.887156 2021-04-15 01:11:27,231 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.30ms, fps=1346 images/s, loss=0.2000, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:06.927696, arrival_time=2021-04-15 01:11:34.159280, cost_time=0:00:30.789729 2021-04-15 01:11:29,141 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.2009, top1-acc=93.04%, top5-acc=99.87%, remaining_time=0:00:05.001100, arrival_time=2021-04-15 01:11:34.142376, cost_time=0:00:32.699425 2021-04-15 01:11:31,050 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.2006, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:03.076320, arrival_time=2021-04-15 01:11:34.126720, cost_time=0:00:34.608546 2021-04-15 01:11:32,956 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.10ms, fps=1344 images/s, loss=0.2012, top1-acc=93.04%, top5-acc=99.87%, remaining_time=0:00:01.153080, arrival_time=2021-04-15 01:11:34.109156, cost_time=0:00:36.514234 2021-04-15 01:11:33,987 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.22ms, fps=1319 images/s, loss=0.2015, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:33.987419, cost_time=0:00:37.545581 2021-04-15 01:11:34,691 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=2.33ms, fps=3643 images/s, loss=0.3752, top1-acc=87.66%, top5-acc=99.57%, remaining_time=0:00:02.107980, arrival_time=2021-04-15 01:11:36.799754, cost_time=0:00:00.702663 2021-04-15 01:11:35,284 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.31ms, fps=4325 images/s, loss=0.3577, top1-acc=88.20%, top5-acc=99.55%, remaining_time=0:00:01.294940, arrival_time=2021-04-15 01:11:36.578994, cost_time=0:00:01.294945 2021-04-15 01:11:35,873 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.21ms, fps=4349 images/s, loss=0.3600, top1-acc=88.01%, top5-acc=99.56%, remaining_time=0:00:00.627990, arrival_time=2021-04-15 01:11:36.501070, cost_time=0:00:01.883984 2021-04-15 01:11:36,413 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=4298 images/s, loss=0.3528, top1-acc=88.32%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:36.413146, cost_time=0:00:02.424068 2021-04-15 01:11:36,541 INFO : Epoch=0123 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:51:34.039564, arrival_time=2021-04-15 02:03:10.580663, cost_time=1:22:22.426897 2021-04-15 01:11:36,542 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 01:11:38,647 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.33ms, fps=1216 images/s, loss=0.1985, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:00:39.153186, arrival_time=2021-04-15 01:12:17.800606, cost_time=0:00:02.105009 2021-04-15 01:11:40,557 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.63ms, fps=1341 images/s, loss=0.1820, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:35.330944, arrival_time=2021-04-15 01:12:15.888229, cost_time=0:00:04.014879 2021-04-15 01:11:42,471 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.1851, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:32.809900, arrival_time=2021-04-15 01:12:15.281814, cost_time=0:00:05.929507 2021-04-15 01:11:44,389 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.1848, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:30.602832, arrival_time=2021-04-15 01:12:14.992101, cost_time=0:00:07.846860 2021-04-15 01:11:46,301 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.1863, top1-acc=93.43%, top5-acc=99.90%, remaining_time=0:00:28.496572, arrival_time=2021-04-15 01:12:14.798085, cost_time=0:00:09.759106 2021-04-15 01:11:48,223 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.82ms, fps=1332 images/s, loss=0.1870, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:26.478112, arrival_time=2021-04-15 01:12:14.702023, cost_time=0:00:11.681500 2021-04-15 01:11:50,130 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.64ms, fps=1343 images/s, loss=0.1866, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:24.458112, arrival_time=2021-04-15 01:12:14.588449, cost_time=0:00:13.587852 2021-04-15 01:11:52,044 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.1867, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:22.477320, arrival_time=2021-04-15 01:12:14.521396, cost_time=0:00:15.501629 2021-04-15 01:11:53,953 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.1880, top1-acc=93.43%, top5-acc=99.91%, remaining_time=0:00:20.506442, arrival_time=2021-04-15 01:12:14.459943, cost_time=0:00:17.411093 2021-04-15 01:11:55,859 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.1893, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:18.544032, arrival_time=2021-04-15 01:12:14.403186, cost_time=0:00:19.316735 2021-04-15 01:11:57,774 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.1899, top1-acc=93.43%, top5-acc=99.89%, remaining_time=0:00:16.599290, arrival_time=2021-04-15 01:12:14.373366, cost_time=0:00:21.231664 2021-04-15 01:11:59,681 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.64ms, fps=1342 images/s, loss=0.1902, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:14.655004, arrival_time=2021-04-15 01:12:14.336904, cost_time=0:00:23.139493 2021-04-15 01:12:01,588 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.1928, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:12.715626, arrival_time=2021-04-15 01:12:14.303982, cost_time=0:00:25.045960 2021-04-15 01:12:03,503 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.1937, top1-acc=93.18%, top5-acc=99.88%, remaining_time=0:00:10.784480, arrival_time=2021-04-15 01:12:14.288026, cost_time=0:00:26.961141 2021-04-15 01:12:05,407 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.38ms, fps=1345 images/s, loss=0.1960, top1-acc=93.06%, top5-acc=99.88%, remaining_time=0:00:08.851826, arrival_time=2021-04-15 01:12:14.258827, cost_time=0:00:28.864591 2021-04-15 01:12:07,315 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.1969, top1-acc=93.05%, top5-acc=99.88%, remaining_time=0:00:06.923952, arrival_time=2021-04-15 01:12:14.239515, cost_time=0:00:30.773155 2021-04-15 01:12:09,227 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.1971, top1-acc=93.03%, top5-acc=99.88%, remaining_time=0:00:04.998968, arrival_time=2021-04-15 01:12:14.226896, cost_time=0:00:32.685522 2021-04-15 01:12:11,132 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.1972, top1-acc=93.07%, top5-acc=99.88%, remaining_time=0:00:03.074656, arrival_time=2021-04-15 01:12:14.207025, cost_time=0:00:34.589963 2021-04-15 01:12:13,043 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=0.1981, top1-acc=93.04%, top5-acc=99.88%, remaining_time=0:00:01.152666, arrival_time=2021-04-15 01:12:14.196243, cost_time=0:00:36.501166 2021-04-15 01:12:14,076 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.16ms, fps=1317 images/s, loss=0.1989, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:14.076268, cost_time=0:00:37.533874 2021-04-15 01:12:14,825 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.19ms, fps=3424 images/s, loss=0.3579, top1-acc=88.98%, top5-acc=99.41%, remaining_time=0:00:02.243220, arrival_time=2021-04-15 01:12:17.068979, cost_time=0:00:00.747742 2021-04-15 01:12:15,416 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.72ms, fps=4339 images/s, loss=0.3622, top1-acc=88.38%, top5-acc=99.59%, remaining_time=0:00:01.338160, arrival_time=2021-04-15 01:12:16.754328, cost_time=0:00:01.338153 2021-04-15 01:12:16,007 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.27ms, fps=4334 images/s, loss=0.3635, top1-acc=88.10%, top5-acc=99.61%, remaining_time=0:00:00.643060, arrival_time=2021-04-15 01:12:16.650275, cost_time=0:00:01.929193 2021-04-15 01:12:16,547 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=4294 images/s, loss=0.3574, top1-acc=88.13%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:16.547783, cost_time=0:00:02.469797 2021-04-15 01:12:16,667 INFO : Epoch=0124 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:50:53.822728, arrival_time=2021-04-15 02:03:10.489837, cost_time=1:23:02.552914 2021-04-15 01:12:16,668 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 01:12:18,802 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=7.32ms, fps=1200 images/s, loss=0.1959, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:39.687192, arrival_time=2021-04-15 01:12:58.489478, cost_time=0:00:02.133725 2021-04-15 01:12:20,715 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.1893, top1-acc=93.55%, top5-acc=99.94%, remaining_time=0:00:35.609904, arrival_time=2021-04-15 01:12:56.325001, cost_time=0:00:04.046578 2021-04-15 01:12:22,636 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.15ms, fps=1333 images/s, loss=0.1862, top1-acc=93.62%, top5-acc=99.95%, remaining_time=0:00:33.021716, arrival_time=2021-04-15 01:12:55.658003, cost_time=0:00:05.967776 2021-04-15 01:12:24,553 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.1823, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:30.750252, arrival_time=2021-04-15 01:12:55.303379, cost_time=0:00:07.884697 2021-04-15 01:12:26,463 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.47ms, fps=1340 images/s, loss=0.1848, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:28.600962, arrival_time=2021-04-15 01:12:55.064252, cost_time=0:00:09.794826 2021-04-15 01:12:28,370 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.1826, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:26.523944, arrival_time=2021-04-15 01:12:54.894086, cost_time=0:00:11.701717 2021-04-15 01:12:30,286 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.1828, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:24.511410, arrival_time=2021-04-15 01:12:54.797439, cost_time=0:00:13.617416 2021-04-15 01:12:32,196 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.1827, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:22.515832, arrival_time=2021-04-15 01:12:54.712445, cost_time=0:00:15.528183 2021-04-15 01:12:34,105 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.82ms, fps=1341 images/s, loss=0.1842, top1-acc=93.70%, top5-acc=99.88%, remaining_time=0:00:20.537182, arrival_time=2021-04-15 01:12:54.642847, cost_time=0:00:17.437241 2021-04-15 01:12:36,026 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.60ms, fps=1333 images/s, loss=0.1851, top1-acc=93.66%, top5-acc=99.89%, remaining_time=0:00:18.583968, arrival_time=2021-04-15 01:12:54.610681, cost_time=0:00:19.358294 2021-04-15 01:12:37,933 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.1861, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:16.625090, arrival_time=2021-04-15 01:12:54.558117, cost_time=0:00:21.264607 2021-04-15 01:12:39,848 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.50ms, fps=1337 images/s, loss=0.1859, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:14.680692, arrival_time=2021-04-15 01:12:54.529130, cost_time=0:00:23.180010 2021-04-15 01:12:41,759 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.1862, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:12.738726, arrival_time=2021-04-15 01:12:54.498631, cost_time=0:00:25.091401 2021-04-15 01:12:43,669 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.1864, top1-acc=93.60%, top5-acc=99.88%, remaining_time=0:00:10.800384, arrival_time=2021-04-15 01:12:54.469763, cost_time=0:00:27.000954 2021-04-15 01:12:45,584 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.1869, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:00:08.867466, arrival_time=2021-04-15 01:12:54.451574, cost_time=0:00:28.915675 2021-04-15 01:12:47,493 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.62ms, fps=1341 images/s, loss=0.1871, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:06.935652, arrival_time=2021-04-15 01:12:54.429194, cost_time=0:00:30.825119 2021-04-15 01:12:49,408 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.58ms, fps=1337 images/s, loss=0.1880, top1-acc=93.51%, top5-acc=99.88%, remaining_time=0:00:05.007236, arrival_time=2021-04-15 01:12:54.415328, cost_time=0:00:32.739665 2021-04-15 01:12:51,317 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.1880, top1-acc=93.51%, top5-acc=99.88%, remaining_time=0:00:03.079952, arrival_time=2021-04-15 01:12:54.397844, cost_time=0:00:34.649467 2021-04-15 01:12:53,228 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.21ms, fps=1340 images/s, loss=0.1895, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:01.154544, arrival_time=2021-04-15 01:12:54.383435, cost_time=0:00:36.560474 2021-04-15 01:12:54,258 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.22ms, fps=1321 images/s, loss=0.1893, top1-acc=93.45%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:54.258869, cost_time=0:00:37.590461 2021-04-15 01:12:54,972 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=2.48ms, fps=3595 images/s, loss=0.3585, top1-acc=88.40%, top5-acc=99.65%, remaining_time=0:00:02.136360, arrival_time=2021-04-15 01:12:57.108990, cost_time=0:00:00.712115 2021-04-15 01:12:55,562 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.42ms, fps=4342 images/s, loss=0.3647, top1-acc=87.71%, top5-acc=99.61%, remaining_time=0:00:01.302120, arrival_time=2021-04-15 01:12:56.864744, cost_time=0:00:01.302121 2021-04-15 01:12:56,157 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.65ms, fps=4304 images/s, loss=0.3540, top1-acc=87.79%, top5-acc=99.61%, remaining_time=0:00:00.632400, arrival_time=2021-04-15 01:12:56.790116, cost_time=0:00:01.897203 2021-04-15 01:12:56,698 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=4294 images/s, loss=0.3553, top1-acc=87.78%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:56.698297, cost_time=0:00:02.437820 2021-04-15 01:12:56,833 INFO : Epoch=0125 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:50:13.631250, arrival_time=2021-04-15 02:03:10.464255, cost_time=1:23:42.718807 2021-04-15 01:12:56,834 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 01:12:58,904 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.64ms, fps=1237 images/s, loss=0.1672, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:38.503116, arrival_time=2021-04-15 01:13:37.407693, cost_time=0:00:02.070061 2021-04-15 01:13:00,822 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.1744, top1-acc=93.83%, top5-acc=99.94%, remaining_time=0:00:35.097744, arrival_time=2021-04-15 01:13:35.920510, cost_time=0:00:03.988376 2021-04-15 01:13:02,747 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.38ms, fps=1331 images/s, loss=0.1795, top1-acc=93.66%, top5-acc=99.95%, remaining_time=0:00:32.717936, arrival_time=2021-04-15 01:13:35.465143, cost_time=0:00:05.912894 2021-04-15 01:13:04,673 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.61ms, fps=1329 images/s, loss=0.1823, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:00:30.572256, arrival_time=2021-04-15 01:13:35.245750, cost_time=0:00:07.839027 2021-04-15 01:13:06,594 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.36ms, fps=1333 images/s, loss=0.1811, top1-acc=93.61%, top5-acc=99.91%, remaining_time=0:00:28.498470, arrival_time=2021-04-15 01:13:35.092631, cost_time=0:00:09.759759 2021-04-15 01:13:08,513 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.50ms, fps=1334 images/s, loss=0.1820, top1-acc=93.57%, top5-acc=99.91%, remaining_time=0:00:26.473216, arrival_time=2021-04-15 01:13:34.986949, cost_time=0:00:11.679343 2021-04-15 01:13:10,425 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.50ms, fps=1340 images/s, loss=0.1858, top1-acc=93.49%, top5-acc=99.91%, remaining_time=0:00:24.463152, arrival_time=2021-04-15 01:13:34.888194, cost_time=0:00:13.590649 2021-04-15 01:13:12,338 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.1877, top1-acc=93.43%, top5-acc=99.89%, remaining_time=0:00:22.480916, arrival_time=2021-04-15 01:13:34.819334, cost_time=0:00:15.504104 2021-04-15 01:13:14,254 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=0.1891, top1-acc=93.36%, top5-acc=99.89%, remaining_time=0:00:20.517148, arrival_time=2021-04-15 01:13:34.771689, cost_time=0:00:17.420241 2021-04-15 01:13:16,162 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.1896, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:18.555168, arrival_time=2021-04-15 01:13:34.717813, cost_time=0:00:19.328338 2021-04-15 01:13:18,081 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.1900, top1-acc=93.37%, top5-acc=99.90%, remaining_time=0:00:16.610986, arrival_time=2021-04-15 01:13:34.691943, cost_time=0:00:21.246567 2021-04-15 01:13:19,993 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.1918, top1-acc=93.27%, top5-acc=99.90%, remaining_time=0:00:14.667392, arrival_time=2021-04-15 01:13:34.660808, cost_time=0:00:23.159100 2021-04-15 01:13:21,912 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.40ms, fps=1334 images/s, loss=0.1930, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:12.732192, arrival_time=2021-04-15 01:13:34.645024, cost_time=0:00:25.078521 2021-04-15 01:13:23,823 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.1935, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:10.795568, arrival_time=2021-04-15 01:13:34.618849, cost_time=0:00:26.988976 2021-04-15 01:13:25,734 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.1932, top1-acc=93.31%, top5-acc=99.88%, remaining_time=0:00:08.862728, arrival_time=2021-04-15 01:13:34.597180, cost_time=0:00:28.900151 2021-04-15 01:13:27,655 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.81ms, fps=1333 images/s, loss=0.1929, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:06.934860, arrival_time=2021-04-15 01:13:34.590737, cost_time=0:00:30.821565 2021-04-15 01:13:29,561 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.62ms, fps=1344 images/s, loss=0.1933, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:05.005260, arrival_time=2021-04-15 01:13:34.566271, cost_time=0:00:32.726628 2021-04-15 01:13:31,475 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.88ms, fps=1337 images/s, loss=0.1930, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:03.079232, arrival_time=2021-04-15 01:13:34.554825, cost_time=0:00:34.641293 2021-04-15 01:13:33,392 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.1934, top1-acc=93.33%, top5-acc=99.87%, remaining_time=0:00:01.154466, arrival_time=2021-04-15 01:13:34.546844, cost_time=0:00:36.558065 2021-04-15 01:13:34,418 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.61ms, fps=1326 images/s, loss=0.1940, top1-acc=93.32%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:34.418031, cost_time=0:00:37.583728 2021-04-15 01:13:35,127 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.19ms, fps=3616 images/s, loss=0.3261, top1-acc=89.37%, top5-acc=99.84%, remaining_time=0:00:02.123850, arrival_time=2021-04-15 01:13:37.251691, cost_time=0:00:00.707952 2021-04-15 01:13:35,715 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.41ms, fps=4358 images/s, loss=0.3451, top1-acc=88.46%, top5-acc=99.67%, remaining_time=0:00:01.295640, arrival_time=2021-04-15 01:13:37.011184, cost_time=0:00:01.295645 2021-04-15 01:13:36,304 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.32ms, fps=4347 images/s, loss=0.3478, top1-acc=88.45%, top5-acc=99.67%, remaining_time=0:00:00.628280, arrival_time=2021-04-15 01:13:36.933019, cost_time=0:00:01.884841 2021-04-15 01:13:36,843 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.05ms, fps=4309 images/s, loss=0.3514, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:36.843500, cost_time=0:00:02.423636 2021-04-15 01:13:36,951 INFO : Epoch=0126 complete, best val top1-acc=88.59%, top5-acc=99.66% (epoch=116), remaining_time=0:49:33.412056, arrival_time=2021-04-15 02:03:10.363021, cost_time=1:24:22.836764 2021-04-15 01:13:36,952 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 01:13:39,044 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.36ms, fps=1224 images/s, loss=0.1937, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:38.907852, arrival_time=2021-04-15 01:14:17.951939, cost_time=0:00:02.091817 2021-04-15 01:13:40,954 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.1874, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:35.214256, arrival_time=2021-04-15 01:14:16.168239, cost_time=0:00:04.001617 2021-04-15 01:13:42,874 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.1905, top1-acc=93.50%, top5-acc=99.93%, remaining_time=0:00:32.767072, arrival_time=2021-04-15 01:14:15.641192, cost_time=0:00:05.921752 2021-04-15 01:13:44,792 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.89ms, fps=1335 images/s, loss=0.1857, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:30.575532, arrival_time=2021-04-15 01:14:15.367869, cost_time=0:00:07.839866 2021-04-15 01:13:46,710 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.48ms, fps=1335 images/s, loss=0.1819, top1-acc=93.84%, top5-acc=99.89%, remaining_time=0:00:28.492776, arrival_time=2021-04-15 01:14:15.202854, cost_time=0:00:09.757823 2021-04-15 01:13:48,616 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.86ms, fps=1343 images/s, loss=0.1813, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:26.439488, arrival_time=2021-04-15 01:14:15.056227, cost_time=0:00:11.664480 2021-04-15 01:13:50,533 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.34ms, fps=1336 images/s, loss=0.1793, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:24.446646, arrival_time=2021-04-15 01:14:14.980429, cost_time=0:00:13.581458 2021-04-15 01:13:52,443 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.1776, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:22.461660, arrival_time=2021-04-15 01:14:14.904833, cost_time=0:00:15.490797 2021-04-15 01:13:54,353 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.1786, top1-acc=93.99%, top5-acc=99.91%, remaining_time=0:00:20.494358, arrival_time=2021-04-15 01:14:14.847466, cost_time=0:00:17.400849 2021-04-15 01:13:56,268 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.28ms, fps=1337 images/s, loss=0.1803, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:18.543360, arrival_time=2021-04-15 01:14:14.811675, cost_time=0:00:19.316046 2021-04-15 01:13:58,170 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.35ms, fps=1346 images/s, loss=0.1814, top1-acc=93.89%, top5-acc=99.89%, remaining_time=0:00:16.588798, arrival_time=2021-04-15 01:14:14.759272, cost_time=0:00:21.218214 2021-04-15 01:14:00,082 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.1817, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:14.649380, arrival_time=2021-04-15 01:14:14.732302, cost_time=0:00:23.130643 2021-04-15 01:14:02,002 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.50ms, fps=1334 images/s, loss=0.1815, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:12.717540, arrival_time=2021-04-15 01:14:14.719603, cost_time=0:00:25.049711 2021-04-15 01:14:03,906 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.28ms, fps=1345 images/s, loss=0.1825, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:10.781568, arrival_time=2021-04-15 01:14:14.687784, cost_time=0:00:26.953944 2021-04-15 01:14:05,818 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.1835, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:08.852378, arrival_time=2021-04-15 01:14:14.671151, cost_time=0:00:28.866494 2021-04-15 01:14:07,728 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.1839, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:06.924564, arrival_time=2021-04-15 01:14:14.652732, cost_time=0:00:30.775872 2021-04-15 01:14:09,633 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.1853, top1-acc=93.64%, top5-acc=99.91%, remaining_time=0:00:04.998240, arrival_time=2021-04-15 01:14:14.631258, cost_time=0:00:32.680747 2021-04-15 01:14:11,547 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.1856, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:03.075104, arrival_time=2021-04-15 01:14:14.622337, cost_time=0:00:34.594958 2021-04-15 01:14:13,458 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.1855, top1-acc=93.62%, top5-acc=99.91%, remaining_time=0:00:01.152816, arrival_time=2021-04-15 01:14:14.610961, cost_time=0:00:36.505876 2021-04-15 01:14:14,487 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.29ms, fps=1322 images/s, loss=0.1851, top1-acc=93.65%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:14.487095, cost_time=0:00:37.534840 2021-04-15 01:14:15,214 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=2.13ms, fps=3528 images/s, loss=0.3375, top1-acc=88.36%, top5-acc=99.69%, remaining_time=0:00:02.176530, arrival_time=2021-04-15 01:14:17.390870, cost_time=0:00:00.725514 2021-04-15 01:14:15,802 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.22ms, fps=4357 images/s, loss=0.3258, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:01.313480, arrival_time=2021-04-15 01:14:17.115811, cost_time=0:00:01.313490 2021-04-15 01:14:16,393 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.32ms, fps=4337 images/s, loss=0.3320, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:00.634720, arrival_time=2021-04-15 01:14:17.027697, cost_time=0:00:01.904166 2021-04-15 01:14:16,933 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.06ms, fps=4297 images/s, loss=0.3285, top1-acc=88.88%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:16.933208, cost_time=0:00:02.444420 2021-04-15 01:14:17,156 INFO : Epoch=0127 complete, best val top1-acc=88.88%, top5-acc=99.73% (epoch=127), remaining_time=0:48:53.244901, arrival_time=2021-04-15 02:03:10.401644, cost_time=1:25:03.042527 2021-04-15 01:14:17,157 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 01:14:19,229 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.45ms, fps=1236 images/s, loss=0.1767, top1-acc=93.79%, top5-acc=99.88%, remaining_time=0:00:38.527482, arrival_time=2021-04-15 01:14:57.756978, cost_time=0:00:02.071366 2021-04-15 01:14:21,148 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.40ms, fps=1334 images/s, loss=0.1723, top1-acc=94.22%, top5-acc=99.86%, remaining_time=0:00:35.116224, arrival_time=2021-04-15 01:14:56.264857, cost_time=0:00:03.990482 2021-04-15 01:14:23,066 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.1721, top1-acc=94.30%, top5-acc=99.88%, remaining_time=0:00:32.695028, arrival_time=2021-04-15 01:14:55.761819, cost_time=0:00:05.908751 2021-04-15 01:14:24,982 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.80ms, fps=1337 images/s, loss=0.1722, top1-acc=94.18%, top5-acc=99.91%, remaining_time=0:00:30.512820, arrival_time=2021-04-15 01:14:55.494753, cost_time=0:00:07.823793 2021-04-15 01:14:26,899 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.1703, top1-acc=94.28%, top5-acc=99.91%, remaining_time=0:00:28.445764, arrival_time=2021-04-15 01:14:55.345487, cost_time=0:00:09.741684 2021-04-15 01:14:28,816 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.59ms, fps=1336 images/s, loss=0.1695, top1-acc=94.26%, top5-acc=99.91%, remaining_time=0:00:26.425208, arrival_time=2021-04-15 01:14:55.241416, cost_time=0:00:11.658169 2021-04-15 01:14:30,733 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.1724, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:24.435306, arrival_time=2021-04-15 01:14:55.168604, cost_time=0:00:13.575162 2021-04-15 01:14:32,638 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.1712, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:22.446812, arrival_time=2021-04-15 01:14:55.085414, cost_time=0:00:15.480563 2021-04-15 01:14:34,554 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.1739, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:00:20.489164, arrival_time=2021-04-15 01:14:55.043619, cost_time=0:00:17.396415 2021-04-15 01:14:36,467 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.1749, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:18.537504, arrival_time=2021-04-15 01:14:55.005404, cost_time=0:00:19.309859 2021-04-15 01:14:38,378 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.66ms, fps=1341 images/s, loss=0.1754, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:16.590088, arrival_time=2021-04-15 01:14:54.968048, cost_time=0:00:21.219927 2021-04-15 01:14:40,299 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.44ms, fps=1332 images/s, loss=0.1755, top1-acc=93.99%, top5-acc=99.92%, remaining_time=0:00:14.656524, arrival_time=2021-04-15 01:14:54.956408, cost_time=0:00:23.141836 2021-04-15 01:14:42,206 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.56ms, fps=1343 images/s, loss=0.1742, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:12.716946, arrival_time=2021-04-15 01:14:54.923568, cost_time=0:00:25.048496 2021-04-15 01:14:44,119 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.1746, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:10.784592, arrival_time=2021-04-15 01:14:54.904120, cost_time=0:00:26.961487 2021-04-15 01:14:46,036 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.38ms, fps=1336 images/s, loss=0.1755, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:08.855966, arrival_time=2021-04-15 01:14:54.892157, cost_time=0:00:28.878089 2021-04-15 01:14:47,949 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.1757, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:06.928020, arrival_time=2021-04-15 01:14:54.877253, cost_time=0:00:30.791199 2021-04-15 01:14:49,862 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.1764, top1-acc=93.97%, top5-acc=99.91%, remaining_time=0:00:05.001776, arrival_time=2021-04-15 01:14:54.863812, cost_time=0:00:32.703954 2021-04-15 01:14:51,774 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.1764, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:03.076992, arrival_time=2021-04-15 01:14:54.851278, cost_time=0:00:34.616204 2021-04-15 01:14:53,687 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.22ms, fps=1339 images/s, loss=0.1770, top1-acc=93.92%, top5-acc=99.91%, remaining_time=0:00:01.153548, arrival_time=2021-04-15 01:14:54.840643, cost_time=0:00:36.529055 2021-04-15 01:14:54,716 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.17ms, fps=1321 images/s, loss=0.1785, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:54.716614, cost_time=0:00:37.558597 2021-04-15 01:14:55,429 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=2.36ms, fps=3599 images/s, loss=0.3599, top1-acc=88.52%, top5-acc=99.37%, remaining_time=0:00:02.134080, arrival_time=2021-04-15 01:14:57.563709, cost_time=0:00:00.711363 2021-04-15 01:14:56,018 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.57ms, fps=4351 images/s, loss=0.3462, top1-acc=89.04%, top5-acc=99.55%, remaining_time=0:00:01.300000, arrival_time=2021-04-15 01:14:57.318268, cost_time=0:00:01.299997 2021-04-15 01:14:56,607 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.22ms, fps=4351 images/s, loss=0.3499, top1-acc=88.85%, top5-acc=99.57%, remaining_time=0:00:00.629570, arrival_time=2021-04-15 01:14:57.236531, cost_time=0:00:01.888701 2021-04-15 01:14:57,146 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=0.3520, top1-acc=88.68%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:57.146561, cost_time=0:00:02.428322 2021-04-15 01:14:57,286 INFO : Epoch=0128 complete, best val top1-acc=88.88%, top5-acc=99.73% (epoch=127), remaining_time=0:48:13.034232, arrival_time=2021-04-15 02:03:10.320364, cost_time=1:25:43.171921 2021-04-15 01:14:57,287 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 01:14:59,365 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.29ms, fps=1232 images/s, loss=0.1744, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:38.647080, arrival_time=2021-04-15 01:15:38.012338, cost_time=0:00:02.077803 2021-04-15 01:15:01,286 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.96ms, fps=1333 images/s, loss=0.1868, top1-acc=93.63%, top5-acc=99.94%, remaining_time=0:00:35.187328, arrival_time=2021-04-15 01:15:36.473438, cost_time=0:00:03.998551 2021-04-15 01:15:03,204 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.1815, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:32.738686, arrival_time=2021-04-15 01:15:35.942789, cost_time=0:00:05.916640 2021-04-15 01:15:05,119 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.95ms, fps=1337 images/s, loss=0.1778, top1-acc=93.92%, top5-acc=99.91%, remaining_time=0:00:30.545112, arrival_time=2021-04-15 01:15:35.664781, cost_time=0:00:07.832082 2021-04-15 01:15:07,033 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.50ms, fps=1338 images/s, loss=0.1741, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:28.458028, arrival_time=2021-04-15 01:15:35.491366, cost_time=0:00:09.745885 2021-04-15 01:15:08,941 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.1719, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:26.416776, arrival_time=2021-04-15 01:15:35.358698, cost_time=0:00:11.654469 2021-04-15 01:15:10,848 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.1721, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:24.409224, arrival_time=2021-04-15 01:15:35.257446, cost_time=0:00:13.560672 2021-04-15 01:15:12,765 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.1755, top1-acc=93.97%, top5-acc=99.92%, remaining_time=0:00:22.442404, arrival_time=2021-04-15 01:15:35.207435, cost_time=0:00:15.477559 2021-04-15 01:15:14,669 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.30ms, fps=1345 images/s, loss=0.1748, top1-acc=93.95%, top5-acc=99.92%, remaining_time=0:00:20.471886, arrival_time=2021-04-15 01:15:35.141154, cost_time=0:00:17.381813 2021-04-15 01:15:16,574 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.1746, top1-acc=93.95%, top5-acc=99.92%, remaining_time=0:00:18.515616, arrival_time=2021-04-15 01:15:35.090204, cost_time=0:00:19.287124 2021-04-15 01:15:18,491 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.78ms, fps=1336 images/s, loss=0.1742, top1-acc=93.94%, top5-acc=99.93%, remaining_time=0:00:16.577962, arrival_time=2021-04-15 01:15:35.069749, cost_time=0:00:21.204334 2021-04-15 01:15:20,400 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.1766, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:14.638512, arrival_time=2021-04-15 01:15:35.039460, cost_time=0:00:23.113492 2021-04-15 01:15:22,316 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.1775, top1-acc=93.81%, top5-acc=99.93%, remaining_time=0:00:12.707178, arrival_time=2021-04-15 01:15:35.023950, cost_time=0:00:25.029311 2021-04-15 01:15:24,233 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.89ms, fps=1336 images/s, loss=0.1764, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:10.778432, arrival_time=2021-04-15 01:15:35.012021, cost_time=0:00:26.946117 2021-04-15 01:15:26,145 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.1765, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:08.849848, arrival_time=2021-04-15 01:15:34.995587, cost_time=0:00:28.858196 2021-04-15 01:15:28,062 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.1763, top1-acc=93.87%, top5-acc=99.93%, remaining_time=0:00:06.924312, arrival_time=2021-04-15 01:15:34.986483, cost_time=0:00:30.774705 2021-04-15 01:15:29,970 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.1774, top1-acc=93.83%, top5-acc=99.92%, remaining_time=0:00:04.998656, arrival_time=2021-04-15 01:15:34.969587, cost_time=0:00:32.683459 2021-04-15 01:15:31,880 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.1775, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:03.074896, arrival_time=2021-04-15 01:15:34.954985, cost_time=0:00:34.592625 2021-04-15 01:15:33,795 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.22ms, fps=1337 images/s, loss=0.1775, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:01.152894, arrival_time=2021-04-15 01:15:34.948573, cost_time=0:00:36.508220 2021-04-15 01:15:34,819 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.15ms, fps=1329 images/s, loss=0.1781, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:34.819545, cost_time=0:00:37.532099 2021-04-15 01:15:35,527 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.20ms, fps=3623 images/s, loss=0.3306, top1-acc=88.83%, top5-acc=99.77%, remaining_time=0:00:02.119710, arrival_time=2021-04-15 01:15:37.647589, cost_time=0:00:00.706570 2021-04-15 01:15:36,118 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.27ms, fps=4339 images/s, loss=0.3475, top1-acc=88.50%, top5-acc=99.73%, remaining_time=0:00:01.296940, arrival_time=2021-04-15 01:15:37.415197, cost_time=0:00:01.296945 2021-04-15 01:15:36,708 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.23ms, fps=4342 images/s, loss=0.3491, top1-acc=88.72%, top5-acc=99.70%, remaining_time=0:00:00.628960, arrival_time=2021-04-15 01:15:37.337157, cost_time=0:00:01.886887 2021-04-15 01:15:37,250 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=4283 images/s, loss=0.3388, top1-acc=88.89%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 01:15:37.250162, cost_time=0:00:02.428880 2021-04-15 01:15:37,476 INFO : Epoch=0129 complete, best val top1-acc=88.89%, top5-acc=99.64% (epoch=129), remaining_time=0:47:32.858455, arrival_time=2021-04-15 02:03:10.335230, cost_time=1:26:23.362567 2021-04-15 01:15:37,478 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 01:15:39,546 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.33ms, fps=1238 images/s, loss=0.1702, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:38.467032, arrival_time=2021-04-15 01:16:18.013529, cost_time=0:00:02.068125 2021-04-15 01:15:41,460 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.94ms, fps=1338 images/s, loss=0.1635, top1-acc=94.32%, top5-acc=99.94%, remaining_time=0:00:35.042832, arrival_time=2021-04-15 01:16:16.503262, cost_time=0:00:03.982139 2021-04-15 01:15:43,377 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.1585, top1-acc=94.60%, top5-acc=99.95%, remaining_time=0:00:32.640414, arrival_time=2021-04-15 01:16:16.017516, cost_time=0:00:05.898875 2021-04-15 01:15:45,296 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.55ms, fps=1335 images/s, loss=0.1582, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:30.488796, arrival_time=2021-04-15 01:16:15.784735, cost_time=0:00:07.817659 2021-04-15 01:15:47,206 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.1613, top1-acc=94.47%, top5-acc=99.93%, remaining_time=0:00:28.405906, arrival_time=2021-04-15 01:16:15.612198, cost_time=0:00:09.728071 2021-04-15 01:15:49,132 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.46ms, fps=1329 images/s, loss=0.1625, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:00:26.416504, arrival_time=2021-04-15 01:16:15.549061, cost_time=0:00:11.654368 2021-04-15 01:15:51,038 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.1658, top1-acc=94.25%, top5-acc=99.93%, remaining_time=0:00:24.408468, arrival_time=2021-04-15 01:16:15.447035, cost_time=0:00:13.560293 2021-04-15 01:15:52,949 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.1651, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:00:22.433820, arrival_time=2021-04-15 01:16:15.383656, cost_time=0:00:15.471638 2021-04-15 01:15:54,861 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.1640, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:20.473476, arrival_time=2021-04-15 01:16:15.334830, cost_time=0:00:17.383173 2021-04-15 01:15:56,770 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.1637, top1-acc=94.36%, top5-acc=99.93%, remaining_time=0:00:18.520416, arrival_time=2021-04-15 01:16:15.290686, cost_time=0:00:19.292089 2021-04-15 01:15:58,686 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.1624, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:16.580800, arrival_time=2021-04-15 01:16:15.267009, cost_time=0:00:21.208025 2021-04-15 01:16:00,607 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.34ms, fps=1333 images/s, loss=0.1624, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:14.648696, arrival_time=2021-04-15 01:16:15.256351, cost_time=0:00:23.129482 2021-04-15 01:16:02,525 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.1632, top1-acc=94.34%, top5-acc=99.93%, remaining_time=0:00:12.716286, arrival_time=2021-04-15 01:16:15.241968, cost_time=0:00:25.047291 2021-04-15 01:16:04,435 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.1656, top1-acc=94.32%, top5-acc=99.92%, remaining_time=0:00:10.783080, arrival_time=2021-04-15 01:16:15.219011, cost_time=0:00:26.957752 2021-04-15 01:16:06,353 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.03ms, fps=1336 images/s, loss=0.1652, top1-acc=94.34%, top5-acc=99.93%, remaining_time=0:00:08.854908, arrival_time=2021-04-15 01:16:15.207854, cost_time=0:00:28.874740 2021-04-15 01:16:08,267 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.1652, top1-acc=94.33%, top5-acc=99.92%, remaining_time=0:00:06.927516, arrival_time=2021-04-15 01:16:15.194725, cost_time=0:00:30.789032 2021-04-15 01:16:10,176 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.1664, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:05.000970, arrival_time=2021-04-15 01:16:15.177714, cost_time=0:00:32.698568 2021-04-15 01:16:12,089 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.1673, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:03.076560, arrival_time=2021-04-15 01:16:15.166069, cost_time=0:00:34.611327 2021-04-15 01:16:13,997 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.1684, top1-acc=94.20%, top5-acc=99.92%, remaining_time=0:00:01.153242, arrival_time=2021-04-15 01:16:15.150721, cost_time=0:00:36.519303 2021-04-15 01:16:15,023 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.21ms, fps=1326 images/s, loss=0.1682, top1-acc=94.19%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:15.023703, cost_time=0:00:37.545541 2021-04-15 01:16:15,763 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.20ms, fps=3468 images/s, loss=0.3328, top1-acc=88.59%, top5-acc=99.57%, remaining_time=0:00:02.214300, arrival_time=2021-04-15 01:16:17.977808, cost_time=0:00:00.738099 2021-04-15 01:16:16,355 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.18ms, fps=4329 images/s, loss=0.3406, top1-acc=88.36%, top5-acc=99.69%, remaining_time=0:00:01.329860, arrival_time=2021-04-15 01:16:17.685130, cost_time=0:00:01.329863 2021-04-15 01:16:16,945 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.34ms, fps=4340 images/s, loss=0.3304, top1-acc=88.71%, top5-acc=99.73%, remaining_time=0:00:00.640040, arrival_time=2021-04-15 01:16:17.585566, cost_time=0:00:01.920125 2021-04-15 01:16:17,484 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.06ms, fps=4305 images/s, loss=0.3268, top1-acc=88.66%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:17.484735, cost_time=0:00:02.459361 2021-04-15 01:16:17,587 INFO : Epoch=0130 complete, best val top1-acc=88.89%, top5-acc=99.64% (epoch=129), remaining_time=0:46:52.639340, arrival_time=2021-04-15 02:03:10.226571, cost_time=1:27:03.473027 2021-04-15 01:16:17,588 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 01:16:19,682 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.21ms, fps=1223 images/s, loss=0.1586, top1-acc=94.34%, top5-acc=100.00%, remaining_time=0:00:38.949144, arrival_time=2021-04-15 01:16:58.631734, cost_time=0:00:02.094043 2021-04-15 01:16:21,595 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.58ms, fps=1339 images/s, loss=0.1540, top1-acc=94.49%, top5-acc=100.00%, remaining_time=0:00:35.255616, arrival_time=2021-04-15 01:16:56.850579, cost_time=0:00:04.006310 2021-04-15 01:16:23,518 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.38ms, fps=1331 images/s, loss=0.1615, top1-acc=94.26%, top5-acc=99.97%, remaining_time=0:00:32.810564, arrival_time=2021-04-15 01:16:56.328846, cost_time=0:00:05.929627 2021-04-15 01:16:25,440 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.42ms, fps=1332 images/s, loss=0.1679, top1-acc=94.11%, top5-acc=99.96%, remaining_time=0:00:30.623736, arrival_time=2021-04-15 01:16:56.064620, cost_time=0:00:07.852233 2021-04-15 01:16:27,346 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.1673, top1-acc=94.10%, top5-acc=99.95%, remaining_time=0:00:28.491462, arrival_time=2021-04-15 01:16:55.837417, cost_time=0:00:09.757355 2021-04-15 01:16:29,261 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.80ms, fps=1336 images/s, loss=0.1688, top1-acc=94.13%, top5-acc=99.95%, remaining_time=0:00:26.459616, arrival_time=2021-04-15 01:16:55.721506, cost_time=0:00:11.673350 2021-04-15 01:16:31,181 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.52ms, fps=1334 images/s, loss=0.1680, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:24.466302, arrival_time=2021-04-15 01:16:55.647286, cost_time=0:00:13.592366 2021-04-15 01:16:33,091 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.1690, top1-acc=94.17%, top5-acc=99.95%, remaining_time=0:00:22.479176, arrival_time=2021-04-15 01:16:55.570692, cost_time=0:00:15.502878 2021-04-15 01:16:35,010 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.30ms, fps=1334 images/s, loss=0.1694, top1-acc=94.20%, top5-acc=99.95%, remaining_time=0:00:20.519162, arrival_time=2021-04-15 01:16:55.529659, cost_time=0:00:17.421927 2021-04-15 01:16:36,920 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.1693, top1-acc=94.19%, top5-acc=99.94%, remaining_time=0:00:18.559104, arrival_time=2021-04-15 01:16:55.480014, cost_time=0:00:19.332355 2021-04-15 01:16:38,838 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.1675, top1-acc=94.23%, top5-acc=99.94%, remaining_time=0:00:16.613652, arrival_time=2021-04-15 01:16:55.452186, cost_time=0:00:21.249972 2021-04-15 01:16:40,753 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.1671, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:14.670812, arrival_time=2021-04-15 01:16:55.423845, cost_time=0:00:23.164470 2021-04-15 01:16:42,664 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.1664, top1-acc=94.25%, top5-acc=99.95%, remaining_time=0:00:12.730938, arrival_time=2021-04-15 01:16:55.395642, cost_time=0:00:25.076133 2021-04-15 01:16:44,577 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.1666, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:10.795568, arrival_time=2021-04-15 01:16:55.373091, cost_time=0:00:26.988867 2021-04-15 01:16:46,489 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.28ms, fps=1339 images/s, loss=0.1665, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:08.863050, arrival_time=2021-04-15 01:16:55.352804, cost_time=0:00:28.901193 2021-04-15 01:16:48,397 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.48ms, fps=1342 images/s, loss=0.1668, top1-acc=94.19%, top5-acc=99.95%, remaining_time=0:00:06.932052, arrival_time=2021-04-15 01:16:55.329697, cost_time=0:00:30.809075 2021-04-15 01:16:50,320 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.46ms, fps=1332 images/s, loss=0.1686, top1-acc=94.13%, top5-acc=99.95%, remaining_time=0:00:05.006040, arrival_time=2021-04-15 01:16:55.326350, cost_time=0:00:32.731751 2021-04-15 01:16:52,223 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.1694, top1-acc=94.12%, top5-acc=99.95%, remaining_time=0:00:03.078656, arrival_time=2021-04-15 01:16:55.302146, cost_time=0:00:34.634936 2021-04-15 01:16:54,139 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.42ms, fps=1337 images/s, loss=0.1708, top1-acc=94.08%, top5-acc=99.94%, remaining_time=0:00:01.154226, arrival_time=2021-04-15 01:16:55.293266, cost_time=0:00:36.550480 2021-04-15 01:16:55,167 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.36ms, fps=1322 images/s, loss=0.1710, top1-acc=94.06%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:55.167800, cost_time=0:00:37.579267 2021-04-15 01:16:55,879 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.48ms, fps=3606 images/s, loss=0.2953, top1-acc=89.80%, top5-acc=99.65%, remaining_time=0:00:02.129970, arrival_time=2021-04-15 01:16:58.009431, cost_time=0:00:00.709988 2021-04-15 01:16:56,474 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.45ms, fps=4308 images/s, loss=0.3175, top1-acc=89.45%, top5-acc=99.71%, remaining_time=0:00:01.304720, arrival_time=2021-04-15 01:16:57.778839, cost_time=0:00:01.304714 2021-04-15 01:16:57,065 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.49ms, fps=4331 images/s, loss=0.3157, top1-acc=89.61%, top5-acc=99.67%, remaining_time=0:00:00.632040, arrival_time=2021-04-15 01:16:57.697581, cost_time=0:00:01.896124 2021-04-15 01:16:57,614 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.10ms, fps=4229 images/s, loss=0.3186, top1-acc=89.61%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:16:57.614572, cost_time=0:00:02.444998 2021-04-15 01:16:57,854 INFO : Epoch=0131 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:46:12.504318, arrival_time=2021-04-15 02:03:10.358605, cost_time=1:27:43.740067 2021-04-15 01:16:57,855 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 01:16:59,994 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.40ms, fps=1197 images/s, loss=0.1520, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:39.779076, arrival_time=2021-04-15 01:17:39.773648, cost_time=0:00:02.138655 2021-04-15 01:17:01,913 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.1555, top1-acc=94.84%, top5-acc=99.96%, remaining_time=0:00:35.705648, arrival_time=2021-04-15 01:17:37.619027, cost_time=0:00:04.057456 2021-04-15 01:17:03,835 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=2.17ms, fps=1333 images/s, loss=0.1572, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:33.086290, arrival_time=2021-04-15 01:17:36.921580, cost_time=0:00:05.979436 2021-04-15 01:17:05,752 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.1554, top1-acc=94.70%, top5-acc=99.93%, remaining_time=0:00:30.798612, arrival_time=2021-04-15 01:17:36.551437, cost_time=0:00:07.897065 2021-04-15 01:17:07,660 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.1589, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:28.629432, arrival_time=2021-04-15 01:17:36.289790, cost_time=0:00:09.804617 2021-04-15 01:17:09,576 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.1588, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:26.566648, arrival_time=2021-04-15 01:17:36.142995, cost_time=0:00:11.720586 2021-04-15 01:17:11,485 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.1585, top1-acc=94.56%, top5-acc=99.94%, remaining_time=0:00:24.533712, arrival_time=2021-04-15 01:17:36.019368, cost_time=0:00:13.629835 2021-04-15 01:17:13,397 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.1615, top1-acc=94.45%, top5-acc=99.94%, remaining_time=0:00:22.535436, arrival_time=2021-04-15 01:17:35.932865, cost_time=0:00:15.541672 2021-04-15 01:17:15,321 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.39ms, fps=1331 images/s, loss=0.1615, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:20.570996, arrival_time=2021-04-15 01:17:35.892756, cost_time=0:00:17.465970 2021-04-15 01:17:17,233 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.1634, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:18.602976, arrival_time=2021-04-15 01:17:35.836826, cost_time=0:00:19.378101 2021-04-15 01:17:19,147 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.1630, top1-acc=94.33%, top5-acc=99.94%, remaining_time=0:00:16.646332, arrival_time=2021-04-15 01:17:35.793909, cost_time=0:00:21.291815 2021-04-15 01:17:21,057 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.1655, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:14.694448, arrival_time=2021-04-15 01:17:35.751998, cost_time=0:00:23.201797 2021-04-15 01:17:22,965 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=2.08ms, fps=1342 images/s, loss=0.1664, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:12.747900, arrival_time=2021-04-15 01:17:35.713301, cost_time=0:00:25.109558 2021-04-15 01:17:24,882 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.49ms, fps=1335 images/s, loss=0.1671, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:10.810856, arrival_time=2021-04-15 01:17:35.693749, cost_time=0:00:27.027147 2021-04-15 01:17:26,787 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.1683, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:08.872434, arrival_time=2021-04-15 01:17:35.660002, cost_time=0:00:28.931812 2021-04-15 01:17:28,698 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.1680, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:06.939540, arrival_time=2021-04-15 01:17:35.637619, cost_time=0:00:30.842329 2021-04-15 01:17:30,609 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.1685, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:05.009420, arrival_time=2021-04-15 01:17:35.619059, cost_time=0:00:32.753892 2021-04-15 01:17:32,515 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.1686, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:03.080864, arrival_time=2021-04-15 01:17:35.596277, cost_time=0:00:34.659672 2021-04-15 01:17:34,434 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.54ms, fps=1334 images/s, loss=0.1697, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:01.155114, arrival_time=2021-04-15 01:17:35.589485, cost_time=0:00:36.578636 2021-04-15 01:17:35,461 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.15ms, fps=1324 images/s, loss=0.1702, top1-acc=94.23%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:35.461527, cost_time=0:00:37.605797 2021-04-15 01:17:36,196 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.16ms, fps=3493 images/s, loss=0.3060, top1-acc=90.16%, top5-acc=99.65%, remaining_time=0:00:02.198880, arrival_time=2021-04-15 01:17:38.395008, cost_time=0:00:00.732957 2021-04-15 01:17:36,786 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.22ms, fps=4341 images/s, loss=0.3129, top1-acc=89.73%, top5-acc=99.61%, remaining_time=0:00:01.323040, arrival_time=2021-04-15 01:17:38.109238, cost_time=0:00:01.323035 2021-04-15 01:17:37,374 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.27ms, fps=4351 images/s, loss=0.3184, top1-acc=89.56%, top5-acc=99.65%, remaining_time=0:00:00.637250, arrival_time=2021-04-15 01:17:38.012157, cost_time=0:00:01.911740 2021-04-15 01:17:37,918 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.09ms, fps=4273 images/s, loss=0.3131, top1-acc=89.60%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 01:17:37.918155, cost_time=0:00:02.455007 2021-04-15 01:17:38,068 INFO : Epoch=0132 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:45:32.340232, arrival_time=2021-04-15 02:03:10.408981, cost_time=1:28:23.954542 2021-04-15 01:17:38,070 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 01:17:40,145 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.48ms, fps=1233 images/s, loss=0.1750, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:38.607090, arrival_time=2021-04-15 01:18:18.752918, cost_time=0:00:02.075648 2021-04-15 01:17:42,060 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.68ms, fps=1337 images/s, loss=0.1759, top1-acc=94.30%, top5-acc=99.90%, remaining_time=0:00:35.114464, arrival_time=2021-04-15 01:18:17.175150, cost_time=0:00:03.990279 2021-04-15 01:17:43,978 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.34ms, fps=1335 images/s, loss=0.1691, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:00:32.694198, arrival_time=2021-04-15 01:18:16.672980, cost_time=0:00:05.908591 2021-04-15 01:17:45,894 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.1675, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:30.513912, arrival_time=2021-04-15 01:18:16.408274, cost_time=0:00:07.824090 2021-04-15 01:17:47,803 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.1693, top1-acc=94.23%, top5-acc=99.94%, remaining_time=0:00:28.420068, arrival_time=2021-04-15 01:18:16.223152, cost_time=0:00:09.732894 2021-04-15 01:17:49,714 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.54ms, fps=1340 images/s, loss=0.1700, top1-acc=94.20%, top5-acc=99.92%, remaining_time=0:00:26.393656, arrival_time=2021-04-15 01:18:16.108113, cost_time=0:00:11.644275 2021-04-15 01:17:51,631 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.1671, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:24.410988, arrival_time=2021-04-15 01:18:16.042897, cost_time=0:00:13.561638 2021-04-15 01:17:53,540 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.47ms, fps=1342 images/s, loss=0.1666, top1-acc=94.33%, top5-acc=99.94%, remaining_time=0:00:22.432080, arrival_time=2021-04-15 01:18:15.972654, cost_time=0:00:15.470366 2021-04-15 01:17:55,457 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.1655, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:20.478034, arrival_time=2021-04-15 01:18:15.935241, cost_time=0:00:17.387026 2021-04-15 01:17:57,362 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.32ms, fps=1344 images/s, loss=0.1639, top1-acc=94.38%, top5-acc=99.93%, remaining_time=0:00:18.520128, arrival_time=2021-04-15 01:18:15.882117, cost_time=0:00:19.291808 2021-04-15 01:17:59,271 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.1645, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:16.575726, arrival_time=2021-04-15 01:18:15.847453, cost_time=0:00:21.201540 2021-04-15 01:18:01,183 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.54ms, fps=1340 images/s, loss=0.1648, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:14.638284, arrival_time=2021-04-15 01:18:15.821530, cost_time=0:00:23.113066 2021-04-15 01:18:03,092 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.1631, top1-acc=94.44%, top5-acc=99.94%, remaining_time=0:00:12.703812, arrival_time=2021-04-15 01:18:15.796687, cost_time=0:00:25.022682 2021-04-15 01:18:05,010 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.1627, top1-acc=94.45%, top5-acc=99.94%, remaining_time=0:00:10.776080, arrival_time=2021-04-15 01:18:15.786627, cost_time=0:00:26.940268 2021-04-15 01:18:06,915 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.1637, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:08.845846, arrival_time=2021-04-15 01:18:15.761119, cost_time=0:00:28.845081 2021-04-15 01:18:08,823 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.1630, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:06.919560, arrival_time=2021-04-15 01:18:15.743381, cost_time=0:00:30.753631 2021-04-15 01:18:10,739 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.1622, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:04.996524, arrival_time=2021-04-15 01:18:15.736247, cost_time=0:00:32.669538 2021-04-15 01:18:12,643 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.35ms, fps=1345 images/s, loss=0.1627, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:03.073184, arrival_time=2021-04-15 01:18:15.716602, cost_time=0:00:34.573243 2021-04-15 01:18:14,550 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=0.1627, top1-acc=94.44%, top5-acc=99.94%, remaining_time=0:00:01.152018, arrival_time=2021-04-15 01:18:15.702843, cost_time=0:00:36.480623 2021-04-15 01:18:15,580 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.27ms, fps=1321 images/s, loss=0.1639, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:15.580926, cost_time=0:00:37.510774 2021-04-15 01:18:16,311 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.19ms, fps=3511 images/s, loss=0.3433, top1-acc=89.57%, top5-acc=99.57%, remaining_time=0:00:02.187420, arrival_time=2021-04-15 01:18:18.499109, cost_time=0:00:00.729138 2021-04-15 01:18:16,901 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.31ms, fps=4344 images/s, loss=0.3469, top1-acc=89.34%, top5-acc=99.55%, remaining_time=0:00:01.318820, arrival_time=2021-04-15 01:18:18.220242, cost_time=0:00:01.318817 2021-04-15 01:18:17,492 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.36ms, fps=4335 images/s, loss=0.3500, top1-acc=89.17%, top5-acc=99.51%, remaining_time=0:00:00.636630, arrival_time=2021-04-15 01:18:18.129062, cost_time=0:00:01.909888 2021-04-15 01:18:18,036 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.10ms, fps=4266 images/s, loss=0.3553, top1-acc=89.01%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:18.036654, cost_time=0:00:02.454123 2021-04-15 01:18:18,136 INFO : Epoch=0133 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:44:52.101272, arrival_time=2021-04-15 02:03:10.237389, cost_time=1:29:04.021916 2021-04-15 01:18:18,137 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 01:18:20,253 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.47ms, fps=1210 images/s, loss=0.1635, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:00:39.349230, arrival_time=2021-04-15 01:18:59.602343, cost_time=0:00:02.115553 2021-04-15 01:18:22,177 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.43ms, fps=1331 images/s, loss=0.1626, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:35.547072, arrival_time=2021-04-15 01:18:57.724033, cost_time=0:00:04.039442 2021-04-15 01:18:24,093 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.1613, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:32.953988, arrival_time=2021-04-15 01:18:57.047045, cost_time=0:00:05.955538 2021-04-15 01:18:26,016 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.49ms, fps=1332 images/s, loss=0.1617, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:30.726384, arrival_time=2021-04-15 01:18:56.742486, cost_time=0:00:07.878553 2021-04-15 01:18:27,929 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=2.09ms, fps=1338 images/s, loss=0.1573, top1-acc=94.51%, top5-acc=99.96%, remaining_time=0:00:28.592202, arrival_time=2021-04-15 01:18:56.521568, cost_time=0:00:09.791856 2021-04-15 01:18:29,841 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.1532, top1-acc=94.65%, top5-acc=99.96%, remaining_time=0:00:26.528160, arrival_time=2021-04-15 01:18:56.369280, cost_time=0:00:11.703600 2021-04-15 01:18:31,760 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.47ms, fps=1334 images/s, loss=0.1520, top1-acc=94.74%, top5-acc=99.96%, remaining_time=0:00:24.520608, arrival_time=2021-04-15 01:18:56.280725, cost_time=0:00:13.622594 2021-04-15 01:18:33,671 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.1527, top1-acc=94.75%, top5-acc=99.97%, remaining_time=0:00:22.523488, arrival_time=2021-04-15 01:18:56.194531, cost_time=0:00:15.533442 2021-04-15 01:18:35,580 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.1524, top1-acc=94.75%, top5-acc=99.97%, remaining_time=0:00:20.544390, arrival_time=2021-04-15 01:18:56.125242, cost_time=0:00:17.443336 2021-04-15 01:18:37,500 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.1533, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:18.588192, arrival_time=2021-04-15 01:18:56.088455, cost_time=0:00:19.362737 2021-04-15 01:18:39,409 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.64ms, fps=1341 images/s, loss=0.1535, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:16.630594, arrival_time=2021-04-15 01:18:56.039790, cost_time=0:00:21.271681 2021-04-15 01:18:41,322 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.1537, top1-acc=94.72%, top5-acc=99.95%, remaining_time=0:00:14.683580, arrival_time=2021-04-15 01:18:56.005655, cost_time=0:00:23.184561 2021-04-15 01:18:43,230 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.1543, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:12.739320, arrival_time=2021-04-15 01:18:55.969448, cost_time=0:00:25.092615 2021-04-15 01:18:45,136 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.1556, top1-acc=94.59%, top5-acc=99.94%, remaining_time=0:00:10.799544, arrival_time=2021-04-15 01:18:55.935922, cost_time=0:00:26.998873 2021-04-15 01:18:47,053 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.1565, top1-acc=94.59%, top5-acc=99.94%, remaining_time=0:00:08.867512, arrival_time=2021-04-15 01:18:55.920789, cost_time=0:00:28.915752 2021-04-15 01:18:48,959 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.1578, top1-acc=94.54%, top5-acc=99.95%, remaining_time=0:00:06.934860, arrival_time=2021-04-15 01:18:55.894025, cost_time=0:00:30.821652 2021-04-15 01:18:50,873 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.1576, top1-acc=94.53%, top5-acc=99.95%, remaining_time=0:00:05.006716, arrival_time=2021-04-15 01:18:55.880511, cost_time=0:00:32.736238 2021-04-15 01:18:52,792 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.1594, top1-acc=94.46%, top5-acc=99.94%, remaining_time=0:00:03.080416, arrival_time=2021-04-15 01:18:55.872563, cost_time=0:00:34.654628 2021-04-15 01:18:54,705 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.21ms, fps=1338 images/s, loss=0.1599, top1-acc=94.45%, top5-acc=99.94%, remaining_time=0:00:01.154772, arrival_time=2021-04-15 01:18:55.860056, cost_time=0:00:36.567762 2021-04-15 01:18:55,736 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.26ms, fps=1319 images/s, loss=0.1592, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:55.736588, cost_time=0:00:37.599061 2021-04-15 01:18:56,444 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.45ms, fps=3626 images/s, loss=0.3285, top1-acc=89.14%, top5-acc=99.84%, remaining_time=0:00:02.118270, arrival_time=2021-04-15 01:18:58.562843, cost_time=0:00:00.706088 2021-04-15 01:18:57,034 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.47ms, fps=4343 images/s, loss=0.3136, top1-acc=89.45%, top5-acc=99.71%, remaining_time=0:00:01.295920, arrival_time=2021-04-15 01:18:58.330305, cost_time=0:00:01.295914 2021-04-15 01:18:57,624 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.46ms, fps=4341 images/s, loss=0.3145, top1-acc=89.52%, top5-acc=99.74%, remaining_time=0:00:00.628640, arrival_time=2021-04-15 01:18:58.253035, cost_time=0:00:01.885920 2021-04-15 01:18:58,165 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=4293 images/s, loss=0.3065, top1-acc=89.60%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:18:58.165190, cost_time=0:00:02.426754 2021-04-15 01:18:58,266 INFO : Epoch=0134 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:44:11.895972, arrival_time=2021-04-15 02:03:10.162573, cost_time=1:29:44.152402 2021-04-15 01:18:58,267 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 01:19:00,341 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.33ms, fps=1235 images/s, loss=0.1397, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:38.560032, arrival_time=2021-04-15 01:19:38.901065, cost_time=0:00:02.073121 2021-04-15 01:19:02,257 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.98ms, fps=1336 images/s, loss=0.1478, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:35.108304, arrival_time=2021-04-15 01:19:37.365918, cost_time=0:00:03.989573 2021-04-15 01:19:04,187 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.60ms, fps=1327 images/s, loss=0.1472, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:32.755120, arrival_time=2021-04-15 01:19:36.942729, cost_time=0:00:05.919594 2021-04-15 01:19:06,100 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.1494, top1-acc=94.95%, top5-acc=99.95%, remaining_time=0:00:30.546828, arrival_time=2021-04-15 01:19:36.647251, cost_time=0:00:07.832506 2021-04-15 01:19:08,021 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.47ms, fps=1333 images/s, loss=0.1467, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:28.479928, arrival_time=2021-04-15 01:19:36.501377, cost_time=0:00:09.753399 2021-04-15 01:19:09,928 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.1438, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:26.430240, arrival_time=2021-04-15 01:19:36.358539, cost_time=0:00:11.660382 2021-04-15 01:19:11,837 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.1431, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:24.424722, arrival_time=2021-04-15 01:19:36.261937, cost_time=0:00:13.569296 2021-04-15 01:19:13,752 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.1421, top1-acc=95.13%, top5-acc=99.96%, remaining_time=0:00:22.452728, arrival_time=2021-04-15 01:19:36.205473, cost_time=0:00:15.484659 2021-04-15 01:19:15,662 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.1438, top1-acc=95.05%, top5-acc=99.94%, remaining_time=0:00:20.486620, arrival_time=2021-04-15 01:19:36.148848, cost_time=0:00:17.394306 2021-04-15 01:19:17,575 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.49ms, fps=1338 images/s, loss=0.1451, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:18.535584, arrival_time=2021-04-15 01:19:36.111431, cost_time=0:00:19.307927 2021-04-15 01:19:19,485 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.1465, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:16.588540, arrival_time=2021-04-15 01:19:36.074394, cost_time=0:00:21.217937 2021-04-15 01:19:21,394 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.1467, top1-acc=94.94%, top5-acc=99.95%, remaining_time=0:00:14.646720, arrival_time=2021-04-15 01:19:36.041064, cost_time=0:00:23.126420 2021-04-15 01:19:23,306 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.1486, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:12.711732, arrival_time=2021-04-15 01:19:36.017957, cost_time=0:00:25.038306 2021-04-15 01:19:25,216 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.1478, top1-acc=94.93%, top5-acc=99.96%, remaining_time=0:00:10.779440, arrival_time=2021-04-15 01:19:35.995924, cost_time=0:00:26.948549 2021-04-15 01:19:27,129 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.1497, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:08.850952, arrival_time=2021-04-15 01:19:35.980785, cost_time=0:00:28.861826 2021-04-15 01:19:29,038 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.1498, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:06.923304, arrival_time=2021-04-15 01:19:35.961480, cost_time=0:00:30.770264 2021-04-15 01:19:30,942 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.32ms, fps=1344 images/s, loss=0.1507, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:04.997356, arrival_time=2021-04-15 01:19:35.940223, cost_time=0:00:32.674954 2021-04-15 01:19:32,861 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.70ms, fps=1335 images/s, loss=0.1521, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:03.074944, arrival_time=2021-04-15 01:19:35.936029, cost_time=0:00:34.593167 2021-04-15 01:19:34,765 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.15ms, fps=1344 images/s, loss=0.1532, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:01.152570, arrival_time=2021-04-15 01:19:35.918522, cost_time=0:00:36.498043 2021-04-15 01:19:35,791 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.16ms, fps=1327 images/s, loss=0.1527, top1-acc=94.78%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:35.791061, cost_time=0:00:37.523163 2021-04-15 01:19:36,506 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=2.44ms, fps=3584 images/s, loss=0.3332, top1-acc=89.80%, top5-acc=99.61%, remaining_time=0:00:02.142630, arrival_time=2021-04-15 01:19:38.649566, cost_time=0:00:00.714210 2021-04-15 01:19:37,097 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.75ms, fps=4340 images/s, loss=0.3342, top1-acc=89.59%, top5-acc=99.55%, remaining_time=0:00:01.304480, arrival_time=2021-04-15 01:19:38.401681, cost_time=0:00:01.304475 2021-04-15 01:19:37,686 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.33ms, fps=4350 images/s, loss=0.3277, top1-acc=89.62%, top5-acc=99.57%, remaining_time=0:00:00.631120, arrival_time=2021-04-15 01:19:38.317198, cost_time=0:00:01.893357 2021-04-15 01:19:38,225 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.06ms, fps=4307 images/s, loss=0.3305, top1-acc=89.43%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:19:38.225081, cost_time=0:00:02.432382 2021-04-15 01:19:38,328 INFO : Epoch=0135 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:43:31.658725, arrival_time=2021-04-15 02:03:09.987253, cost_time=1:30:24.214312 2021-04-15 01:19:38,329 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 01:19:40,420 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.70ms, fps=1225 images/s, loss=0.1376, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:38.884788, arrival_time=2021-04-15 01:20:19.305432, cost_time=0:00:02.090584 2021-04-15 01:19:42,334 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.55ms, fps=1338 images/s, loss=0.1435, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:00:35.234320, arrival_time=2021-04-15 01:20:17.568280, cost_time=0:00:04.003900 2021-04-15 01:19:44,251 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.1446, top1-acc=94.93%, top5-acc=99.96%, remaining_time=0:00:32.766740, arrival_time=2021-04-15 01:20:17.018393, cost_time=0:00:05.921691 2021-04-15 01:19:46,171 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.39ms, fps=1334 images/s, loss=0.1417, top1-acc=95.12%, top5-acc=99.97%, remaining_time=0:00:30.581148, arrival_time=2021-04-15 01:20:16.752533, cost_time=0:00:07.841333 2021-04-15 01:19:48,079 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.1375, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:28.467372, arrival_time=2021-04-15 01:20:16.546422, cost_time=0:00:09.749103 2021-04-15 01:19:49,987 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.68ms, fps=1342 images/s, loss=0.1369, top1-acc=95.27%, top5-acc=99.97%, remaining_time=0:00:26.423576, arrival_time=2021-04-15 01:20:16.410966, cost_time=0:00:11.657433 2021-04-15 01:19:51,908 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.28ms, fps=1333 images/s, loss=0.1387, top1-acc=95.23%, top5-acc=99.97%, remaining_time=0:00:24.440472, arrival_time=2021-04-15 01:20:16.348563, cost_time=0:00:13.578041 2021-04-15 01:19:53,819 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.1391, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:22.459340, arrival_time=2021-04-15 01:20:16.278569, cost_time=0:00:15.489174 2021-04-15 01:19:55,733 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.1416, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:20.497008, arrival_time=2021-04-15 01:20:16.230206, cost_time=0:00:17.403133 2021-04-15 01:19:57,647 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.1417, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:18.544320, arrival_time=2021-04-15 01:20:16.191276, cost_time=0:00:19.316991 2021-04-15 01:19:59,554 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.1426, top1-acc=95.14%, top5-acc=99.96%, remaining_time=0:00:16.593356, arrival_time=2021-04-15 01:20:16.147579, cost_time=0:00:21.224113 2021-04-15 01:20:01,470 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.1424, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:14.655384, arrival_time=2021-04-15 01:20:16.125486, cost_time=0:00:23.140139 2021-04-15 01:20:03,381 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.1442, top1-acc=95.05%, top5-acc=99.96%, remaining_time=0:00:12.718398, arrival_time=2021-04-15 01:20:16.099774, cost_time=0:00:25.051412 2021-04-15 01:20:05,298 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=0.1445, top1-acc=95.04%, top5-acc=99.96%, remaining_time=0:00:10.787280, arrival_time=2021-04-15 01:20:16.085491, cost_time=0:00:26.968159 2021-04-15 01:20:07,210 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.1459, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:08.856794, arrival_time=2021-04-15 01:20:16.067561, cost_time=0:00:28.880806 2021-04-15 01:20:09,120 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.56ms, fps=1341 images/s, loss=0.1466, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:06.927912, arrival_time=2021-04-15 01:20:16.048632, cost_time=0:00:30.790762 2021-04-15 01:20:11,034 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.47ms, fps=1338 images/s, loss=0.1473, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:05.001932, arrival_time=2021-04-15 01:20:16.036873, cost_time=0:00:32.704985 2021-04-15 01:20:12,945 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.1475, top1-acc=94.94%, top5-acc=99.96%, remaining_time=0:00:03.076928, arrival_time=2021-04-15 01:20:16.022299, cost_time=0:00:34.615415 2021-04-15 01:20:14,852 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.1487, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:01.153338, arrival_time=2021-04-15 01:20:16.005704, cost_time=0:00:36.522402 2021-04-15 01:20:15,882 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.36ms, fps=1321 images/s, loss=0.1493, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:15.882280, cost_time=0:00:37.552328 2021-04-15 01:20:16,608 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.18ms, fps=3533 images/s, loss=0.3448, top1-acc=88.55%, top5-acc=99.57%, remaining_time=0:00:02.173830, arrival_time=2021-04-15 01:20:18.782564, cost_time=0:00:00.724609 2021-04-15 01:20:17,200 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.37ms, fps=4328 images/s, loss=0.3278, top1-acc=89.24%, top5-acc=99.57%, remaining_time=0:00:01.316620, arrival_time=2021-04-15 01:20:18.517279, cost_time=0:00:01.316616 2021-04-15 01:20:17,790 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.52ms, fps=4345 images/s, loss=0.3174, top1-acc=89.65%, top5-acc=99.62%, remaining_time=0:00:00.635360, arrival_time=2021-04-15 01:20:18.425466, cost_time=0:00:01.906066 2021-04-15 01:20:18,331 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=0.3253, top1-acc=89.57%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:18.331024, cost_time=0:00:02.447008 2021-04-15 01:20:18,425 INFO : Epoch=0136 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:42:51.440704, arrival_time=2021-04-15 02:03:09.866441, cost_time=1:31:04.311533 2021-04-15 01:20:18,427 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 01:20:20,507 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.44ms, fps=1231 images/s, loss=0.1455, top1-acc=95.04%, top5-acc=99.96%, remaining_time=0:00:38.686884, arrival_time=2021-04-15 01:20:59.194210, cost_time=0:00:02.079938 2021-04-15 01:20:22,422 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.1359, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:35.160224, arrival_time=2021-04-15 01:20:57.583068, cost_time=0:00:03.995484 2021-04-15 01:20:24,336 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.77ms, fps=1338 images/s, loss=0.1353, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:32.696024, arrival_time=2021-04-15 01:20:57.032152, cost_time=0:00:05.908920 2021-04-15 01:20:26,268 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.88ms, fps=1325 images/s, loss=0.1347, top1-acc=95.43%, top5-acc=99.97%, remaining_time=0:00:30.578652, arrival_time=2021-04-15 01:20:56.846641, cost_time=0:00:07.840675 2021-04-15 01:20:28,175 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.1360, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:28.465182, arrival_time=2021-04-15 01:20:56.640726, cost_time=0:00:09.748333 2021-04-15 01:20:30,083 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.1348, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:26.421808, arrival_time=2021-04-15 01:20:56.505700, cost_time=0:00:11.656683 2021-04-15 01:20:32,001 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.56ms, fps=1335 images/s, loss=0.1374, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:24.434298, arrival_time=2021-04-15 01:20:56.436202, cost_time=0:00:13.574598 2021-04-15 01:20:33,909 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.1396, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:22.448668, arrival_time=2021-04-15 01:20:56.357725, cost_time=0:00:15.481843 2021-04-15 01:20:35,825 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.1434, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:20.490966, arrival_time=2021-04-15 01:20:56.316154, cost_time=0:00:17.397977 2021-04-15 01:20:37,736 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.1431, top1-acc=95.03%, top5-acc=99.95%, remaining_time=0:00:18.537024, arrival_time=2021-04-15 01:20:56.273637, cost_time=0:00:19.309399 2021-04-15 01:20:39,641 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.34ms, fps=1345 images/s, loss=0.1442, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:16.585272, arrival_time=2021-04-15 01:20:56.226251, cost_time=0:00:21.213769 2021-04-15 01:20:41,555 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.1437, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:14.647860, arrival_time=2021-04-15 01:20:56.203246, cost_time=0:00:23.128174 2021-04-15 01:20:43,463 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.1423, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:12.710610, arrival_time=2021-04-15 01:20:56.173894, cost_time=0:00:25.036074 2021-04-15 01:20:45,377 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.70ms, fps=1338 images/s, loss=0.1438, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:10.780056, arrival_time=2021-04-15 01:20:56.157580, cost_time=0:00:26.950208 2021-04-15 01:20:47,295 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.1436, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:08.852976, arrival_time=2021-04-15 01:20:56.148687, cost_time=0:00:28.868451 2021-04-15 01:20:49,202 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.1443, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:06.924492, arrival_time=2021-04-15 01:20:56.127326, cost_time=0:00:30.775558 2021-04-15 01:20:51,117 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.1448, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:04.999748, arrival_time=2021-04-15 01:20:56.117666, cost_time=0:00:32.690702 2021-04-15 01:20:53,023 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.1451, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:03.075264, arrival_time=2021-04-15 01:20:56.099162, cost_time=0:00:34.596691 2021-04-15 01:20:54,930 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.1452, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:01.152732, arrival_time=2021-04-15 01:20:56.083136, cost_time=0:00:36.503199 2021-04-15 01:20:55,962 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.22ms, fps=1318 images/s, loss=0.1454, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:55.962544, cost_time=0:00:37.535354 2021-04-15 01:20:56,673 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=3.20ms, fps=3611 images/s, loss=0.3193, top1-acc=89.49%, top5-acc=99.80%, remaining_time=0:00:02.127000, arrival_time=2021-04-15 01:20:58.800228, cost_time=0:00:00.709003 2021-04-15 01:20:57,261 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.32ms, fps=4354 images/s, loss=0.3096, top1-acc=90.02%, top5-acc=99.79%, remaining_time=0:00:01.297360, arrival_time=2021-04-15 01:20:58.558950, cost_time=0:00:01.297370 2021-04-15 01:20:57,851 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.32ms, fps=4343 images/s, loss=0.3193, top1-acc=89.64%, top5-acc=99.74%, remaining_time=0:00:00.629080, arrival_time=2021-04-15 01:20:58.480539, cost_time=0:00:01.887243 2021-04-15 01:20:58,392 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=4292 images/s, loss=0.3270, top1-acc=89.42%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:20:58.392350, cost_time=0:00:02.428161 2021-04-15 01:20:58,483 INFO : Epoch=0137 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:42:11.206251, arrival_time=2021-04-15 02:03:09.689569, cost_time=1:31:44.369115 2021-04-15 01:20:58,484 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 01:21:00,547 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.47ms, fps=1241 images/s, loss=0.1314, top1-acc=95.04%, top5-acc=100.00%, remaining_time=0:00:38.358036, arrival_time=2021-04-15 01:21:38.905043, cost_time=0:00:02.062263 2021-04-15 01:21:02,460 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.1409, top1-acc=94.88%, top5-acc=100.00%, remaining_time=0:00:34.983344, arrival_time=2021-04-15 01:21:37.443493, cost_time=0:00:03.975389 2021-04-15 01:21:04,386 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.33ms, fps=1329 images/s, loss=0.1440, top1-acc=94.79%, top5-acc=99.97%, remaining_time=0:00:32.656184, arrival_time=2021-04-15 01:21:37.042644, cost_time=0:00:05.901715 2021-04-15 01:21:06,309 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.51ms, fps=1332 images/s, loss=0.1436, top1-acc=94.84%, top5-acc=99.98%, remaining_time=0:00:30.514068, arrival_time=2021-04-15 01:21:36.823014, cost_time=0:00:07.824121 2021-04-15 01:21:08,226 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.71ms, fps=1336 images/s, loss=0.1434, top1-acc=94.83%, top5-acc=99.97%, remaining_time=0:00:28.444742, arrival_time=2021-04-15 01:21:36.670860, cost_time=0:00:09.741371 2021-04-15 01:21:10,131 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.59ms, fps=1344 images/s, loss=0.1438, top1-acc=94.80%, top5-acc=99.97%, remaining_time=0:00:26.398960, arrival_time=2021-04-15 01:21:36.530293, cost_time=0:00:11.646583 2021-04-15 01:21:12,047 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.61ms, fps=1337 images/s, loss=0.1457, top1-acc=94.77%, top5-acc=99.97%, remaining_time=0:00:24.412248, arrival_time=2021-04-15 01:21:36.459373, cost_time=0:00:13.562384 2021-04-15 01:21:13,958 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.1427, top1-acc=94.94%, top5-acc=99.97%, remaining_time=0:00:22.436604, arrival_time=2021-04-15 01:21:36.394874, cost_time=0:00:15.473525 2021-04-15 01:21:15,865 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.1431, top1-acc=94.94%, top5-acc=99.96%, remaining_time=0:00:20.470190, arrival_time=2021-04-15 01:21:36.335246, cost_time=0:00:17.380318 2021-04-15 01:21:17,787 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=9.09ms, fps=1332 images/s, loss=0.1440, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:18.530496, arrival_time=2021-04-15 01:21:36.317833, cost_time=0:00:19.302588 2021-04-15 01:21:19,692 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=0.1439, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:16.580628, arrival_time=2021-04-15 01:21:36.273155, cost_time=0:00:21.207769 2021-04-15 01:21:21,603 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.1447, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:14.642008, arrival_time=2021-04-15 01:21:36.245794, cost_time=0:00:23.118997 2021-04-15 01:21:23,514 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.1465, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:12.707376, arrival_time=2021-04-15 01:21:36.221780, cost_time=0:00:25.029658 2021-04-15 01:21:25,421 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.1469, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:10.774680, arrival_time=2021-04-15 01:21:36.196190, cost_time=0:00:26.936688 2021-04-15 01:21:27,341 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.1459, top1-acc=94.78%, top5-acc=99.95%, remaining_time=0:00:08.849434, arrival_time=2021-04-15 01:21:36.191005, cost_time=0:00:28.856827 2021-04-15 01:21:29,251 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.1457, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:06.922476, arrival_time=2021-04-15 01:21:36.173854, cost_time=0:00:30.766634 2021-04-15 01:21:31,167 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.1455, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:04.998474, arrival_time=2021-04-15 01:21:36.165539, cost_time=0:00:32.682285 2021-04-15 01:21:33,079 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.54ms, fps=1339 images/s, loss=0.1454, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:03.075040, arrival_time=2021-04-15 01:21:36.153999, cost_time=0:00:34.594221 2021-04-15 01:21:34,985 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.1459, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:01.152660, arrival_time=2021-04-15 01:21:36.138381, cost_time=0:00:36.500946 2021-04-15 01:21:36,021 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.27ms, fps=1314 images/s, loss=0.1465, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:36.021318, cost_time=0:00:37.536571 2021-04-15 01:21:36,759 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.19ms, fps=3478 images/s, loss=0.3584, top1-acc=88.79%, top5-acc=99.73%, remaining_time=0:00:02.208180, arrival_time=2021-04-15 01:21:38.967484, cost_time=0:00:00.736064 2021-04-15 01:21:37,350 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.55ms, fps=4335 images/s, loss=0.3572, top1-acc=88.52%, top5-acc=99.69%, remaining_time=0:00:01.326960, arrival_time=2021-04-15 01:21:38.677153, cost_time=0:00:01.326967 2021-04-15 01:21:37,941 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.27ms, fps=4329 images/s, loss=0.3552, top1-acc=88.66%, top5-acc=99.67%, remaining_time=0:00:00.639560, arrival_time=2021-04-15 01:21:38.581459, cost_time=0:00:01.918671 2021-04-15 01:21:38,481 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=4304 images/s, loss=0.3629, top1-acc=88.61%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:21:38.481223, cost_time=0:00:02.458015 2021-04-15 01:21:38,577 INFO : Epoch=0138 complete, best val top1-acc=89.61%, top5-acc=99.65% (epoch=131), remaining_time=0:41:30.990616, arrival_time=2021-04-15 02:03:09.567858, cost_time=1:32:24.463048 2021-04-15 01:21:38,578 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 01:21:40,655 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.35ms, fps=1233 images/s, loss=0.1444, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:00:38.630154, arrival_time=2021-04-15 01:22:19.285689, cost_time=0:00:02.076889 2021-04-15 01:21:42,568 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.1433, top1-acc=94.82%, top5-acc=99.98%, remaining_time=0:00:35.110416, arrival_time=2021-04-15 01:22:17.678964, cost_time=0:00:03.989818 2021-04-15 01:21:44,487 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.29ms, fps=1334 images/s, loss=0.1466, top1-acc=94.82%, top5-acc=99.97%, remaining_time=0:00:32.695360, arrival_time=2021-04-15 01:22:17.182892, cost_time=0:00:05.908806 2021-04-15 01:21:46,413 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.34ms, fps=1330 images/s, loss=0.1498, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:30.555252, arrival_time=2021-04-15 01:22:16.968558, cost_time=0:00:07.834669 2021-04-15 01:21:48,325 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.94ms, fps=1339 images/s, loss=0.1519, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:28.459634, arrival_time=2021-04-15 01:22:16.784827, cost_time=0:00:09.746472 2021-04-15 01:21:50,247 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.39ms, fps=1332 images/s, loss=0.1475, top1-acc=94.84%, top5-acc=99.97%, remaining_time=0:00:26.450096, arrival_time=2021-04-15 01:22:16.697934, cost_time=0:00:11.669187 2021-04-15 01:21:52,160 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.1431, top1-acc=94.99%, top5-acc=99.97%, remaining_time=0:00:24.447276, arrival_time=2021-04-15 01:22:16.607731, cost_time=0:00:13.581829 2021-04-15 01:21:54,069 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.1426, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:22.461544, arrival_time=2021-04-15 01:22:16.530878, cost_time=0:00:15.490709 2021-04-15 01:21:55,985 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.1415, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:20.501566, arrival_time=2021-04-15 01:22:16.487222, cost_time=0:00:17.407024 2021-04-15 01:21:57,896 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.1417, top1-acc=95.12%, top5-acc=99.95%, remaining_time=0:00:18.544608, arrival_time=2021-04-15 01:22:16.440657, cost_time=0:00:19.317330 2021-04-15 01:21:59,806 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.1423, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:16.596108, arrival_time=2021-04-15 01:22:16.402317, cost_time=0:00:21.227577 2021-04-15 01:22:01,721 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.63ms, fps=1337 images/s, loss=0.1409, top1-acc=95.16%, top5-acc=99.94%, remaining_time=0:00:14.656828, arrival_time=2021-04-15 01:22:16.377818, cost_time=0:00:23.142354 2021-04-15 01:22:03,627 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.1416, top1-acc=95.11%, top5-acc=99.94%, remaining_time=0:00:12.716946, arrival_time=2021-04-15 01:22:16.344114, cost_time=0:00:25.048545 2021-04-15 01:22:05,543 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.32ms, fps=1336 images/s, loss=0.1403, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:10.785880, arrival_time=2021-04-15 01:22:16.329240, cost_time=0:00:26.964730 2021-04-15 01:22:07,451 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.1406, top1-acc=95.15%, top5-acc=99.94%, remaining_time=0:00:08.854310, arrival_time=2021-04-15 01:22:16.305654, cost_time=0:00:28.872714 2021-04-15 01:22:09,360 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.1403, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:06.925824, arrival_time=2021-04-15 01:22:16.285893, cost_time=0:00:30.781436 2021-04-15 01:22:11,275 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.1402, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:05.000762, arrival_time=2021-04-15 01:22:16.276711, cost_time=0:00:32.697318 2021-04-15 01:22:13,185 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.1404, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:03.076160, arrival_time=2021-04-15 01:22:16.261574, cost_time=0:00:34.606789 2021-04-15 01:22:15,100 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.26ms, fps=1337 images/s, loss=0.1413, top1-acc=95.19%, top5-acc=99.93%, remaining_time=0:00:01.153320, arrival_time=2021-04-15 01:22:16.253857, cost_time=0:00:36.521886 2021-04-15 01:22:16,131 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.36ms, fps=1320 images/s, loss=0.1415, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:16.131009, cost_time=0:00:37.552304 2021-04-15 01:22:16,846 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.45ms, fps=3586 images/s, loss=0.3079, top1-acc=89.45%, top5-acc=99.77%, remaining_time=0:00:02.141430, arrival_time=2021-04-15 01:22:18.988161, cost_time=0:00:00.713809 2021-04-15 01:22:17,436 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.27ms, fps=4345 images/s, loss=0.3165, top1-acc=89.37%, top5-acc=99.77%, remaining_time=0:00:01.303300, arrival_time=2021-04-15 01:22:18.739534, cost_time=0:00:01.303308 2021-04-15 01:22:18,035 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.49ms, fps=4278 images/s, loss=0.3180, top1-acc=89.67%, top5-acc=99.69%, remaining_time=0:00:00.634020, arrival_time=2021-04-15 01:22:18.669007, cost_time=0:00:01.902071 2021-04-15 01:22:18,575 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=4293 images/s, loss=0.3082, top1-acc=89.87%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:18.575727, cost_time=0:00:02.442842 2021-04-15 01:22:18,827 INFO : Epoch=0139 complete, best val top1-acc=89.87%, top5-acc=99.71% (epoch=139), remaining_time=0:40:50.845251, arrival_time=2021-04-15 02:03:09.672414, cost_time=1:33:04.712949 2021-04-15 01:22:18,828 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 01:22:20,904 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.59ms, fps=1233 images/s, loss=0.1444, top1-acc=94.80%, top5-acc=99.88%, remaining_time=0:00:38.608206, arrival_time=2021-04-15 01:22:59.512504, cost_time=0:00:02.075714 2021-04-15 01:22:22,821 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.32ms, fps=1336 images/s, loss=0.1463, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:35.133648, arrival_time=2021-04-15 01:22:57.954710, cost_time=0:00:03.992466 2021-04-15 01:22:24,737 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.1372, top1-acc=95.01%, top5-acc=99.93%, remaining_time=0:00:32.693700, arrival_time=2021-04-15 01:22:57.430860, cost_time=0:00:05.908493 2021-04-15 01:22:26,654 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.1340, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:30.520308, arrival_time=2021-04-15 01:22:57.174521, cost_time=0:00:07.825712 2021-04-15 01:22:28,562 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.1328, top1-acc=95.25%, top5-acc=99.95%, remaining_time=0:00:28.423572, arrival_time=2021-04-15 01:22:56.986159, cost_time=0:00:09.734101 2021-04-15 01:22:30,475 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.67ms, fps=1338 images/s, loss=0.1326, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:26.400320, arrival_time=2021-04-15 01:22:56.876029, cost_time=0:00:11.647209 2021-04-15 01:22:32,390 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.1354, top1-acc=95.26%, top5-acc=99.94%, remaining_time=0:00:24.411366, arrival_time=2021-04-15 01:22:56.801794, cost_time=0:00:13.561853 2021-04-15 01:22:34,298 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.1360, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:00:22.431268, arrival_time=2021-04-15 01:22:56.729643, cost_time=0:00:15.469875 2021-04-15 01:22:36,213 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.61ms, fps=1337 images/s, loss=0.1361, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:20.475066, arrival_time=2021-04-15 01:22:56.688049, cost_time=0:00:17.384491 2021-04-15 01:22:38,119 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.1359, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:18.519168, arrival_time=2021-04-15 01:22:56.638420, cost_time=0:00:19.290761 2021-04-15 01:22:40,025 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.78ms, fps=1343 images/s, loss=0.1366, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:16.572458, arrival_time=2021-04-15 01:22:56.598229, cost_time=0:00:21.197280 2021-04-15 01:22:41,942 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.1372, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:14.638740, arrival_time=2021-04-15 01:22:56.581070, cost_time=0:00:23.113838 2021-04-15 01:22:43,851 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.1366, top1-acc=95.25%, top5-acc=99.94%, remaining_time=0:00:12.703746, arrival_time=2021-04-15 01:22:56.554838, cost_time=0:00:25.022517 2021-04-15 01:22:45,762 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.1365, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:00:10.773504, arrival_time=2021-04-15 01:22:56.535745, cost_time=0:00:26.933750 2021-04-15 01:22:47,679 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.82ms, fps=1335 images/s, loss=0.1366, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:08.847686, arrival_time=2021-04-15 01:22:56.527293, cost_time=0:00:28.851123 2021-04-15 01:22:49,586 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.1371, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:00:06.920604, arrival_time=2021-04-15 01:22:56.507267, cost_time=0:00:30.758173 2021-04-15 01:22:51,502 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.1374, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:04.997200, arrival_time=2021-04-15 01:22:56.499676, cost_time=0:00:32.673985 2021-04-15 01:22:53,410 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.1390, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:03.073904, arrival_time=2021-04-15 01:22:56.483863, cost_time=0:00:34.581477 2021-04-15 01:22:55,319 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.20ms, fps=1341 images/s, loss=0.1387, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:01.152342, arrival_time=2021-04-15 01:22:56.471722, cost_time=0:00:36.490889 2021-04-15 01:22:56,345 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.21ms, fps=1325 images/s, loss=0.1387, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:56.345947, cost_time=0:00:37.517479 2021-04-15 01:22:57,054 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.41ms, fps=3620 images/s, loss=0.3292, top1-acc=89.69%, top5-acc=99.65%, remaining_time=0:00:02.121600, arrival_time=2021-04-15 01:22:59.176395, cost_time=0:00:00.707203 2021-04-15 01:22:57,650 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.33ms, fps=4302 images/s, loss=0.3462, top1-acc=89.00%, top5-acc=99.65%, remaining_time=0:00:01.302700, arrival_time=2021-04-15 01:22:58.952971, cost_time=0:00:01.302695 2021-04-15 01:22:58,238 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.19ms, fps=4353 images/s, loss=0.3546, top1-acc=88.82%, top5-acc=99.64%, remaining_time=0:00:00.630370, arrival_time=2021-04-15 01:22:58.869078, cost_time=0:00:01.891123 2021-04-15 01:22:58,778 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=4299 images/s, loss=0.3490, top1-acc=88.80%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 01:22:58.778637, cost_time=0:00:02.431080 2021-04-15 01:22:58,905 INFO : Epoch=0140 complete, best val top1-acc=89.87%, top5-acc=99.71% (epoch=139), remaining_time=0:40:10.624800, arrival_time=2021-04-15 02:03:09.530159, cost_time=1:33:44.791150 2021-04-15 01:22:58,906 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 01:23:01,016 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=4.12ms, fps=1213 images/s, loss=0.1288, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:39.242652, arrival_time=2021-04-15 01:23:40.259340, cost_time=0:00:02.109819 2021-04-15 01:23:02,933 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.1390, top1-acc=95.16%, top5-acc=100.00%, remaining_time=0:00:35.439712, arrival_time=2021-04-15 01:23:38.373656, cost_time=0:00:04.027235 2021-04-15 01:23:04,864 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.35ms, fps=1327 images/s, loss=0.1364, top1-acc=95.25%, top5-acc=99.99%, remaining_time=0:00:32.963782, arrival_time=2021-04-15 01:23:37.827858, cost_time=0:00:05.957298 2021-04-15 01:23:06,775 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.1334, top1-acc=95.35%, top5-acc=99.99%, remaining_time=0:00:30.687384, arrival_time=2021-04-15 01:23:37.462721, cost_time=0:00:07.868555 2021-04-15 01:23:08,689 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.1340, top1-acc=95.27%, top5-acc=99.99%, remaining_time=0:00:28.565338, arrival_time=2021-04-15 01:23:37.254689, cost_time=0:00:09.782644 2021-04-15 01:23:10,599 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.1333, top1-acc=95.28%, top5-acc=99.98%, remaining_time=0:00:26.503952, arrival_time=2021-04-15 01:23:37.103559, cost_time=0:00:11.692916 2021-04-15 01:23:12,505 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.1323, top1-acc=95.33%, top5-acc=99.98%, remaining_time=0:00:24.478398, arrival_time=2021-04-15 01:23:36.984231, cost_time=0:00:13.599133 2021-04-15 01:23:14,424 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.66ms, fps=1334 images/s, loss=0.1338, top1-acc=95.26%, top5-acc=99.97%, remaining_time=0:00:22.501100, arrival_time=2021-04-15 01:23:36.925920, cost_time=0:00:15.518035 2021-04-15 01:23:16,333 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.1336, top1-acc=95.27%, top5-acc=99.97%, remaining_time=0:00:20.525204, arrival_time=2021-04-15 01:23:36.859015, cost_time=0:00:17.427052 2021-04-15 01:23:18,244 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.56ms, fps=1340 images/s, loss=0.1334, top1-acc=95.31%, top5-acc=99.97%, remaining_time=0:00:18.564384, arrival_time=2021-04-15 01:23:36.809020, cost_time=0:00:19.337875 2021-04-15 01:23:20,155 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.1327, top1-acc=95.35%, top5-acc=99.97%, remaining_time=0:00:16.612792, arrival_time=2021-04-15 01:23:36.768446, cost_time=0:00:21.248970 2021-04-15 01:23:22,061 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.1333, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:14.664656, arrival_time=2021-04-15 01:23:36.726036, cost_time=0:00:23.154698 2021-04-15 01:23:23,978 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.1342, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:12.728628, arrival_time=2021-04-15 01:23:36.706842, cost_time=0:00:25.071512 2021-04-15 01:23:25,890 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.1332, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:10.793328, arrival_time=2021-04-15 01:23:36.683380, cost_time=0:00:26.983279 2021-04-15 01:23:27,802 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.1337, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:08.861348, arrival_time=2021-04-15 01:23:36.663704, cost_time=0:00:28.895668 2021-04-15 01:23:29,716 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.63ms, fps=1338 images/s, loss=0.1338, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:06.932160, arrival_time=2021-04-15 01:23:36.648496, cost_time=0:00:30.809651 2021-04-15 01:23:31,624 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.1335, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:05.003856, arrival_time=2021-04-15 01:23:36.627993, cost_time=0:00:32.717451 2021-04-15 01:23:33,542 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.1346, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:03.078720, arrival_time=2021-04-15 01:23:36.620939, cost_time=0:00:34.635528 2021-04-15 01:23:35,451 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.1352, top1-acc=95.30%, top5-acc=99.95%, remaining_time=0:00:01.154040, arrival_time=2021-04-15 01:23:36.605320, cost_time=0:00:36.544587 2021-04-15 01:23:36,477 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.22ms, fps=1325 images/s, loss=0.1349, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:36.477852, cost_time=0:00:37.571181 2021-04-15 01:23:37,178 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.21ms, fps=3662 images/s, loss=0.3619, top1-acc=89.10%, top5-acc=99.49%, remaining_time=0:00:02.097180, arrival_time=2021-04-15 01:23:39.275829, cost_time=0:00:00.699063 2021-04-15 01:23:37,767 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.26ms, fps=4350 images/s, loss=0.3544, top1-acc=88.98%, top5-acc=99.61%, remaining_time=0:00:01.287980, arrival_time=2021-04-15 01:23:39.055527, cost_time=0:00:01.287972 2021-04-15 01:23:38,357 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.16ms, fps=4344 images/s, loss=0.3523, top1-acc=89.02%, top5-acc=99.67%, remaining_time=0:00:00.625900, arrival_time=2021-04-15 01:23:38.983184, cost_time=0:00:01.877708 2021-04-15 01:23:38,898 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=4292 images/s, loss=0.3645, top1-acc=89.00%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:23:38.898119, cost_time=0:00:02.418569 2021-04-15 01:23:39,017 INFO : Epoch=0141 complete, best val top1-acc=89.87%, top5-acc=99.71% (epoch=139), remaining_time=0:39:30.420344, arrival_time=2021-04-15 02:03:09.437413, cost_time=1:34:24.902865 2021-04-15 01:23:39,018 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 01:23:41,076 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.41ms, fps=1244 images/s, loss=0.1230, top1-acc=95.62%, top5-acc=99.92%, remaining_time=0:00:38.270244, arrival_time=2021-04-15 01:24:19.346199, cost_time=0:00:02.057538 2021-04-15 01:23:43,000 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.52ms, fps=1331 images/s, loss=0.1188, top1-acc=95.82%, top5-acc=99.88%, remaining_time=0:00:35.037024, arrival_time=2021-04-15 01:24:18.037006, cost_time=0:00:03.981480 2021-04-15 01:23:44,918 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.1147, top1-acc=95.99%, top5-acc=99.91%, remaining_time=0:00:32.647718, arrival_time=2021-04-15 01:24:17.566413, cost_time=0:00:05.900185 2021-04-15 01:23:46,838 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.56ms, fps=1334 images/s, loss=0.1205, top1-acc=95.85%, top5-acc=99.93%, remaining_time=0:00:30.497688, arrival_time=2021-04-15 01:24:17.336026, cost_time=0:00:07.819921 2021-04-15 01:23:48,763 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.31ms, fps=1330 images/s, loss=0.1201, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:28.455692, arrival_time=2021-04-15 01:24:17.219289, cost_time=0:00:09.745097 2021-04-15 01:23:50,685 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=2.08ms, fps=1333 images/s, loss=0.1211, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:26.443840, arrival_time=2021-04-15 01:24:17.128762, cost_time=0:00:11.666380 2021-04-15 01:23:52,599 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.1209, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:24.445008, arrival_time=2021-04-15 01:24:17.044073, cost_time=0:00:13.580534 2021-04-15 01:23:54,506 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.1215, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:22.458296, arrival_time=2021-04-15 01:24:16.965152, cost_time=0:00:15.488442 2021-04-15 01:23:56,423 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.1229, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:20.499234, arrival_time=2021-04-15 01:24:16.922776, cost_time=0:00:17.405037 2021-04-15 01:23:58,331 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.89ms, fps=1342 images/s, loss=0.1242, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:18.540672, arrival_time=2021-04-15 01:24:16.872305, cost_time=0:00:19.313231 2021-04-15 01:24:00,242 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.1249, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:16.593270, arrival_time=2021-04-15 01:24:16.835668, cost_time=0:00:21.223981 2021-04-15 01:24:02,159 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.74ms, fps=1336 images/s, loss=0.1256, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:14.655992, arrival_time=2021-04-15 01:24:16.815527, cost_time=0:00:23.141021 2021-04-15 01:24:04,070 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.1265, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:12.718926, arrival_time=2021-04-15 01:24:16.789737, cost_time=0:00:25.052395 2021-04-15 01:24:05,986 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.1280, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:10.787168, arrival_time=2021-04-15 01:24:16.773432, cost_time=0:00:26.967857 2021-04-15 01:24:07,892 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.1276, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:08.854678, arrival_time=2021-04-15 01:24:16.747058, cost_time=0:00:28.873968 2021-04-15 01:24:09,803 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.1281, top1-acc=95.43%, top5-acc=99.95%, remaining_time=0:00:06.926724, arrival_time=2021-04-15 01:24:16.730518, cost_time=0:00:30.785379 2021-04-15 01:24:11,722 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.1269, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:05.001750, arrival_time=2021-04-15 01:24:16.723837, cost_time=0:00:32.703673 2021-04-15 01:24:13,633 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.1266, top1-acc=95.53%, top5-acc=99.96%, remaining_time=0:00:03.076880, arrival_time=2021-04-15 01:24:16.710340, cost_time=0:00:34.614877 2021-04-15 01:24:15,548 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.21ms, fps=1337 images/s, loss=0.1266, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:01.153584, arrival_time=2021-04-15 01:24:16.702210, cost_time=0:00:36.530217 2021-04-15 01:24:16,575 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.20ms, fps=1324 images/s, loss=0.1275, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:16.575845, cost_time=0:00:37.557443 2021-04-15 01:24:17,281 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.11ms, fps=3636 images/s, loss=0.3009, top1-acc=89.96%, top5-acc=99.84%, remaining_time=0:00:02.111880, arrival_time=2021-04-15 01:24:19.393515, cost_time=0:00:00.703965 2021-04-15 01:24:17,869 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.36ms, fps=4357 images/s, loss=0.2964, top1-acc=90.25%, top5-acc=99.69%, remaining_time=0:00:01.291860, arrival_time=2021-04-15 01:24:19.161408, cost_time=0:00:01.291851 2021-04-15 01:24:18,461 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.27ms, fps=4328 images/s, loss=0.3034, top1-acc=90.10%, top5-acc=99.70%, remaining_time=0:00:00.627920, arrival_time=2021-04-15 01:24:19.089332, cost_time=0:00:01.883745 2021-04-15 01:24:19,001 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=4297 images/s, loss=0.3062, top1-acc=90.14%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:19.001660, cost_time=0:00:02.424022 2021-04-15 01:24:19,231 INFO : Epoch=0142 complete, best val top1-acc=90.14%, top5-acc=99.64% (epoch=142), remaining_time=0:38:50.258982, arrival_time=2021-04-15 02:03:09.490068, cost_time=1:35:05.116868 2021-04-15 01:24:19,232 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 01:24:21,345 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=2.01ms, fps=1212 images/s, loss=0.1543, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:39.298638, arrival_time=2021-04-15 01:25:00.644015, cost_time=0:00:02.112833 2021-04-15 01:24:23,268 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.44ms, fps=1331 images/s, loss=0.1456, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:35.519792, arrival_time=2021-04-15 01:24:58.788670, cost_time=0:00:04.036331 2021-04-15 01:24:25,189 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.1405, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:32.962620, arrival_time=2021-04-15 01:24:58.152133, cost_time=0:00:05.957095 2021-04-15 01:24:27,105 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.1353, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:30.702672, arrival_time=2021-04-15 01:24:57.807663, cost_time=0:00:07.872469 2021-04-15 01:24:29,008 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.46ms, fps=1345 images/s, loss=0.1320, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:28.547234, arrival_time=2021-04-15 01:24:57.556085, cost_time=0:00:09.776428 2021-04-15 01:24:30,917 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.1288, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:26.486816, arrival_time=2021-04-15 01:24:57.404576, cost_time=0:00:11.685339 2021-04-15 01:24:32,839 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.43ms, fps=1333 images/s, loss=0.1273, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:24.491628, arrival_time=2021-04-15 01:24:57.330588, cost_time=0:00:13.606461 2021-04-15 01:24:34,745 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.1287, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:22.493444, arrival_time=2021-04-15 01:24:57.238580, cost_time=0:00:15.512711 2021-04-15 01:24:36,667 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.45ms, fps=1332 images/s, loss=0.1296, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:20.534108, arrival_time=2021-04-15 01:24:57.201165, cost_time=0:00:17.434629 2021-04-15 01:24:38,579 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.44ms, fps=1339 images/s, loss=0.1286, top1-acc=95.56%, top5-acc=99.97%, remaining_time=0:00:18.573312, arrival_time=2021-04-15 01:24:57.152909, cost_time=0:00:19.347174 2021-04-15 01:24:40,488 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.1281, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:16.618382, arrival_time=2021-04-15 01:24:57.106876, cost_time=0:00:21.256059 2021-04-15 01:24:42,406 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.1274, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:00:14.676588, arrival_time=2021-04-15 01:24:57.082614, cost_time=0:00:23.173602 2021-04-15 01:24:44,312 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.1279, top1-acc=95.60%, top5-acc=99.97%, remaining_time=0:00:12.732654, arrival_time=2021-04-15 01:24:57.044727, cost_time=0:00:25.079455 2021-04-15 01:24:46,219 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.1276, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:10.794840, arrival_time=2021-04-15 01:24:57.014346, cost_time=0:00:26.987084 2021-04-15 01:24:48,138 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.81ms, fps=1335 images/s, loss=0.1262, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:08.864384, arrival_time=2021-04-15 01:24:57.002401, cost_time=0:00:28.905582 2021-04-15 01:24:50,045 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.58ms, fps=1342 images/s, loss=0.1272, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:06.932916, arrival_time=2021-04-15 01:24:56.978325, cost_time=0:00:30.812991 2021-04-15 01:24:51,955 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.1268, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:05.004688, arrival_time=2021-04-15 01:24:56.960109, cost_time=0:00:32.722993 2021-04-15 01:24:53,867 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.1274, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:03.078688, arrival_time=2021-04-15 01:24:56.946411, cost_time=0:00:34.635302 2021-04-15 01:24:55,774 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.1282, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:01.153974, arrival_time=2021-04-15 01:24:56.928918, cost_time=0:00:36.542526 2021-04-15 01:24:56,801 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.17ms, fps=1325 images/s, loss=0.1290, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:56.801645, cost_time=0:00:37.569235 2021-04-15 01:24:57,507 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.21ms, fps=3633 images/s, loss=0.2610, top1-acc=91.05%, top5-acc=99.77%, remaining_time=0:00:02.113740, arrival_time=2021-04-15 01:24:59.621675, cost_time=0:00:00.704578 2021-04-15 01:24:58,099 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.41ms, fps=4329 images/s, loss=0.2764, top1-acc=90.62%, top5-acc=99.73%, remaining_time=0:00:01.296240, arrival_time=2021-04-15 01:24:59.395838, cost_time=0:00:01.296234 2021-04-15 01:24:58,690 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.33ms, fps=4333 images/s, loss=0.2784, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:00.629150, arrival_time=2021-04-15 01:24:59.319952, cost_time=0:00:01.887443 2021-04-15 01:24:59,231 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=0.2788, top1-acc=90.50%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:24:59.231631, cost_time=0:00:02.428300 2021-04-15 01:24:59,456 INFO : Epoch=0143 complete, best val top1-acc=90.50%, top5-acc=99.80% (epoch=143), remaining_time=0:38:10.101255, arrival_time=2021-04-15 02:03:09.557279, cost_time=1:35:45.341812 2021-04-15 01:24:59,457 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 01:25:01,575 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.35ms, fps=1209 images/s, loss=0.1129, top1-acc=96.21%, top5-acc=99.92%, remaining_time=0:00:39.392568, arrival_time=2021-04-15 01:25:40.967901, cost_time=0:00:02.117883 2021-04-15 01:25:03,497 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.34ms, fps=1332 images/s, loss=0.1177, top1-acc=95.94%, top5-acc=99.94%, remaining_time=0:00:35.551824, arrival_time=2021-04-15 01:25:39.049458, cost_time=0:00:04.039978 2021-04-15 01:25:05,418 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.41ms, fps=1333 images/s, loss=0.1166, top1-acc=95.92%, top5-acc=99.96%, remaining_time=0:00:32.983038, arrival_time=2021-04-15 01:25:38.401315, cost_time=0:00:05.960790 2021-04-15 01:25:07,343 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.52ms, fps=1330 images/s, loss=0.1165, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:30.755712, arrival_time=2021-04-15 01:25:38.099348, cost_time=0:00:07.886087 2021-04-15 01:25:09,254 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.1150, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:28.605634, arrival_time=2021-04-15 01:25:37.859580, cost_time=0:00:09.796453 2021-04-15 01:25:11,166 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.1132, top1-acc=95.99%, top5-acc=99.98%, remaining_time=0:00:26.540808, arrival_time=2021-04-15 01:25:37.707446, cost_time=0:00:11.709191 2021-04-15 01:25:13,078 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.1145, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:24.517206, arrival_time=2021-04-15 01:25:37.595316, cost_time=0:00:13.620656 2021-04-15 01:25:14,995 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.82ms, fps=1336 images/s, loss=0.1139, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:22.529172, arrival_time=2021-04-15 01:25:37.524112, cost_time=0:00:15.537369 2021-04-15 01:25:16,917 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.47ms, fps=1332 images/s, loss=0.1148, top1-acc=95.89%, top5-acc=99.98%, remaining_time=0:00:20.564212, arrival_time=2021-04-15 01:25:37.481833, cost_time=0:00:17.460170 2021-04-15 01:25:18,825 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.1153, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:18.593472, arrival_time=2021-04-15 01:25:37.419148, cost_time=0:00:19.368230 2021-04-15 01:25:20,744 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.1151, top1-acc=95.89%, top5-acc=99.98%, remaining_time=0:00:16.642376, arrival_time=2021-04-15 01:25:37.386538, cost_time=0:00:21.286716 2021-04-15 01:25:22,658 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.1158, top1-acc=95.86%, top5-acc=99.98%, remaining_time=0:00:14.694220, arrival_time=2021-04-15 01:25:37.353016, cost_time=0:00:23.201349 2021-04-15 01:25:24,566 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.1160, top1-acc=95.85%, top5-acc=99.98%, remaining_time=0:00:12.747570, arrival_time=2021-04-15 01:25:37.313836, cost_time=0:00:25.108803 2021-04-15 01:25:26,479 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.1163, top1-acc=95.83%, top5-acc=99.99%, remaining_time=0:00:10.808672, arrival_time=2021-04-15 01:25:37.287937, cost_time=0:00:27.021728 2021-04-15 01:25:28,383 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.28ms, fps=1345 images/s, loss=0.1172, top1-acc=95.80%, top5-acc=99.99%, remaining_time=0:00:08.870686, arrival_time=2021-04-15 01:25:37.254263, cost_time=0:00:28.926128 2021-04-15 01:25:30,296 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.1171, top1-acc=95.83%, top5-acc=99.99%, remaining_time=0:00:06.938820, arrival_time=2021-04-15 01:25:37.235510, cost_time=0:00:30.839230 2021-04-15 01:25:32,205 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.1174, top1-acc=95.81%, top5-acc=99.98%, remaining_time=0:00:05.008536, arrival_time=2021-04-15 01:25:37.214027, cost_time=0:00:32.748040 2021-04-15 01:25:34,116 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.1182, top1-acc=95.80%, top5-acc=99.98%, remaining_time=0:00:03.080784, arrival_time=2021-04-15 01:25:37.197024, cost_time=0:00:34.658788 2021-04-15 01:25:36,035 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.22ms, fps=1334 images/s, loss=0.1207, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:01.155078, arrival_time=2021-04-15 01:25:37.190077, cost_time=0:00:36.577556 2021-04-15 01:25:37,060 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.16ms, fps=1327 images/s, loss=0.1209, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:37.060582, cost_time=0:00:37.603140 2021-04-15 01:25:37,773 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.29ms, fps=3599 images/s, loss=0.3002, top1-acc=89.80%, top5-acc=99.80%, remaining_time=0:00:02.133900, arrival_time=2021-04-15 01:25:39.907463, cost_time=0:00:00.711305 2021-04-15 01:25:38,363 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.44ms, fps=4340 images/s, loss=0.3205, top1-acc=89.47%, top5-acc=99.77%, remaining_time=0:00:01.301520, arrival_time=2021-04-15 01:25:39.665301, cost_time=0:00:01.301522 2021-04-15 01:25:38,954 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.25ms, fps=4340 images/s, loss=0.3221, top1-acc=89.51%, top5-acc=99.74%, remaining_time=0:00:00.630580, arrival_time=2021-04-15 01:25:39.584559, cost_time=0:00:01.891727 2021-04-15 01:25:39,497 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=4269 images/s, loss=0.3272, top1-acc=89.46%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:25:39.497751, cost_time=0:00:02.435500 2021-04-15 01:25:39,607 INFO : Epoch=0144 complete, best val top1-acc=90.50%, top5-acc=99.80% (epoch=143), remaining_time=0:37:29.914184, arrival_time=2021-04-15 02:03:09.521952, cost_time=1:36:25.493564 2021-04-15 01:25:39,609 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 01:25:41,742 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.58ms, fps=1200 images/s, loss=0.1191, top1-acc=95.90%, top5-acc=99.92%, remaining_time=0:00:39.675660, arrival_time=2021-04-15 01:26:21.417956, cost_time=0:00:02.133105 2021-04-15 01:25:43,663 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.28ms, fps=1333 images/s, loss=0.1087, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:35.680832, arrival_time=2021-04-15 01:26:19.344611, cost_time=0:00:04.054645 2021-04-15 01:25:45,578 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.1118, top1-acc=96.39%, top5-acc=99.95%, remaining_time=0:00:33.029850, arrival_time=2021-04-15 01:26:18.608225, cost_time=0:00:05.969243 2021-04-15 01:25:47,499 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.29ms, fps=1333 images/s, loss=0.1072, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:30.770532, arrival_time=2021-04-15 01:26:18.269554, cost_time=0:00:07.889881 2021-04-15 01:25:49,406 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.1063, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:28.609284, arrival_time=2021-04-15 01:26:18.016179, cost_time=0:00:09.797717 2021-04-15 01:25:51,325 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.1065, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:26.556584, arrival_time=2021-04-15 01:26:17.881890, cost_time=0:00:11.716137 2021-04-15 01:25:53,234 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.1046, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:24.524640, arrival_time=2021-04-15 01:26:17.758597, cost_time=0:00:13.624830 2021-04-15 01:25:55,149 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.61ms, fps=1337 images/s, loss=0.1053, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:22.533696, arrival_time=2021-04-15 01:26:17.683462, cost_time=0:00:15.540466 2021-04-15 01:25:57,059 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.62ms, fps=1341 images/s, loss=0.1074, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:20.552658, arrival_time=2021-04-15 01:26:17.612156, cost_time=0:00:17.450362 2021-04-15 01:25:58,967 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.57ms, fps=1342 images/s, loss=0.1088, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:18.584160, arrival_time=2021-04-15 01:26:17.551840, cost_time=0:00:19.358543 2021-04-15 01:26:00,885 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.1089, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:16.634206, arrival_time=2021-04-15 01:26:17.519676, cost_time=0:00:21.276338 2021-04-15 01:26:02,790 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.32ms, fps=1344 images/s, loss=0.1092, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:14.681756, arrival_time=2021-04-15 01:26:17.472607, cost_time=0:00:23.181720 2021-04-15 01:26:04,707 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.1099, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:12.742092, arrival_time=2021-04-15 01:26:17.449344, cost_time=0:00:25.098121 2021-04-15 01:26:06,616 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.1101, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:10.802848, arrival_time=2021-04-15 01:26:17.419082, cost_time=0:00:27.007103 2021-04-15 01:26:08,524 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.1112, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:08.867282, arrival_time=2021-04-15 01:26:17.391438, cost_time=0:00:28.915021 2021-04-15 01:26:10,439 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.56ms, fps=1337 images/s, loss=0.1117, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:00:06.936804, arrival_time=2021-04-15 01:26:17.376134, cost_time=0:00:30.830198 2021-04-15 01:26:12,355 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.49ms, fps=1336 images/s, loss=0.1117, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:05.008250, arrival_time=2021-04-15 01:26:17.363566, cost_time=0:00:32.746187 2021-04-15 01:26:14,268 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.1123, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:03.080784, arrival_time=2021-04-15 01:26:17.348794, cost_time=0:00:34.658878 2021-04-15 01:26:16,187 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.82ms, fps=1334 images/s, loss=0.1127, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:01.155108, arrival_time=2021-04-15 01:26:17.342727, cost_time=0:00:36.578501 2021-04-15 01:26:17,212 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.22ms, fps=1327 images/s, loss=0.1132, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:17.212851, cost_time=0:00:37.603727 2021-04-15 01:26:17,971 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.48ms, fps=3380 images/s, loss=0.2844, top1-acc=91.09%, top5-acc=99.84%, remaining_time=0:00:02.272020, arrival_time=2021-04-15 01:26:20.243859, cost_time=0:00:00.757337 2021-04-15 01:26:18,561 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.51ms, fps=4344 images/s, loss=0.2940, top1-acc=90.64%, top5-acc=99.82%, remaining_time=0:00:01.347000, arrival_time=2021-04-15 01:26:19.908488, cost_time=0:00:01.347000 2021-04-15 01:26:19,152 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.24ms, fps=4333 images/s, loss=0.2997, top1-acc=90.59%, top5-acc=99.78%, remaining_time=0:00:00.646070, arrival_time=2021-04-15 01:26:19.798753, cost_time=0:00:01.938199 2021-04-15 01:26:19,693 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=4294 images/s, loss=0.3212, top1-acc=90.58%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:19.693281, cost_time=0:00:02.478818 2021-04-15 01:26:19,892 INFO : Epoch=0145 complete, best val top1-acc=90.58%, top5-acc=99.76% (epoch=145), remaining_time=0:36:49.777955, arrival_time=2021-04-15 02:03:09.670401, cost_time=1:37:05.778232 2021-04-15 01:26:19,893 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 01:26:21,960 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.36ms, fps=1239 images/s, loss=0.1073, top1-acc=96.29%, top5-acc=100.00%, remaining_time=0:00:38.435226, arrival_time=2021-04-15 01:27:00.395461, cost_time=0:00:02.066413 2021-04-15 01:26:23,879 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.28ms, fps=1334 images/s, loss=0.1080, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:35.071696, arrival_time=2021-04-15 01:26:58.950947, cost_time=0:00:03.985428 2021-04-15 01:26:25,795 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.54ms, fps=1337 images/s, loss=0.1052, top1-acc=96.55%, top5-acc=99.99%, remaining_time=0:00:32.653528, arrival_time=2021-04-15 01:26:58.448641, cost_time=0:00:05.901242 2021-04-15 01:26:27,721 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.40ms, fps=1329 images/s, loss=0.1112, top1-acc=96.16%, top5-acc=99.99%, remaining_time=0:00:30.529356, arrival_time=2021-04-15 01:26:58.251215, cost_time=0:00:07.828040 2021-04-15 01:26:29,632 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.1094, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:00:28.437004, arrival_time=2021-04-15 01:26:58.069562, cost_time=0:00:09.738708 2021-04-15 01:26:31,544 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.1080, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:26.409160, arrival_time=2021-04-15 01:26:57.954089, cost_time=0:00:11.651102 2021-04-15 01:26:33,460 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.1069, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:24.420816, arrival_time=2021-04-15 01:26:57.881713, cost_time=0:00:13.567098 2021-04-15 01:26:35,375 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.1064, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:22.447856, arrival_time=2021-04-15 01:26:57.823084, cost_time=0:00:15.481267 2021-04-15 01:26:37,296 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=2.20ms, fps=1333 images/s, loss=0.1077, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:20.496160, arrival_time=2021-04-15 01:26:57.792368, cost_time=0:00:17.402383 2021-04-15 01:26:39,201 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.54ms, fps=1344 images/s, loss=0.1086, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:18.535200, arrival_time=2021-04-15 01:26:57.736543, cost_time=0:00:19.307513 2021-04-15 01:26:41,115 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.1101, top1-acc=96.22%, top5-acc=99.98%, remaining_time=0:00:16.591722, arrival_time=2021-04-15 01:26:57.707496, cost_time=0:00:21.221944 2021-04-15 01:26:43,026 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.1111, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:14.650520, arrival_time=2021-04-15 01:26:57.676777, cost_time=0:00:23.132427 2021-04-15 01:26:44,936 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.1118, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:12.713976, arrival_time=2021-04-15 01:26:57.650424, cost_time=0:00:25.042623 2021-04-15 01:26:46,853 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.1122, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:10.783920, arrival_time=2021-04-15 01:26:57.637497, cost_time=0:00:26.959768 2021-04-15 01:26:48,760 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.1123, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:08.852562, arrival_time=2021-04-15 01:26:57.613437, cost_time=0:00:28.867062 2021-04-15 01:26:50,676 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.1135, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:06.926148, arrival_time=2021-04-15 01:26:57.602924, cost_time=0:00:30.782952 2021-04-15 01:26:52,586 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.1137, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:05.000112, arrival_time=2021-04-15 01:26:57.586981, cost_time=0:00:32.693065 2021-04-15 01:26:54,496 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.1135, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:03.075776, arrival_time=2021-04-15 01:26:57.572190, cost_time=0:00:34.602512 2021-04-15 01:26:56,412 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.20ms, fps=1337 images/s, loss=0.1140, top1-acc=96.06%, top5-acc=99.98%, remaining_time=0:00:01.153218, arrival_time=2021-04-15 01:26:57.565666, cost_time=0:00:36.518537 2021-04-15 01:26:57,442 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.51ms, fps=1321 images/s, loss=0.1144, top1-acc=96.05%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:57.442600, cost_time=0:00:37.548794 2021-04-15 01:26:58,148 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.20ms, fps=3635 images/s, loss=0.3151, top1-acc=89.88%, top5-acc=99.80%, remaining_time=0:00:02.112600, arrival_time=2021-04-15 01:27:00.261244, cost_time=0:00:00.704196 2021-04-15 01:26:58,739 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.17ms, fps=4334 images/s, loss=0.3278, top1-acc=89.69%, top5-acc=99.75%, remaining_time=0:00:01.295120, arrival_time=2021-04-15 01:27:00.034860, cost_time=0:00:01.295123 2021-04-15 01:26:59,331 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.29ms, fps=4333 images/s, loss=0.3345, top1-acc=89.34%, top5-acc=99.71%, remaining_time=0:00:00.628880, arrival_time=2021-04-15 01:26:59.960000, cost_time=0:00:01.886653 2021-04-15 01:26:59,873 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=4285 images/s, loss=0.3337, top1-acc=89.14%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:26:59.872946, cost_time=0:00:02.428496 2021-04-15 01:26:59,979 INFO : Epoch=0146 complete, best val top1-acc=90.58%, top5-acc=99.76% (epoch=145), remaining_time=0:36:09.566640, arrival_time=2021-04-15 02:03:09.546220, cost_time=1:37:45.865385 2021-04-15 01:26:59,980 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 01:27:02,093 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.22ms, fps=1212 images/s, loss=0.1039, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:39.283200, arrival_time=2021-04-15 01:27:41.376289, cost_time=0:00:02.112001 2021-04-15 01:27:04,012 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.48ms, fps=1334 images/s, loss=0.1071, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:35.479840, arrival_time=2021-04-15 01:27:39.492728, cost_time=0:00:04.031802 2021-04-15 01:27:05,926 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.1074, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:32.899208, arrival_time=2021-04-15 01:27:38.825999, cost_time=0:00:05.945625 2021-04-15 01:27:07,846 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.1062, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:30.673968, arrival_time=2021-04-15 01:27:38.520178, cost_time=0:00:07.865122 2021-04-15 01:27:09,752 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.1044, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:28.532634, arrival_time=2021-04-15 01:27:38.285159, cost_time=0:00:09.771426 2021-04-15 01:27:11,662 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.1040, top1-acc=96.40%, top5-acc=99.99%, remaining_time=0:00:26.477432, arrival_time=2021-04-15 01:27:38.139742, cost_time=0:00:11.681232 2021-04-15 01:27:13,582 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.57ms, fps=1333 images/s, loss=0.1024, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:24.483312, arrival_time=2021-04-15 01:27:38.066240, cost_time=0:00:13.601853 2021-04-15 01:27:15,498 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.64ms, fps=1337 images/s, loss=0.1026, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:22.499592, arrival_time=2021-04-15 01:27:37.997685, cost_time=0:00:15.516986 2021-04-15 01:27:17,422 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=2.10ms, fps=1331 images/s, loss=0.1028, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:20.541422, arrival_time=2021-04-15 01:27:37.963376, cost_time=0:00:17.440788 2021-04-15 01:27:19,334 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.1024, top1-acc=96.46%, top5-acc=99.99%, remaining_time=0:00:18.578976, arrival_time=2021-04-15 01:27:37.913132, cost_time=0:00:19.353077 2021-04-15 01:27:21,240 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.1023, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:16.620876, arrival_time=2021-04-15 01:27:37.861246, cost_time=0:00:21.259282 2021-04-15 01:27:23,155 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.29ms, fps=1337 images/s, loss=0.1027, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:14.677272, arrival_time=2021-04-15 01:27:37.833007, cost_time=0:00:23.174660 2021-04-15 01:27:25,062 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.1023, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:12.733446, arrival_time=2021-04-15 01:27:37.795599, cost_time=0:00:25.081080 2021-04-15 01:27:26,971 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.1022, top1-acc=96.44%, top5-acc=99.99%, remaining_time=0:00:10.796016, arrival_time=2021-04-15 01:27:37.767066, cost_time=0:00:26.989973 2021-04-15 01:27:28,888 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.33ms, fps=1336 images/s, loss=0.1030, top1-acc=96.43%, top5-acc=99.99%, remaining_time=0:00:08.864890, arrival_time=2021-04-15 01:27:37.753168, cost_time=0:00:28.907203 2021-04-15 01:27:30,794 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.1042, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:06.932952, arrival_time=2021-04-15 01:27:37.727076, cost_time=0:00:30.813042 2021-04-15 01:27:32,707 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.1049, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:05.005182, arrival_time=2021-04-15 01:27:37.712443, cost_time=0:00:32.726187 2021-04-15 01:27:34,618 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.1050, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:03.078880, arrival_time=2021-04-15 01:27:37.697280, cost_time=0:00:34.637318 2021-04-15 01:27:36,526 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.1061, top1-acc=96.34%, top5-acc=99.99%, remaining_time=0:00:01.154058, arrival_time=2021-04-15 01:27:37.680275, cost_time=0:00:36.545143 2021-04-15 01:27:37,556 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.40ms, fps=1320 images/s, loss=0.1070, top1-acc=96.31%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:37.556865, cost_time=0:00:37.575805 2021-04-15 01:27:38,334 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.30ms, fps=3302 images/s, loss=0.2947, top1-acc=91.02%, top5-acc=99.61%, remaining_time=0:00:02.326140, arrival_time=2021-04-15 01:27:40.660174, cost_time=0:00:00.775384 2021-04-15 01:27:38,923 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.26ms, fps=4344 images/s, loss=0.2963, top1-acc=90.57%, top5-acc=99.71%, remaining_time=0:00:01.365120, arrival_time=2021-04-15 01:27:40.288865, cost_time=0:00:01.365122 2021-04-15 01:27:39,518 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.49ms, fps=4305 images/s, loss=0.3023, top1-acc=90.43%, top5-acc=99.69%, remaining_time=0:00:00.653360, arrival_time=2021-04-15 01:27:40.172076, cost_time=0:00:01.960067 2021-04-15 01:27:40,060 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=4282 images/s, loss=0.3119, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:27:40.060832, cost_time=0:00:02.502210 2021-04-15 01:27:40,171 INFO : Epoch=0147 complete, best val top1-acc=90.58%, top5-acc=99.76% (epoch=145), remaining_time=0:35:29.394621, arrival_time=2021-04-15 02:03:09.565614, cost_time=1:38:26.056798 2021-04-15 01:27:40,172 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 01:27:42,294 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.33ms, fps=1207 images/s, loss=0.1108, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:39.462690, arrival_time=2021-04-15 01:28:21.756652, cost_time=0:00:02.121650 2021-04-15 01:27:44,214 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.52ms, fps=1333 images/s, loss=0.1121, top1-acc=96.09%, top5-acc=100.00%, remaining_time=0:00:35.573648, arrival_time=2021-04-15 01:28:19.788407, cost_time=0:00:04.042460 2021-04-15 01:27:46,136 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.76ms, fps=1333 images/s, loss=0.1072, top1-acc=96.29%, top5-acc=100.00%, remaining_time=0:00:33.000800, arrival_time=2021-04-15 01:28:19.137221, cost_time=0:00:05.963995 2021-04-15 01:27:48,049 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.1046, top1-acc=96.43%, top5-acc=100.00%, remaining_time=0:00:30.720144, arrival_time=2021-04-15 01:28:18.769411, cost_time=0:00:07.876974 2021-04-15 01:27:49,959 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.1044, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:28.578916, arrival_time=2021-04-15 01:28:18.538530, cost_time=0:00:09.787316 2021-04-15 01:27:51,866 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.1067, top1-acc=96.29%, top5-acc=99.99%, remaining_time=0:00:26.506944, arrival_time=2021-04-15 01:28:18.373489, cost_time=0:00:11.694237 2021-04-15 01:27:53,782 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.1067, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:24.498684, arrival_time=2021-04-15 01:28:18.281340, cost_time=0:00:13.610350 2021-04-15 01:27:55,689 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.67ms, fps=1343 images/s, loss=0.1045, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:22.499244, arrival_time=2021-04-15 01:28:18.188266, cost_time=0:00:15.516729 2021-04-15 01:27:57,599 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.1034, top1-acc=96.49%, top5-acc=99.99%, remaining_time=0:00:20.525098, arrival_time=2021-04-15 01:28:18.124378, cost_time=0:00:17.426976 2021-04-15 01:27:59,517 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.1040, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:18.570912, arrival_time=2021-04-15 01:28:18.087973, cost_time=0:00:19.344747 2021-04-15 01:28:01,431 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.73ms, fps=1337 images/s, loss=0.1038, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:16.620962, arrival_time=2021-04-15 01:28:18.052674, cost_time=0:00:21.259366 2021-04-15 01:28:03,349 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.1045, top1-acc=96.39%, top5-acc=99.99%, remaining_time=0:00:14.678944, arrival_time=2021-04-15 01:28:18.028501, cost_time=0:00:23.177257 2021-04-15 01:28:05,253 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=1345 images/s, loss=0.1053, top1-acc=96.35%, top5-acc=99.99%, remaining_time=0:00:12.733446, arrival_time=2021-04-15 01:28:17.986799, cost_time=0:00:25.081070 2021-04-15 01:28:07,174 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.43ms, fps=1333 images/s, loss=0.1063, top1-acc=96.30%, top5-acc=99.99%, remaining_time=0:00:10.800832, arrival_time=2021-04-15 01:28:17.975276, cost_time=0:00:27.002104 2021-04-15 01:28:09,084 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.1071, top1-acc=96.27%, top5-acc=99.99%, remaining_time=0:00:08.866362, arrival_time=2021-04-15 01:28:17.950765, cost_time=0:00:28.912104 2021-04-15 01:28:11,001 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.1059, top1-acc=96.31%, top5-acc=99.99%, remaining_time=0:00:06.936624, arrival_time=2021-04-15 01:28:17.938403, cost_time=0:00:30.829477 2021-04-15 01:28:12,913 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.1066, top1-acc=96.29%, top5-acc=99.99%, remaining_time=0:00:05.007470, arrival_time=2021-04-15 01:28:17.920996, cost_time=0:00:32.741217 2021-04-15 01:28:14,821 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.93ms, fps=1342 images/s, loss=0.1064, top1-acc=96.31%, top5-acc=99.99%, remaining_time=0:00:03.079952, arrival_time=2021-04-15 01:28:17.901743, cost_time=0:00:34.649494 2021-04-15 01:28:16,736 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.21ms, fps=1338 images/s, loss=0.1062, top1-acc=96.31%, top5-acc=99.99%, remaining_time=0:00:01.154646, arrival_time=2021-04-15 01:28:17.890688, cost_time=0:00:36.563745 2021-04-15 01:28:17,771 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.46ms, fps=1314 images/s, loss=0.1070, top1-acc=96.26%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:17.771435, cost_time=0:00:37.599049 2021-04-15 01:28:18,519 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.20ms, fps=3432 images/s, loss=0.2950, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:02.237910, arrival_time=2021-04-15 01:28:20.757253, cost_time=0:00:00.745972 2021-04-15 01:28:19,108 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.54ms, fps=4347 images/s, loss=0.3088, top1-acc=90.57%, top5-acc=99.61%, remaining_time=0:00:01.335200, arrival_time=2021-04-15 01:28:20.443760, cost_time=0:00:01.335190 2021-04-15 01:28:19,700 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.84ms, fps=4325 images/s, loss=0.3037, top1-acc=90.60%, top5-acc=99.60%, remaining_time=0:00:00.642480, arrival_time=2021-04-15 01:28:20.343294, cost_time=0:00:01.927452 2021-04-15 01:28:20,240 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.07ms, fps=4304 images/s, loss=0.3105, top1-acc=90.46%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:20.240158, cost_time=0:00:02.466822 2021-04-15 01:28:20,373 INFO : Epoch=0148 complete, best val top1-acc=90.58%, top5-acc=99.76% (epoch=145), remaining_time=0:34:49.226204, arrival_time=2021-04-15 02:03:09.599661, cost_time=1:39:06.259247 2021-04-15 01:28:20,374 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 01:28:22,501 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.44ms, fps=1204 images/s, loss=0.0889, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:39.549738, arrival_time=2021-04-15 01:29:02.050875, cost_time=0:00:02.126329 2021-04-15 01:28:24,426 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.31ms, fps=1330 images/s, loss=0.0947, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:00:35.654608, arrival_time=2021-04-15 01:29:00.081227, cost_time=0:00:04.051664 2021-04-15 01:28:26,350 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.40ms, fps=1331 images/s, loss=0.0992, top1-acc=96.65%, top5-acc=100.00%, remaining_time=0:00:33.064212, arrival_time=2021-04-15 01:28:59.414487, cost_time=0:00:05.975459 2021-04-15 01:28:28,263 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.0990, top1-acc=96.67%, top5-acc=100.00%, remaining_time=0:00:30.763668, arrival_time=2021-04-15 01:28:59.026718, cost_time=0:00:07.888129 2021-04-15 01:28:30,173 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.50ms, fps=1340 images/s, loss=0.0975, top1-acc=96.70%, top5-acc=100.00%, remaining_time=0:00:28.612496, arrival_time=2021-04-15 01:28:58.786105, cost_time=0:00:09.798813 2021-04-15 01:28:32,088 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.45ms, fps=1337 images/s, loss=0.0995, top1-acc=96.57%, top5-acc=99.99%, remaining_time=0:00:26.551144, arrival_time=2021-04-15 01:28:58.639728, cost_time=0:00:11.713763 2021-04-15 01:28:33,996 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.58ms, fps=1342 images/s, loss=0.0990, top1-acc=96.56%, top5-acc=99.99%, remaining_time=0:00:24.519096, arrival_time=2021-04-15 01:28:58.515709, cost_time=0:00:13.621719 2021-04-15 01:28:35,906 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.0966, top1-acc=96.69%, top5-acc=100.00%, remaining_time=0:00:22.521632, arrival_time=2021-04-15 01:28:58.428555, cost_time=0:00:15.532129 2021-04-15 01:28:37,822 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0966, top1-acc=96.68%, top5-acc=99.99%, remaining_time=0:00:20.549902, arrival_time=2021-04-15 01:28:58.372684, cost_time=0:00:17.447989 2021-04-15 01:28:39,729 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.0977, top1-acc=96.64%, top5-acc=99.99%, remaining_time=0:00:18.580512, arrival_time=2021-04-15 01:28:58.309992, cost_time=0:00:19.354692 2021-04-15 01:28:41,643 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.63ms, fps=1338 images/s, loss=0.0960, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:00:16.628444, arrival_time=2021-04-15 01:28:58.272159, cost_time=0:00:21.268924 2021-04-15 01:28:43,555 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.28ms, fps=1339 images/s, loss=0.0973, top1-acc=96.65%, top5-acc=99.99%, remaining_time=0:00:14.681072, arrival_time=2021-04-15 01:28:58.236480, cost_time=0:00:23.180617 2021-04-15 01:28:45,464 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.62ms, fps=1341 images/s, loss=0.0971, top1-acc=96.65%, top5-acc=99.99%, remaining_time=0:00:12.738000, arrival_time=2021-04-15 01:28:58.202738, cost_time=0:00:25.089936 2021-04-15 01:28:47,376 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.48ms, fps=1340 images/s, loss=0.0980, top1-acc=96.62%, top5-acc=99.99%, remaining_time=0:00:10.800496, arrival_time=2021-04-15 01:28:58.176665, cost_time=0:00:27.001252 2021-04-15 01:28:49,282 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.0982, top1-acc=96.61%, top5-acc=99.99%, remaining_time=0:00:08.865074, arrival_time=2021-04-15 01:28:58.147736, cost_time=0:00:28.907831 2021-04-15 01:28:51,196 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.0989, top1-acc=96.57%, top5-acc=99.99%, remaining_time=0:00:06.934896, arrival_time=2021-04-15 01:28:58.131450, cost_time=0:00:30.821725 2021-04-15 01:28:53,111 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.0991, top1-acc=96.56%, top5-acc=99.99%, remaining_time=0:00:05.006716, arrival_time=2021-04-15 01:28:58.117695, cost_time=0:00:32.736191 2021-04-15 01:28:55,031 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.54ms, fps=1333 images/s, loss=0.0995, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:03.080624, arrival_time=2021-04-15 01:28:58.112374, cost_time=0:00:34.656953 2021-04-15 01:28:56,942 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=0.1007, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:01.154772, arrival_time=2021-04-15 01:28:58.097280, cost_time=0:00:36.567717 2021-04-15 01:28:57,968 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.23ms, fps=1327 images/s, loss=0.1005, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:28:57.968123, cost_time=0:00:37.593334 2021-04-15 01:28:58,693 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.59ms, fps=3540 images/s, loss=0.3180, top1-acc=90.35%, top5-acc=99.69%, remaining_time=0:00:02.169240, arrival_time=2021-04-15 01:29:00.862392, cost_time=0:00:00.723078 2021-04-15 01:28:59,282 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.32ms, fps=4344 images/s, loss=0.3180, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:01.312820, arrival_time=2021-04-15 01:29:00.595680, cost_time=0:00:01.312816 2021-04-15 01:28:59,873 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.44ms, fps=4335 images/s, loss=0.3248, top1-acc=90.17%, top5-acc=99.71%, remaining_time=0:00:00.634590, arrival_time=2021-04-15 01:29:00.508388, cost_time=0:00:01.903773 2021-04-15 01:29:00,415 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.06ms, fps=4283 images/s, loss=0.3184, top1-acc=90.23%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:00.415759, cost_time=0:00:02.445757 2021-04-15 01:29:00,545 INFO : Epoch=0149 complete, best val top1-acc=90.58%, top5-acc=99.76% (epoch=145), remaining_time=0:34:09.046941, arrival_time=2021-04-15 02:03:09.592469, cost_time=1:39:46.431324 2021-04-15 01:29:00,546 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 01:29:02,657 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.46ms, fps=1213 images/s, loss=0.0939, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:39.263112, arrival_time=2021-04-15 01:29:41.920904, cost_time=0:00:02.110918 2021-04-15 01:29:04,584 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.39ms, fps=1329 images/s, loss=0.0922, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:35.528064, arrival_time=2021-04-15 01:29:40.112328, cost_time=0:00:04.037290 2021-04-15 01:29:06,502 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.0928, top1-acc=96.68%, top5-acc=99.99%, remaining_time=0:00:32.951996, arrival_time=2021-04-15 01:29:39.454138, cost_time=0:00:05.955175 2021-04-15 01:29:08,420 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.48ms, fps=1335 images/s, loss=0.0925, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:30.704856, arrival_time=2021-04-15 01:29:39.124935, cost_time=0:00:07.873052 2021-04-15 01:29:10,328 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0926, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:28.560812, arrival_time=2021-04-15 01:29:38.888782, cost_time=0:00:09.781091 2021-04-15 01:29:12,245 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.56ms, fps=1335 images/s, loss=0.0934, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:26.517688, arrival_time=2021-04-15 01:29:38.763558, cost_time=0:00:11.699000 2021-04-15 01:29:14,162 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.63ms, fps=1336 images/s, loss=0.0940, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:24.508260, arrival_time=2021-04-15 01:29:38.670851, cost_time=0:00:13.615710 2021-04-15 01:29:16,069 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.0922, top1-acc=96.81%, top5-acc=99.97%, remaining_time=0:00:22.508292, arrival_time=2021-04-15 01:29:38.578203, cost_time=0:00:15.522958 2021-04-15 01:29:17,989 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.36ms, fps=1334 images/s, loss=0.0914, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:20.543012, arrival_time=2021-04-15 01:29:38.532061, cost_time=0:00:17.442169 2021-04-15 01:29:19,895 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.0917, top1-acc=96.81%, top5-acc=99.97%, remaining_time=0:00:18.574560, arrival_time=2021-04-15 01:29:38.469882, cost_time=0:00:19.348458 2021-04-15 01:29:21,803 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0927, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:16.618812, arrival_time=2021-04-15 01:29:38.422257, cost_time=0:00:21.256574 2021-04-15 01:29:23,724 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.58ms, fps=1333 images/s, loss=0.0936, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:14.679172, arrival_time=2021-04-15 01:29:38.403679, cost_time=0:00:23.177628 2021-04-15 01:29:25,628 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.37ms, fps=1345 images/s, loss=0.0940, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:12.733908, arrival_time=2021-04-15 01:29:38.362768, cost_time=0:00:25.081906 2021-04-15 01:29:27,548 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.46ms, fps=1334 images/s, loss=0.0946, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:10.800664, arrival_time=2021-04-15 01:29:38.349352, cost_time=0:00:27.001670 2021-04-15 01:29:29,456 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.0952, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:08.865534, arrival_time=2021-04-15 01:29:38.321770, cost_time=0:00:28.909384 2021-04-15 01:29:31,366 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.0958, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:06.934500, arrival_time=2021-04-15 01:29:38.301440, cost_time=0:00:30.820067 2021-04-15 01:29:33,281 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.0966, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:05.006404, arrival_time=2021-04-15 01:29:38.287398, cost_time=0:00:32.734121 2021-04-15 01:29:35,190 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0962, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:03.079392, arrival_time=2021-04-15 01:29:38.269437, cost_time=0:00:34.643181 2021-04-15 01:29:37,105 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.0955, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:01.154478, arrival_time=2021-04-15 01:29:38.259766, cost_time=0:00:36.558413 2021-04-15 01:29:38,134 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.20ms, fps=1321 images/s, loss=0.0963, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:38.134915, cost_time=0:00:37.588054 2021-04-15 01:29:38,909 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.20ms, fps=3314 images/s, loss=0.2602, top1-acc=91.45%, top5-acc=99.77%, remaining_time=0:00:02.317380, arrival_time=2021-04-15 01:29:41.226647, cost_time=0:00:00.772460 2021-04-15 01:29:39,502 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.30ms, fps=4317 images/s, loss=0.2846, top1-acc=91.13%, top5-acc=99.77%, remaining_time=0:00:01.365780, arrival_time=2021-04-15 01:29:40.868357, cost_time=0:00:01.365774 2021-04-15 01:29:40,094 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.47ms, fps=4326 images/s, loss=0.2837, top1-acc=91.24%, top5-acc=99.74%, remaining_time=0:00:00.652640, arrival_time=2021-04-15 01:29:40.747373, cost_time=0:00:01.957924 2021-04-15 01:29:40,637 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=4281 images/s, loss=0.2919, top1-acc=91.15%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:29:40.637035, cost_time=0:00:02.500233 2021-04-15 01:29:40,854 INFO : Epoch=0150 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:33:28.913500, arrival_time=2021-04-15 02:03:09.768269, cost_time=1:40:26.740552 2021-04-15 01:29:40,856 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 01:29:42,915 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.42ms, fps=1243 images/s, loss=0.0902, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:00:38.298888, arrival_time=2021-04-15 01:30:21.214159, cost_time=0:00:02.059075 2021-04-15 01:29:44,846 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.46ms, fps=1326 images/s, loss=0.0930, top1-acc=96.91%, top5-acc=100.00%, remaining_time=0:00:35.109008, arrival_time=2021-04-15 01:30:19.954958, cost_time=0:00:03.989651 2021-04-15 01:29:46,770 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.64ms, fps=1331 images/s, loss=0.0925, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:00:32.725240, arrival_time=2021-04-15 01:30:19.495721, cost_time=0:00:05.914191 2021-04-15 01:29:48,681 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=0.0914, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:00:30.516720, arrival_time=2021-04-15 01:30:19.197712, cost_time=0:00:07.824793 2021-04-15 01:29:50,589 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.60ms, fps=1342 images/s, loss=0.0897, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:28.421382, arrival_time=2021-04-15 01:30:19.010998, cost_time=0:00:09.733329 2021-04-15 01:29:52,503 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.0902, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:26.400184, arrival_time=2021-04-15 01:30:18.903539, cost_time=0:00:11.647162 2021-04-15 01:29:54,412 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.0920, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:24.401412, arrival_time=2021-04-15 01:30:18.813975, cost_time=0:00:13.556356 2021-04-15 01:29:56,319 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.0915, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:22.422104, arrival_time=2021-04-15 01:30:18.741935, cost_time=0:00:15.463555 2021-04-15 01:29:58,245 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.86ms, fps=1330 images/s, loss=0.0910, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:20.480260, arrival_time=2021-04-15 01:30:18.725353, cost_time=0:00:17.388874 2021-04-15 01:30:00,149 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0912, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:18.521760, arrival_time=2021-04-15 01:30:18.671449, cost_time=0:00:19.293494 2021-04-15 01:30:02,066 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.0911, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:16.582348, arrival_time=2021-04-15 01:30:18.648493, cost_time=0:00:21.209952 2021-04-15 01:30:03,973 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.60ms, fps=1343 images/s, loss=0.0903, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:14.640640, arrival_time=2021-04-15 01:30:18.613658, cost_time=0:00:23.116821 2021-04-15 01:30:05,880 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.0913, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:12.704736, arrival_time=2021-04-15 01:30:18.585406, cost_time=0:00:25.024477 2021-04-15 01:30:07,798 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.0914, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:10.776640, arrival_time=2021-04-15 01:30:18.574663, cost_time=0:00:26.941658 2021-04-15 01:30:09,706 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0912, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:08.847410, arrival_time=2021-04-15 01:30:18.553869, cost_time=0:00:28.850270 2021-04-15 01:30:11,617 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.0908, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:06.921324, arrival_time=2021-04-15 01:30:18.538923, cost_time=0:00:30.761389 2021-04-15 01:30:13,528 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.0907, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:04.996888, arrival_time=2021-04-15 01:30:18.525035, cost_time=0:00:32.671954 2021-04-15 01:30:15,433 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.0909, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:03.073536, arrival_time=2021-04-15 01:30:18.507079, cost_time=0:00:34.577340 2021-04-15 01:30:17,348 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.20ms, fps=1337 images/s, loss=0.0909, top1-acc=96.88%, top5-acc=99.99%, remaining_time=0:00:01.152402, arrival_time=2021-04-15 01:30:18.501266, cost_time=0:00:36.492666 2021-04-15 01:30:18,374 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.28ms, fps=1327 images/s, loss=0.0918, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:18.374432, cost_time=0:00:37.518243 2021-04-15 01:30:19,079 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.29ms, fps=3642 images/s, loss=0.2860, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:02.108550, arrival_time=2021-04-15 01:30:21.187691, cost_time=0:00:00.702849 2021-04-15 01:30:19,670 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.32ms, fps=4334 images/s, loss=0.2914, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:01.293900, arrival_time=2021-04-15 01:30:20.964089, cost_time=0:00:01.293906 2021-04-15 01:30:20,261 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.22ms, fps=4334 images/s, loss=0.2980, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:00.628320, arrival_time=2021-04-15 01:30:20.889567, cost_time=0:00:01.884965 2021-04-15 01:30:20,801 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=4296 images/s, loss=0.3052, top1-acc=90.32%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:20.801644, cost_time=0:00:02.425382 2021-04-15 01:30:20,933 INFO : Epoch=0151 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:32:48.703086, arrival_time=2021-04-15 02:03:09.637033, cost_time=1:41:06.819749 2021-04-15 01:30:20,935 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 01:30:23,033 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.40ms, fps=1220 images/s, loss=0.0904, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:00:39.015174, arrival_time=2021-04-15 01:31:02.048122, cost_time=0:00:02.097592 2021-04-15 01:30:24,956 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.28ms, fps=1331 images/s, loss=0.0867, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:35.389552, arrival_time=2021-04-15 01:31:00.346435, cost_time=0:00:04.021539 2021-04-15 01:30:26,872 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.07ms, fps=1337 images/s, loss=0.0848, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:32.850570, arrival_time=2021-04-15 01:30:59.722778, cost_time=0:00:05.936858 2021-04-15 01:30:28,787 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0829, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:30.624828, arrival_time=2021-04-15 01:30:59.412623, cost_time=0:00:07.852516 2021-04-15 01:30:30,699 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.0834, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:28.512778, arrival_time=2021-04-15 01:30:59.212713, cost_time=0:00:09.764673 2021-04-15 01:30:32,606 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.0866, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:26.454856, arrival_time=2021-04-15 01:30:59.061405, cost_time=0:00:11.671280 2021-04-15 01:30:34,524 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.52ms, fps=1335 images/s, loss=0.0861, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:24.460128, arrival_time=2021-04-15 01:30:58.984407, cost_time=0:00:13.588925 2021-04-15 01:30:36,431 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.0865, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:22.469200, arrival_time=2021-04-15 01:30:58.900452, cost_time=0:00:15.495978 2021-04-15 01:30:38,340 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.0870, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:20.499764, arrival_time=2021-04-15 01:30:58.840459, cost_time=0:00:17.405431 2021-04-15 01:30:40,257 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.0872, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:18.549120, arrival_time=2021-04-15 01:30:58.806412, cost_time=0:00:19.322031 2021-04-15 01:30:42,163 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.0864, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:16.596366, arrival_time=2021-04-15 01:30:58.759533, cost_time=0:00:21.227910 2021-04-15 01:30:44,080 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.0873, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:14.658576, arrival_time=2021-04-15 01:30:58.739002, cost_time=0:00:23.145159 2021-04-15 01:30:45,989 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.84ms, fps=1341 images/s, loss=0.0874, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:12.719982, arrival_time=2021-04-15 01:30:58.709864, cost_time=0:00:25.054531 2021-04-15 01:30:47,901 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.0874, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:10.786440, arrival_time=2021-04-15 01:30:58.687839, cost_time=0:00:26.966143 2021-04-15 01:30:49,810 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.0871, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:08.854954, arrival_time=2021-04-15 01:30:58.665126, cost_time=0:00:28.874907 2021-04-15 01:30:51,715 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.0870, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:06.925536, arrival_time=2021-04-15 01:30:58.640906, cost_time=0:00:30.780113 2021-04-15 01:30:53,629 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.0871, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:05.000268, arrival_time=2021-04-15 01:30:58.629522, cost_time=0:00:32.693991 2021-04-15 01:30:55,532 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.35ms, fps=1345 images/s, loss=0.0873, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:03.075296, arrival_time=2021-04-15 01:30:58.607625, cost_time=0:00:34.597036 2021-04-15 01:30:57,452 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.26ms, fps=1334 images/s, loss=0.0878, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:01.153170, arrival_time=2021-04-15 01:30:58.605438, cost_time=0:00:36.517006 2021-04-15 01:30:58,485 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.17ms, fps=1317 images/s, loss=0.0876, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:30:58.485300, cost_time=0:00:37.550052 2021-04-15 01:30:59,254 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.21ms, fps=3334 images/s, loss=0.3100, top1-acc=90.66%, top5-acc=99.57%, remaining_time=0:00:02.303580, arrival_time=2021-04-15 01:31:01.558472, cost_time=0:00:00.767856 2021-04-15 01:30:59,846 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.32ms, fps=4329 images/s, loss=0.3004, top1-acc=91.05%, top5-acc=99.59%, remaining_time=0:00:01.359480, arrival_time=2021-04-15 01:31:01.206022, cost_time=0:00:01.359490 2021-04-15 01:31:00,438 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.45ms, fps=4327 images/s, loss=0.3040, top1-acc=90.68%, top5-acc=99.70%, remaining_time=0:00:00.650480, arrival_time=2021-04-15 01:31:01.088975, cost_time=0:00:01.951446 2021-04-15 01:31:00,979 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=4290 images/s, loss=0.3011, top1-acc=90.73%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:00.979618, cost_time=0:00:02.492583 2021-04-15 01:31:01,100 INFO : Epoch=0152 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:32:08.521872, arrival_time=2021-04-15 02:03:09.622091, cost_time=1:41:46.985989 2021-04-15 01:31:01,102 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 01:31:03,187 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.48ms, fps=1228 images/s, loss=0.0747, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:38.787324, arrival_time=2021-04-15 01:31:41.975071, cost_time=0:00:02.085341 2021-04-15 01:31:05,113 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.48ms, fps=1330 images/s, loss=0.0785, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:35.294864, arrival_time=2021-04-15 01:31:40.408037, cost_time=0:00:04.010772 2021-04-15 01:31:07,034 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.0773, top1-acc=97.47%, top5-acc=100.00%, remaining_time=0:00:32.823180, arrival_time=2021-04-15 01:31:39.857477, cost_time=0:00:05.931886 2021-04-15 01:31:08,952 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.0771, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:30.615780, arrival_time=2021-04-15 01:31:39.568309, cost_time=0:00:07.850195 2021-04-15 01:31:10,858 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.0744, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:28.489272, arrival_time=2021-04-15 01:31:39.348156, cost_time=0:00:09.756577 2021-04-15 01:31:12,774 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.43ms, fps=1336 images/s, loss=0.0736, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:26.457576, arrival_time=2021-04-15 01:31:39.232336, cost_time=0:00:11.672444 2021-04-15 01:31:14,680 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0742, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:24.439590, arrival_time=2021-04-15 01:31:39.119561, cost_time=0:00:13.577574 2021-04-15 01:31:16,595 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.47ms, fps=1337 images/s, loss=0.0728, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:22.464444, arrival_time=2021-04-15 01:31:39.059536, cost_time=0:00:15.492759 2021-04-15 01:31:18,504 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.0752, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:20.495312, arrival_time=2021-04-15 01:31:38.999320, cost_time=0:00:17.401695 2021-04-15 01:31:20,409 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.0754, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:18.535200, arrival_time=2021-04-15 01:31:38.945015, cost_time=0:00:19.307500 2021-04-15 01:31:22,331 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.46ms, fps=1333 images/s, loss=0.0751, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:16.597226, arrival_time=2021-04-15 01:31:38.928554, cost_time=0:00:21.229009 2021-04-15 01:31:24,239 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.0752, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:14.653560, arrival_time=2021-04-15 01:31:38.893130, cost_time=0:00:23.137251 2021-04-15 01:31:26,158 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.44ms, fps=1334 images/s, loss=0.0748, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:12.720774, arrival_time=2021-04-15 01:31:38.879256, cost_time=0:00:25.056070 2021-04-15 01:31:28,065 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.0754, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:10.785320, arrival_time=2021-04-15 01:31:38.850965, cost_time=0:00:26.963336 2021-04-15 01:31:29,974 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0758, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:08.854080, arrival_time=2021-04-15 01:31:38.828355, cost_time=0:00:28.871970 2021-04-15 01:31:31,891 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.86ms, fps=1336 images/s, loss=0.0760, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:06.927516, arrival_time=2021-04-15 01:31:38.818832, cost_time=0:00:30.788999 2021-04-15 01:31:33,799 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.0766, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:05.000814, arrival_time=2021-04-15 01:31:38.800744, cost_time=0:00:32.697625 2021-04-15 01:31:35,713 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0771, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:03.076576, arrival_time=2021-04-15 01:31:38.790357, cost_time=0:00:34.611463 2021-04-15 01:31:37,628 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.14ms, fps=1337 images/s, loss=0.0781, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:01.153464, arrival_time=2021-04-15 01:31:38.782197, cost_time=0:00:36.526419 2021-04-15 01:31:38,654 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.21ms, fps=1327 images/s, loss=0.0784, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:38.654147, cost_time=0:00:37.551830 2021-04-15 01:31:39,410 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.34ms, fps=3392 images/s, loss=0.2834, top1-acc=91.13%, top5-acc=99.49%, remaining_time=0:00:02.264040, arrival_time=2021-04-15 01:31:41.674831, cost_time=0:00:00.754681 2021-04-15 01:31:40,003 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.35ms, fps=4323 images/s, loss=0.2892, top1-acc=91.11%, top5-acc=99.69%, remaining_time=0:00:01.347420, arrival_time=2021-04-15 01:31:41.350946, cost_time=0:00:01.347413 2021-04-15 01:31:40,593 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.29ms, fps=4343 images/s, loss=0.2887, top1-acc=91.09%, top5-acc=99.71%, remaining_time=0:00:00.645780, arrival_time=2021-04-15 01:31:41.239158, cost_time=0:00:01.937348 2021-04-15 01:31:41,134 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=4290 images/s, loss=0.2933, top1-acc=90.96%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:31:41.134474, cost_time=0:00:02.478464 2021-04-15 01:31:41,386 INFO : Epoch=0153 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:31:28.377750, arrival_time=2021-04-15 02:03:09.764269, cost_time=1:42:27.272273 2021-04-15 01:31:41,388 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 01:31:43,492 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.61ms, fps=1217 images/s, loss=0.0872, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:39.117846, arrival_time=2021-04-15 01:32:22.610017, cost_time=0:00:02.103113 2021-04-15 01:31:45,416 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.48ms, fps=1331 images/s, loss=0.0838, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:35.442704, arrival_time=2021-04-15 01:32:20.859367, cost_time=0:00:04.027584 2021-04-15 01:31:47,337 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.52ms, fps=1333 images/s, loss=0.0782, top1-acc=97.38%, top5-acc=99.97%, remaining_time=0:00:32.914148, arrival_time=2021-04-15 01:32:20.251662, cost_time=0:00:05.948351 2021-04-15 01:31:49,244 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.0762, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:30.637464, arrival_time=2021-04-15 01:32:19.882180, cost_time=0:00:07.855744 2021-04-15 01:31:51,152 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0778, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:28.509420, arrival_time=2021-04-15 01:32:19.661906, cost_time=0:00:09.763511 2021-04-15 01:31:53,071 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.51ms, fps=1335 images/s, loss=0.0809, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:26.479064, arrival_time=2021-04-15 01:32:19.550035, cost_time=0:00:11.681952 2021-04-15 01:31:54,986 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.0804, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:24.474870, arrival_time=2021-04-15 01:32:19.461056, cost_time=0:00:13.597136 2021-04-15 01:31:56,899 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.54ms, fps=1338 images/s, loss=0.0815, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:22.490312, arrival_time=2021-04-15 01:32:19.389891, cost_time=0:00:15.510594 2021-04-15 01:31:58,808 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.55ms, fps=1341 images/s, loss=0.0806, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:20.516512, arrival_time=2021-04-15 01:32:19.325169, cost_time=0:00:17.419699 2021-04-15 01:32:00,717 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.0806, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:18.555168, arrival_time=2021-04-15 01:32:19.272510, cost_time=0:00:19.328343 2021-04-15 01:32:02,635 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.31ms, fps=1335 images/s, loss=0.0799, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:16.610814, arrival_time=2021-04-15 01:32:19.246132, cost_time=0:00:21.246349 2021-04-15 01:32:04,544 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.52ms, fps=1341 images/s, loss=0.0800, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:14.665340, arrival_time=2021-04-15 01:32:19.210170, cost_time=0:00:23.155856 2021-04-15 01:32:06,460 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.0796, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:12.728562, arrival_time=2021-04-15 01:32:19.189100, cost_time=0:00:25.071471 2021-04-15 01:32:08,372 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.0803, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:10.793328, arrival_time=2021-04-15 01:32:19.165671, cost_time=0:00:26.983368 2021-04-15 01:32:10,280 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.0799, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:08.860152, arrival_time=2021-04-15 01:32:19.140977, cost_time=0:00:28.891860 2021-04-15 01:32:12,198 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.43ms, fps=1336 images/s, loss=0.0803, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:06.932052, arrival_time=2021-04-15 01:32:19.130142, cost_time=0:00:30.809122 2021-04-15 01:32:14,107 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.0809, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:05.003934, arrival_time=2021-04-15 01:32:19.110944, cost_time=0:00:32.718054 2021-04-15 01:32:16,032 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.69ms, fps=1330 images/s, loss=0.0809, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:03.079440, arrival_time=2021-04-15 01:32:19.112069, cost_time=0:00:34.643661 2021-04-15 01:32:17,944 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.25ms, fps=1339 images/s, loss=0.0811, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:01.154376, arrival_time=2021-04-15 01:32:19.098634, cost_time=0:00:36.555293 2021-04-15 01:32:18,970 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.24ms, fps=1326 images/s, loss=0.0812, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:18.970255, cost_time=0:00:37.581299 2021-04-15 01:32:19,715 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.20ms, fps=3444 images/s, loss=0.2977, top1-acc=90.78%, top5-acc=99.77%, remaining_time=0:00:02.229960, arrival_time=2021-04-15 01:32:21.945251, cost_time=0:00:00.743324 2021-04-15 01:32:20,305 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.20ms, fps=4339 images/s, loss=0.2982, top1-acc=90.62%, top5-acc=99.82%, remaining_time=0:00:01.333700, arrival_time=2021-04-15 01:32:21.639377, cost_time=0:00:01.333707 2021-04-15 01:32:20,897 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.71ms, fps=4327 images/s, loss=0.3066, top1-acc=90.69%, top5-acc=99.78%, remaining_time=0:00:00.641890, arrival_time=2021-04-15 01:32:21.539533, cost_time=0:00:01.925684 2021-04-15 01:32:21,437 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=4297 images/s, loss=0.2994, top1-acc=90.76%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:21.437883, cost_time=0:00:02.465947 2021-04-15 01:32:21,536 INFO : Epoch=0154 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:30:48.191128, arrival_time=2021-04-15 02:03:09.727727, cost_time=1:43:07.422399 2021-04-15 01:32:21,537 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 01:32:23,621 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.30ms, fps=1229 images/s, loss=0.0758, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:38.749008, arrival_time=2021-04-15 01:33:02.370319, cost_time=0:00:02.083283 2021-04-15 01:32:25,540 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.0704, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:35.219888, arrival_time=2021-04-15 01:33:00.760175, cost_time=0:00:04.002255 2021-04-15 01:32:27,450 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.0706, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:32.712624, arrival_time=2021-04-15 01:33:00.162593, cost_time=0:00:05.911933 2021-04-15 01:32:29,359 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.0704, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:30.504240, arrival_time=2021-04-15 01:32:59.863872, cost_time=0:00:07.821595 2021-04-15 01:32:31,274 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.69ms, fps=1338 images/s, loss=0.0715, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:28.428974, arrival_time=2021-04-15 01:32:59.702993, cost_time=0:00:09.735974 2021-04-15 01:32:33,177 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.0714, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:26.383184, arrival_time=2021-04-15 01:32:59.560860, cost_time=0:00:11.639648 2021-04-15 01:32:35,090 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.0717, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:24.394230, arrival_time=2021-04-15 01:32:59.484694, cost_time=0:00:13.552348 2021-04-15 01:32:37,000 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.0728, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:22.420016, arrival_time=2021-04-15 01:32:59.420155, cost_time=0:00:15.462110 2021-04-15 01:32:38,908 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.47ms, fps=1342 images/s, loss=0.0730, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:20.458742, arrival_time=2021-04-15 01:32:59.367379, cost_time=0:00:17.370625 2021-04-15 01:32:40,831 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.53ms, fps=1332 images/s, loss=0.0729, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:18.521376, arrival_time=2021-04-15 01:32:59.352523, cost_time=0:00:19.293099 2021-04-15 01:32:42,735 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.43ms, fps=1344 images/s, loss=0.0730, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:16.572888, arrival_time=2021-04-15 01:32:59.308829, cost_time=0:00:21.197909 2021-04-15 01:32:44,650 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.56ms, fps=1338 images/s, loss=0.0741, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:14.637676, arrival_time=2021-04-15 01:32:59.287808, cost_time=0:00:23.112096 2021-04-15 01:32:46,564 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.0742, top1-acc=97.42%, top5-acc=99.98%, remaining_time=0:00:12.705726, arrival_time=2021-04-15 01:32:59.270205, cost_time=0:00:25.026440 2021-04-15 01:32:48,470 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.0750, top1-acc=97.39%, top5-acc=99.98%, remaining_time=0:00:10.773056, arrival_time=2021-04-15 01:32:59.243743, cost_time=0:00:26.932659 2021-04-15 01:32:50,384 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.0748, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:00:08.846214, arrival_time=2021-04-15 01:32:59.230604, cost_time=0:00:28.846359 2021-04-15 01:32:52,294 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.73ms, fps=1341 images/s, loss=0.0752, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:00:06.920208, arrival_time=2021-04-15 01:32:59.214686, cost_time=0:00:30.756447 2021-04-15 01:32:54,204 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.0757, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:04.996056, arrival_time=2021-04-15 01:32:59.200605, cost_time=0:00:32.666510 2021-04-15 01:32:56,121 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.0759, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:03.074112, arrival_time=2021-04-15 01:32:59.195842, cost_time=0:00:34.583702 2021-04-15 01:32:58,032 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.19ms, fps=1340 images/s, loss=0.0761, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:01.152468, arrival_time=2021-04-15 01:32:59.185405, cost_time=0:00:36.494912 2021-04-15 01:32:59,060 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.20ms, fps=1324 images/s, loss=0.0761, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:32:59.060834, cost_time=0:00:37.522824 2021-04-15 01:32:59,798 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.20ms, fps=3480 images/s, loss=0.2991, top1-acc=90.78%, top5-acc=99.80%, remaining_time=0:00:02.206860, arrival_time=2021-04-15 01:33:02.005084, cost_time=0:00:00.735617 2021-04-15 01:33:00,390 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.51ms, fps=4325 images/s, loss=0.2919, top1-acc=90.88%, top5-acc=99.84%, remaining_time=0:00:01.327920, arrival_time=2021-04-15 01:33:01.718430, cost_time=0:00:01.327913 2021-04-15 01:33:00,985 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.34ms, fps=4304 images/s, loss=0.2902, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:00.641020, arrival_time=2021-04-15 01:33:01.626683, cost_time=0:00:01.923072 2021-04-15 01:33:01,530 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.07ms, fps=4262 images/s, loss=0.2920, top1-acc=91.06%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:01.530354, cost_time=0:00:02.467785 2021-04-15 01:33:01,629 INFO : Epoch=0155 complete, best val top1-acc=91.15%, top5-acc=99.71% (epoch=150), remaining_time=0:30:07.988175, arrival_time=2021-04-15 02:03:09.617241, cost_time=1:43:47.514864 2021-04-15 01:33:01,630 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 01:33:03,721 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.56ms, fps=1224 images/s, loss=0.0568, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:38.889624, arrival_time=2021-04-15 01:33:42.610840, cost_time=0:00:02.090840 2021-04-15 01:33:05,644 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.43ms, fps=1332 images/s, loss=0.0620, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:35.321440, arrival_time=2021-04-15 01:33:40.965701, cost_time=0:00:04.013801 2021-04-15 01:33:07,567 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.33ms, fps=1331 images/s, loss=0.0649, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:32.853060, arrival_time=2021-04-15 01:33:40.420826, cost_time=0:00:05.937291 2021-04-15 01:33:09,474 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0709, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:30.589884, arrival_time=2021-04-15 01:33:40.063990, cost_time=0:00:07.843544 2021-04-15 01:33:11,384 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.65ms, fps=1341 images/s, loss=0.0700, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:28.480512, arrival_time=2021-04-15 01:33:39.864529, cost_time=0:00:09.753584 2021-04-15 01:33:13,301 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.0704, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:26.453768, arrival_time=2021-04-15 01:33:39.754960, cost_time=0:00:11.670809 2021-04-15 01:33:15,210 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.61ms, fps=1341 images/s, loss=0.0718, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:24.443622, arrival_time=2021-04-15 01:33:39.653813, cost_time=0:00:13.579815 2021-04-15 01:33:17,127 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.57ms, fps=1336 images/s, loss=0.0718, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:22.470360, arrival_time=2021-04-15 01:33:39.597572, cost_time=0:00:15.496760 2021-04-15 01:33:19,036 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0731, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:20.499870, arrival_time=2021-04-15 01:33:39.535818, cost_time=0:00:17.405564 2021-04-15 01:33:20,944 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.0738, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:18.541440, arrival_time=2021-04-15 01:33:39.485851, cost_time=0:00:19.314041 2021-04-15 01:33:22,859 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.0735, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:16.597398, arrival_time=2021-04-15 01:33:39.456990, cost_time=0:00:21.229223 2021-04-15 01:33:24,774 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.0734, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:14.657664, arrival_time=2021-04-15 01:33:39.431665, cost_time=0:00:23.143629 2021-04-15 01:33:26,690 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.0728, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:12.722754, arrival_time=2021-04-15 01:33:39.413155, cost_time=0:00:25.060029 2021-04-15 01:33:28,595 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=0.0728, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:10.785992, arrival_time=2021-04-15 01:33:39.381357, cost_time=0:00:26.964986 2021-04-15 01:33:30,504 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.0727, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:08.854770, arrival_time=2021-04-15 01:33:39.359531, cost_time=0:00:28.874309 2021-04-15 01:33:32,421 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.70ms, fps=1336 images/s, loss=0.0720, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:06.927984, arrival_time=2021-04-15 01:33:39.349450, cost_time=0:00:30.791083 2021-04-15 01:33:34,335 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.0721, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:05.001984, arrival_time=2021-04-15 01:33:39.337626, cost_time=0:00:32.705270 2021-04-15 01:33:36,242 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.0720, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:03.076608, arrival_time=2021-04-15 01:33:39.318884, cost_time=0:00:34.611913 2021-04-15 01:33:38,157 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.20ms, fps=1337 images/s, loss=0.0727, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:01.153482, arrival_time=2021-04-15 01:33:39.310738, cost_time=0:00:36.526885 2021-04-15 01:33:39,183 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.22ms, fps=1326 images/s, loss=0.0730, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:39.183312, cost_time=0:00:37.552953 2021-04-15 01:33:39,891 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.21ms, fps=3625 images/s, loss=0.2908, top1-acc=91.02%, top5-acc=99.88%, remaining_time=0:00:02.118600, arrival_time=2021-04-15 01:33:42.009885, cost_time=0:00:00.706205 2021-04-15 01:33:40,481 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.32ms, fps=4341 images/s, loss=0.2720, top1-acc=91.62%, top5-acc=99.84%, remaining_time=0:00:01.296300, arrival_time=2021-04-15 01:33:41.777667, cost_time=0:00:01.296292 2021-04-15 01:33:41,074 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.44ms, fps=4322 images/s, loss=0.2646, top1-acc=91.71%, top5-acc=99.86%, remaining_time=0:00:00.629640, arrival_time=2021-04-15 01:33:41.703636, cost_time=0:00:01.888919 2021-04-15 01:33:41,613 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=0.2828, top1-acc=91.44%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:33:41.613476, cost_time=0:00:02.428434 2021-04-15 01:33:41,814 INFO : Epoch=0156 complete, best val top1-acc=91.44%, top5-acc=99.78% (epoch=156), remaining_time=0:29:27.812992, arrival_time=2021-04-15 02:03:09.627861, cost_time=1:44:27.700645 2021-04-15 01:33:41,816 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 01:33:43,946 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.52ms, fps=1202 images/s, loss=0.0838, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:00:39.614280, arrival_time=2021-04-15 01:34:23.560400, cost_time=0:00:02.129803 2021-04-15 01:33:45,864 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.53ms, fps=1335 images/s, loss=0.0777, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:35.619936, arrival_time=2021-04-15 01:34:21.484061, cost_time=0:00:04.047724 2021-04-15 01:33:47,785 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.51ms, fps=1333 images/s, loss=0.0776, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:33.028522, arrival_time=2021-04-15 01:34:20.813765, cost_time=0:00:05.969021 2021-04-15 01:33:49,695 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.0760, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:30.727320, arrival_time=2021-04-15 01:34:20.422335, cost_time=0:00:07.878789 2021-04-15 01:33:51,614 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.49ms, fps=1334 images/s, loss=0.0740, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:28.611620, arrival_time=2021-04-15 01:34:20.226438, cost_time=0:00:09.798505 2021-04-15 01:33:53,523 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0719, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:26.536048, arrival_time=2021-04-15 01:34:20.059340, cost_time=0:00:11.707082 2021-04-15 01:33:55,442 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.75ms, fps=1334 images/s, loss=0.0731, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:24.527790, arrival_time=2021-04-15 01:34:19.970556, cost_time=0:00:13.626562 2021-04-15 01:33:57,350 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.0732, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:22.524764, arrival_time=2021-04-15 01:34:19.875331, cost_time=0:00:15.534311 2021-04-15 01:33:59,260 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0723, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:20.545132, arrival_time=2021-04-15 01:34:19.805379, cost_time=0:00:17.443949 2021-04-15 01:34:01,178 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.0731, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:18.587232, arrival_time=2021-04-15 01:34:19.765235, cost_time=0:00:19.361695 2021-04-15 01:34:03,087 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.0729, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:16.630508, arrival_time=2021-04-15 01:34:19.718276, cost_time=0:00:21.271556 2021-04-15 01:34:05,000 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.0733, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:14.683504, arrival_time=2021-04-15 01:34:19.684217, cost_time=0:00:23.184441 2021-04-15 01:34:06,915 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.0736, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:12.742620, arrival_time=2021-04-15 01:34:19.657964, cost_time=0:00:25.099129 2021-04-15 01:34:08,825 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.0739, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:10.803632, arrival_time=2021-04-15 01:34:19.628914, cost_time=0:00:27.009067 2021-04-15 01:34:10,738 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.0739, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:08.869444, arrival_time=2021-04-15 01:34:19.607843, cost_time=0:00:28.922170 2021-04-15 01:34:12,642 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.28ms, fps=1345 images/s, loss=0.0736, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:06.935832, arrival_time=2021-04-15 01:34:19.577984, cost_time=0:00:30.825941 2021-04-15 01:34:14,553 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.0738, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:05.006794, arrival_time=2021-04-15 01:34:19.559814, cost_time=0:00:32.736797 2021-04-15 01:34:16,464 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.84ms, fps=1339 images/s, loss=0.0737, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:03.079872, arrival_time=2021-04-15 01:34:19.544691, cost_time=0:00:34.648515 2021-04-15 01:34:18,374 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.0738, top1-acc=97.42%, top5-acc=99.99%, remaining_time=0:00:01.154478, arrival_time=2021-04-15 01:34:19.529172, cost_time=0:00:36.558487 2021-04-15 01:34:19,405 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.39ms, fps=1320 images/s, loss=0.0736, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:19.405464, cost_time=0:00:37.589266 2021-04-15 01:34:20,129 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.20ms, fps=3546 images/s, loss=0.2866, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:02.165970, arrival_time=2021-04-15 01:34:22.295084, cost_time=0:00:00.721986 2021-04-15 01:34:20,718 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.37ms, fps=4347 images/s, loss=0.2765, top1-acc=91.70%, top5-acc=99.79%, remaining_time=0:00:01.311240, arrival_time=2021-04-15 01:34:22.029601, cost_time=0:00:01.311245 2021-04-15 01:34:21,308 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.42ms, fps=4340 images/s, loss=0.2817, top1-acc=91.73%, top5-acc=99.75%, remaining_time=0:00:00.633800, arrival_time=2021-04-15 01:34:21.942316, cost_time=0:00:01.901392 2021-04-15 01:34:21,851 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=4278 images/s, loss=0.2952, top1-acc=91.47%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:21.851202, cost_time=0:00:02.444006 2021-04-15 01:34:22,087 INFO : Epoch=0157 complete, best val top1-acc=91.47%, top5-acc=99.72% (epoch=157), remaining_time=0:28:47.661568, arrival_time=2021-04-15 02:03:09.749424, cost_time=1:45:07.973640 2021-04-15 01:34:22,089 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 01:34:24,187 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.45ms, fps=1222 images/s, loss=0.0695, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:38.977788, arrival_time=2021-04-15 01:35:03.164563, cost_time=0:00:02.095580 2021-04-15 01:34:26,144 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.47ms, fps=1310 images/s, loss=0.0708, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:35.686112, arrival_time=2021-04-15 01:35:01.830766, cost_time=0:00:04.055235 2021-04-15 01:34:28,066 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.44ms, fps=1332 images/s, loss=0.0672, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:33.075666, arrival_time=2021-04-15 01:35:01.142528, cost_time=0:00:05.977538 2021-04-15 01:34:29,983 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.45ms, fps=1336 images/s, loss=0.0652, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:30.786912, arrival_time=2021-04-15 01:35:00.770399, cost_time=0:00:07.894070 2021-04-15 01:34:31,898 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.0668, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:28.642718, arrival_time=2021-04-15 01:35:00.541183, cost_time=0:00:09.809142 2021-04-15 01:34:33,817 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.0662, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:26.582696, arrival_time=2021-04-15 01:35:00.399868, cost_time=0:00:11.727664 2021-04-15 01:34:35,726 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.83ms, fps=1341 images/s, loss=0.0656, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:24.547068, arrival_time=2021-04-15 01:35:00.273748, cost_time=0:00:13.637263 2021-04-15 01:34:37,650 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.59ms, fps=1331 images/s, loss=0.0647, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:22.563856, arrival_time=2021-04-15 01:35:00.214478, cost_time=0:00:15.561292 2021-04-15 01:34:39,560 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.0649, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:00:20.576826, arrival_time=2021-04-15 01:35:00.137135, cost_time=0:00:17.470885 2021-04-15 01:34:41,478 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.0642, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:18.613152, arrival_time=2021-04-15 01:35:00.091151, cost_time=0:00:19.388680 2021-04-15 01:34:43,384 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0636, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:16.649084, arrival_time=2021-04-15 01:35:00.033708, cost_time=0:00:21.295301 2021-04-15 01:34:45,294 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.50ms, fps=1341 images/s, loss=0.0635, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:14.696576, arrival_time=2021-04-15 01:34:59.991094, cost_time=0:00:23.205118 2021-04-15 01:34:47,209 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.0633, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:12.753312, arrival_time=2021-04-15 01:34:59.962743, cost_time=0:00:25.120101 2021-04-15 01:34:49,121 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.0636, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:10.812872, arrival_time=2021-04-15 01:34:59.934422, cost_time=0:00:27.032185 2021-04-15 01:34:51,036 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.0637, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:08.876988, arrival_time=2021-04-15 01:34:59.912999, cost_time=0:00:28.946692 2021-04-15 01:34:52,941 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.62ms, fps=1344 images/s, loss=0.0640, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:06.941772, arrival_time=2021-04-15 01:34:59.883429, cost_time=0:00:30.852338 2021-04-15 01:34:54,852 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.0636, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:05.010850, arrival_time=2021-04-15 01:34:59.863414, cost_time=0:00:32.763240 2021-04-15 01:34:56,760 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.0640, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:03.081856, arrival_time=2021-04-15 01:34:59.842052, cost_time=0:00:34.670873 2021-04-15 01:34:58,671 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.54ms, fps=1339 images/s, loss=0.0642, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:01.155234, arrival_time=2021-04-15 01:34:59.827110, cost_time=0:00:36.582485 2021-04-15 01:34:59,697 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.21ms, fps=1326 images/s, loss=0.0642, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:34:59.697948, cost_time=0:00:37.608650 2021-04-15 01:35:00,411 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.22ms, fps=3600 images/s, loss=0.3066, top1-acc=90.51%, top5-acc=99.65%, remaining_time=0:00:02.133480, arrival_time=2021-04-15 01:35:02.544764, cost_time=0:00:00.711156 2021-04-15 01:35:01,000 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.41ms, fps=4345 images/s, loss=0.3002, top1-acc=90.80%, top5-acc=99.73%, remaining_time=0:00:01.300720, arrival_time=2021-04-15 01:35:02.301613, cost_time=0:00:01.300726 2021-04-15 01:35:01,593 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.36ms, fps=4324 images/s, loss=0.2950, top1-acc=91.00%, top5-acc=99.75%, remaining_time=0:00:00.631110, arrival_time=2021-04-15 01:35:02.224547, cost_time=0:00:01.893320 2021-04-15 01:35:02,133 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=4299 images/s, loss=0.2911, top1-acc=91.12%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:02.133455, cost_time=0:00:02.433354 2021-04-15 01:35:02,270 INFO : Epoch=0158 complete, best val top1-acc=91.47%, top5-acc=99.72% (epoch=157), remaining_time=0:28:07.484610, arrival_time=2021-04-15 02:03:09.755252, cost_time=1:45:48.156441 2021-04-15 01:35:02,271 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 01:35:04,349 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.32ms, fps=1232 images/s, loss=0.0632, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:38.637036, arrival_time=2021-04-15 01:35:42.986297, cost_time=0:00:02.077264 2021-04-15 01:35:06,267 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.59ms, fps=1335 images/s, loss=0.0609, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:35.158992, arrival_time=2021-04-15 01:35:41.426428, cost_time=0:00:03.995337 2021-04-15 01:35:08,179 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.0581, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:32.688720, arrival_time=2021-04-15 01:35:40.868402, cost_time=0:00:05.907600 2021-04-15 01:35:10,088 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=2.55ms, fps=1341 images/s, loss=0.0571, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:30.485364, arrival_time=2021-04-15 01:35:40.574223, cost_time=0:00:07.816768 2021-04-15 01:35:12,002 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.66ms, fps=1338 images/s, loss=0.0559, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:28.412476, arrival_time=2021-04-15 01:35:40.414820, cost_time=0:00:09.730306 2021-04-15 01:35:13,908 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.0568, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:26.375976, arrival_time=2021-04-15 01:35:40.284398, cost_time=0:00:11.636438 2021-04-15 01:35:15,825 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.58ms, fps=1336 images/s, loss=0.0551, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:24.396120, arrival_time=2021-04-15 01:35:40.221528, cost_time=0:00:13.553408 2021-04-15 01:35:17,732 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.0551, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:22.416884, arrival_time=2021-04-15 01:35:40.148962, cost_time=0:00:15.459914 2021-04-15 01:35:19,649 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.0542, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:20.466268, arrival_time=2021-04-15 01:35:40.115276, cost_time=0:00:17.377011 2021-04-15 01:35:21,561 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.0546, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:18.518112, arrival_time=2021-04-15 01:35:40.079810, cost_time=0:00:19.289716 2021-04-15 01:35:23,475 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.52ms, fps=1338 images/s, loss=0.0556, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:16.577618, arrival_time=2021-04-15 01:35:40.053558, cost_time=0:00:21.203950 2021-04-15 01:35:25,387 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=0.0553, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:14.639804, arrival_time=2021-04-15 01:35:40.027226, cost_time=0:00:23.115453 2021-04-15 01:35:27,291 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.29ms, fps=1345 images/s, loss=0.0558, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:12.702294, arrival_time=2021-04-15 01:35:39.993978, cost_time=0:00:25.019693 2021-04-15 01:35:29,202 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.0566, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:10.772328, arrival_time=2021-04-15 01:35:39.975193, cost_time=0:00:26.930786 2021-04-15 01:35:31,115 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.0567, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:08.845248, arrival_time=2021-04-15 01:35:39.960387, cost_time=0:00:28.843172 2021-04-15 01:35:33,018 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.50ms, fps=1345 images/s, loss=0.0573, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:06.917976, arrival_time=2021-04-15 01:35:39.936451, cost_time=0:00:30.746489 2021-04-15 01:35:34,930 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.0575, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:04.994756, arrival_time=2021-04-15 01:35:39.924795, cost_time=0:00:32.657988 2021-04-15 01:35:36,839 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.0582, top1-acc=98.04%, top5-acc=100.00%, remaining_time=0:00:03.072640, arrival_time=2021-04-15 01:35:39.911843, cost_time=0:00:34.567224 2021-04-15 01:35:38,747 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.0596, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:01.151868, arrival_time=2021-04-15 01:35:39.899699, cost_time=0:00:36.475838 2021-04-15 01:35:39,780 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.38ms, fps=1318 images/s, loss=0.0599, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:39.780091, cost_time=0:00:37.508120 2021-04-15 01:35:40,499 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=2.51ms, fps=3566 images/s, loss=0.2939, top1-acc=91.17%, top5-acc=99.88%, remaining_time=0:00:02.153880, arrival_time=2021-04-15 01:35:42.653654, cost_time=0:00:00.717955 2021-04-15 01:35:41,088 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.43ms, fps=4350 images/s, loss=0.2873, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:01.306860, arrival_time=2021-04-15 01:35:42.395535, cost_time=0:00:01.306860 2021-04-15 01:35:41,678 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.30ms, fps=4342 images/s, loss=0.2890, top1-acc=91.32%, top5-acc=99.74%, remaining_time=0:00:00.632250, arrival_time=2021-04-15 01:35:42.310797, cost_time=0:00:01.896738 2021-04-15 01:35:42,218 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.05ms, fps=4297 images/s, loss=0.2847, top1-acc=91.35%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 01:35:42.218730, cost_time=0:00:02.436948 2021-04-15 01:35:42,351 INFO : Epoch=0159 complete, best val top1-acc=91.47%, top5-acc=99.72% (epoch=157), remaining_time=0:27:27.281313, arrival_time=2021-04-15 02:03:09.632837, cost_time=1:46:28.237325 2021-04-15 01:35:42,352 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 01:35:44,472 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.53ms, fps=1208 images/s, loss=0.0506, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:39.423630, arrival_time=2021-04-15 01:36:23.896044, cost_time=0:00:02.119547 2021-04-15 01:35:46,394 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.72ms, fps=1333 images/s, loss=0.0596, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:35.561504, arrival_time=2021-04-15 01:36:21.955462, cost_time=0:00:04.041074 2021-04-15 01:35:48,309 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.0574, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:32.957972, arrival_time=2021-04-15 01:36:21.267122, cost_time=0:00:05.956272 2021-04-15 01:35:50,218 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.59ms, fps=1341 images/s, loss=0.0579, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:30.675684, arrival_time=2021-04-15 01:36:20.894273, cost_time=0:00:07.865570 2021-04-15 01:35:52,143 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.36ms, fps=1330 images/s, loss=0.0563, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:28.588552, arrival_time=2021-04-15 01:36:20.732028, cost_time=0:00:09.790601 2021-04-15 01:35:54,061 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.0575, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:26.538768, arrival_time=2021-04-15 01:36:20.599940, cost_time=0:00:11.708269 2021-04-15 01:35:55,974 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.54ms, fps=1339 images/s, loss=0.0561, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:24.518466, arrival_time=2021-04-15 01:36:20.492776, cost_time=0:00:13.621348 2021-04-15 01:35:57,899 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.86ms, fps=1330 images/s, loss=0.0565, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:22.542744, arrival_time=2021-04-15 01:36:20.442407, cost_time=0:00:15.546688 2021-04-15 01:35:59,804 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.46ms, fps=1344 images/s, loss=0.0559, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:20.554566, arrival_time=2021-04-15 01:36:20.359429, cost_time=0:00:17.451994 2021-04-15 01:36:01,729 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.73ms, fps=1330 images/s, loss=0.0559, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:18.601536, arrival_time=2021-04-15 01:36:20.331126, cost_time=0:00:19.376558 2021-04-15 01:36:03,651 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.50ms, fps=1333 images/s, loss=0.0552, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:16.651234, arrival_time=2021-04-15 01:36:20.302283, cost_time=0:00:21.298096 2021-04-15 01:36:05,569 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.0559, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:14.703948, arrival_time=2021-04-15 01:36:20.273700, cost_time=0:00:23.216795 2021-04-15 01:36:07,486 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.0559, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:12.759978, arrival_time=2021-04-15 01:36:20.246237, cost_time=0:00:25.133307 2021-04-15 01:36:09,396 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.0552, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:10.817296, arrival_time=2021-04-15 01:36:20.213460, cost_time=0:00:27.043281 2021-04-15 01:36:11,304 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0552, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:08.878368, arrival_time=2021-04-15 01:36:20.182428, cost_time=0:00:28.951196 2021-04-15 01:36:13,224 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.33ms, fps=1333 images/s, loss=0.0546, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:06.946128, arrival_time=2021-04-15 01:36:20.170854, cost_time=0:00:30.871612 2021-04-15 01:36:15,141 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.53ms, fps=1336 images/s, loss=0.0550, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:05.014724, arrival_time=2021-04-15 01:36:20.156246, cost_time=0:00:32.788648 2021-04-15 01:36:17,045 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.29ms, fps=1345 images/s, loss=0.0554, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:03.083808, arrival_time=2021-04-15 01:36:20.129490, cost_time=0:00:34.692818 2021-04-15 01:36:18,962 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.0554, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:01.156080, arrival_time=2021-04-15 01:36:20.118119, cost_time=0:00:36.609164 2021-04-15 01:36:19,990 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.22ms, fps=1323 images/s, loss=0.0555, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:19.990326, cost_time=0:00:37.637469 2021-04-15 01:36:20,725 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=3.56ms, fps=3492 images/s, loss=0.3119, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:00:02.199210, arrival_time=2021-04-15 01:36:22.924331, cost_time=0:00:00.733068 2021-04-15 01:36:21,313 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.41ms, fps=4356 images/s, loss=0.2819, top1-acc=91.76%, top5-acc=99.84%, remaining_time=0:00:01.321120, arrival_time=2021-04-15 01:36:22.634290, cost_time=0:00:01.321116 2021-04-15 01:36:21,904 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.35ms, fps=4333 images/s, loss=0.2825, top1-acc=91.72%, top5-acc=99.84%, remaining_time=0:00:00.637410, arrival_time=2021-04-15 01:36:22.541682, cost_time=0:00:01.912224 2021-04-15 01:36:22,444 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=4298 images/s, loss=0.2711, top1-acc=91.83%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:22.444344, cost_time=0:00:02.452325 2021-04-15 01:36:22,668 INFO : Epoch=0160 complete, best val top1-acc=91.83%, top5-acc=99.85% (epoch=160), remaining_time=0:26:47.138560, arrival_time=2021-04-15 02:03:09.807079, cost_time=1:47:08.554262 2021-04-15 01:36:22,670 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 01:36:24,772 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.40ms, fps=1218 images/s, loss=0.0439, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:39.094782, arrival_time=2021-04-15 01:37:03.867622, cost_time=0:00:02.101869 2021-04-15 01:36:26,688 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0506, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:35.352416, arrival_time=2021-04-15 01:37:02.040713, cost_time=0:00:04.017326 2021-04-15 01:36:28,604 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.12ms, fps=1336 images/s, loss=0.0549, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:32.832808, arrival_time=2021-04-15 01:37:01.437439, cost_time=0:00:05.933643 2021-04-15 01:36:30,519 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.68ms, fps=1338 images/s, loss=0.0556, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:30.607512, arrival_time=2021-04-15 01:37:01.126479, cost_time=0:00:07.848075 2021-04-15 01:36:32,431 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.0543, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:28.501828, arrival_time=2021-04-15 01:37:00.933635, cost_time=0:00:09.760903 2021-04-15 01:36:34,342 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.0541, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:26.454992, arrival_time=2021-04-15 01:37:00.797206, cost_time=0:00:11.671325 2021-04-15 01:36:36,252 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0554, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:24.446520, arrival_time=2021-04-15 01:37:00.698860, cost_time=0:00:13.581382 2021-04-15 01:36:38,168 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.0547, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:22.471404, arrival_time=2021-04-15 01:37:00.639799, cost_time=0:00:15.497512 2021-04-15 01:36:40,084 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.50ms, fps=1337 images/s, loss=0.0548, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:20.508986, arrival_time=2021-04-15 01:37:00.593246, cost_time=0:00:17.413333 2021-04-15 01:36:41,991 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0554, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:18.547872, arrival_time=2021-04-15 01:37:00.539492, cost_time=0:00:19.320747 2021-04-15 01:36:43,899 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.56ms, fps=1342 images/s, loss=0.0566, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:16.596796, arrival_time=2021-04-15 01:37:00.496140, cost_time=0:00:21.228463 2021-04-15 01:36:45,810 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.61ms, fps=1340 images/s, loss=0.0562, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:14.655232, arrival_time=2021-04-15 01:37:00.465896, cost_time=0:00:23.139781 2021-04-15 01:36:47,716 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.43ms, fps=1344 images/s, loss=0.0557, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:12.715164, arrival_time=2021-04-15 01:37:00.431181, cost_time=0:00:25.045059 2021-04-15 01:36:49,631 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.80ms, fps=1337 images/s, loss=0.0557, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:10.784144, arrival_time=2021-04-15 01:37:00.415358, cost_time=0:00:26.960341 2021-04-15 01:36:51,545 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.0565, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:08.854954, arrival_time=2021-04-15 01:37:00.400657, cost_time=0:00:28.874816 2021-04-15 01:36:53,456 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.0560, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:06.926652, arrival_time=2021-04-15 01:37:00.382723, cost_time=0:00:30.785195 2021-04-15 01:36:55,378 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.32ms, fps=1332 images/s, loss=0.0564, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:05.002270, arrival_time=2021-04-15 01:37:00.380382, cost_time=0:00:32.707147 2021-04-15 01:36:57,284 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.45ms, fps=1343 images/s, loss=0.0562, top1-acc=98.12%, top5-acc=99.99%, remaining_time=0:00:03.076784, arrival_time=2021-04-15 01:37:00.361657, cost_time=0:00:34.613907 2021-04-15 01:36:59,200 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.19ms, fps=1337 images/s, loss=0.0563, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:01.153572, arrival_time=2021-04-15 01:37:00.354342, cost_time=0:00:36.529731 2021-04-15 01:37:00,227 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.21ms, fps=1325 images/s, loss=0.0565, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:00.227543, cost_time=0:00:37.556676 2021-04-15 01:37:00,938 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=2.33ms, fps=3610 images/s, loss=0.2304, top1-acc=93.52%, top5-acc=99.69%, remaining_time=0:00:02.127390, arrival_time=2021-04-15 01:37:03.065825, cost_time=0:00:00.709127 2021-04-15 01:37:01,529 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.30ms, fps=4332 images/s, loss=0.2663, top1-acc=92.46%, top5-acc=99.75%, remaining_time=0:00:01.300360, arrival_time=2021-04-15 01:37:02.830146, cost_time=0:00:01.300368 2021-04-15 01:37:02,125 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.57ms, fps=4302 images/s, loss=0.2669, top1-acc=92.36%, top5-acc=99.73%, remaining_time=0:00:00.632030, arrival_time=2021-04-15 01:37:02.757432, cost_time=0:00:01.896099 2021-04-15 01:37:02,668 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=4274 images/s, loss=0.2682, top1-acc=92.15%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:02.668531, cost_time=0:00:02.439240 2021-04-15 01:37:02,898 INFO : Epoch=0161 complete, best val top1-acc=92.15%, top5-acc=99.74% (epoch=161), remaining_time=0:26:06.972537, arrival_time=2021-04-15 02:03:09.870909, cost_time=1:47:48.784133 2021-04-15 01:37:02,900 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 01:37:05,007 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.33ms, fps=1215 images/s, loss=0.0549, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:39.197268, arrival_time=2021-04-15 01:37:44.205026, cost_time=0:00:02.107382 2021-04-15 01:37:06,919 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.0480, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:35.370720, arrival_time=2021-04-15 01:37:42.290462, cost_time=0:00:04.019392 2021-04-15 01:37:08,831 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.0466, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:32.820026, arrival_time=2021-04-15 01:37:41.651629, cost_time=0:00:05.931331 2021-04-15 01:37:10,748 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0458, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:30.606108, arrival_time=2021-04-15 01:37:41.354164, cost_time=0:00:07.847707 2021-04-15 01:37:12,668 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.47ms, fps=1333 images/s, loss=0.0451, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:28.524166, arrival_time=2021-04-15 01:37:41.192970, cost_time=0:00:09.768546 2021-04-15 01:37:14,572 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.46ms, fps=1345 images/s, loss=0.0451, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:26.457168, arrival_time=2021-04-15 01:37:41.029737, cost_time=0:00:11.672298 2021-04-15 01:37:16,483 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.0453, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:24.448788, arrival_time=2021-04-15 01:37:40.931832, cost_time=0:00:13.582692 2021-04-15 01:37:18,394 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.0442, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:22.467228, arrival_time=2021-04-15 01:37:40.862130, cost_time=0:00:15.494623 2021-04-15 01:37:20,302 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0439, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:20.495948, arrival_time=2021-04-15 01:37:40.798403, cost_time=0:00:17.402181 2021-04-15 01:37:22,219 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0443, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:18.546240, arrival_time=2021-04-15 01:37:40.765504, cost_time=0:00:19.318999 2021-04-15 01:37:24,126 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.34ms, fps=1343 images/s, loss=0.0441, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:16.594904, arrival_time=2021-04-15 01:37:40.721259, cost_time=0:00:21.226090 2021-04-15 01:37:26,048 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.58ms, fps=1332 images/s, loss=0.0436, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:14.660628, arrival_time=2021-04-15 01:37:40.709249, cost_time=0:00:23.148340 2021-04-15 01:37:27,963 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.34ms, fps=1337 images/s, loss=0.0437, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:12.724404, arrival_time=2021-04-15 01:37:40.687968, cost_time=0:00:25.063203 2021-04-15 01:37:29,887 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.33ms, fps=1331 images/s, loss=0.0444, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:10.794672, arrival_time=2021-04-15 01:37:40.681631, cost_time=0:00:26.986689 2021-04-15 01:37:31,799 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.0442, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:08.862498, arrival_time=2021-04-15 01:37:40.662225, cost_time=0:00:28.899453 2021-04-15 01:37:33,707 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.0444, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:06.931548, arrival_time=2021-04-15 01:37:40.638761, cost_time=0:00:30.806939 2021-04-15 01:37:35,618 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.57ms, fps=1340 images/s, loss=0.0449, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:05.003934, arrival_time=2021-04-15 01:37:40.622161, cost_time=0:00:32.717965 2021-04-15 01:37:37,528 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.0451, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:03.078064, arrival_time=2021-04-15 01:37:40.606493, cost_time=0:00:34.628163 2021-04-15 01:37:39,442 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.0454, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:01.153968, arrival_time=2021-04-15 01:37:40.596609, cost_time=0:00:36.542383 2021-04-15 01:37:40,467 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.18ms, fps=1327 images/s, loss=0.0455, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:40.467524, cost_time=0:00:37.567271 2021-04-15 01:37:41,201 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.27ms, fps=3496 images/s, loss=0.2557, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:02.196450, arrival_time=2021-04-15 01:37:43.397969, cost_time=0:00:00.732152 2021-04-15 01:37:41,791 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.61ms, fps=4344 images/s, loss=0.2665, top1-acc=92.30%, top5-acc=99.77%, remaining_time=0:00:01.321820, arrival_time=2021-04-15 01:37:43.113061, cost_time=0:00:01.321821 2021-04-15 01:37:42,384 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.71ms, fps=4321 images/s, loss=0.2726, top1-acc=92.20%, top5-acc=99.82%, remaining_time=0:00:00.638270, arrival_time=2021-04-15 01:37:43.022446, cost_time=0:00:01.914808 2021-04-15 01:37:42,926 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.07ms, fps=4280 images/s, loss=0.2730, top1-acc=92.24%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:42.926525, cost_time=0:00:02.457193 2021-04-15 01:37:43,137 INFO : Epoch=0162 complete, best val top1-acc=92.24%, top5-acc=99.82% (epoch=162), remaining_time=0:25:26.808004, arrival_time=2021-04-15 02:03:09.945758, cost_time=1:48:29.023541 2021-04-15 01:37:43,138 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 01:37:45,217 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.83ms, fps=1232 images/s, loss=0.0398, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:38.651916, arrival_time=2021-04-15 01:38:23.869091, cost_time=0:00:02.078055 2021-04-15 01:37:47,130 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=2.33ms, fps=1338 images/s, loss=0.0406, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:35.125728, arrival_time=2021-04-15 01:38:22.256547, cost_time=0:00:03.991558 2021-04-15 01:37:49,044 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.0397, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:32.678594, arrival_time=2021-04-15 01:38:21.723470, cost_time=0:00:05.905773 2021-04-15 01:37:50,959 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.0404, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:30.498624, arrival_time=2021-04-15 01:38:21.457953, cost_time=0:00:07.820152 2021-04-15 01:37:52,865 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0420, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:28.402110, arrival_time=2021-04-15 01:38:21.267976, cost_time=0:00:09.726738 2021-04-15 01:37:54,785 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.26ms, fps=1334 images/s, loss=0.0414, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:26.398688, arrival_time=2021-04-15 01:38:21.184319, cost_time=0:00:11.646484 2021-04-15 01:37:56,692 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.60ms, fps=1343 images/s, loss=0.0407, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:24.395238, arrival_time=2021-04-15 01:38:21.087347, cost_time=0:00:13.552934 2021-04-15 01:37:58,602 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.0400, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:22.421408, arrival_time=2021-04-15 01:38:21.023588, cost_time=0:00:15.463064 2021-04-15 01:38:00,510 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.0401, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:20.459590, arrival_time=2021-04-15 01:38:20.970000, cost_time=0:00:17.371318 2021-04-15 01:38:02,415 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=0.0403, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:18.504768, arrival_time=2021-04-15 01:38:20.919725, cost_time=0:00:19.275818 2021-04-15 01:38:04,338 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.48ms, fps=1331 images/s, loss=0.0413, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:16.574436, arrival_time=2021-04-15 01:38:20.913371, cost_time=0:00:21.199841 2021-04-15 01:38:06,247 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0415, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:14.635548, arrival_time=2021-04-15 01:38:20.883406, cost_time=0:00:23.108768 2021-04-15 01:38:08,160 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.0411, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:12.703020, arrival_time=2021-04-15 01:38:20.863243, cost_time=0:00:25.021124 2021-04-15 01:38:10,071 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.61ms, fps=1340 images/s, loss=0.0413, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:10.772720, arrival_time=2021-04-15 01:38:20.843736, cost_time=0:00:26.931835 2021-04-15 01:38:11,976 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.45ms, fps=1344 images/s, loss=0.0413, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:08.843454, arrival_time=2021-04-15 01:38:20.819882, cost_time=0:00:28.837333 2021-04-15 01:38:13,898 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.53ms, fps=1332 images/s, loss=0.0420, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:06.920892, arrival_time=2021-04-15 01:38:20.819507, cost_time=0:00:30.759504 2021-04-15 01:38:15,805 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.0426, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:04.996030, arrival_time=2021-04-15 01:38:20.801495, cost_time=0:00:32.666378 2021-04-15 01:38:17,713 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.0431, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:03.073296, arrival_time=2021-04-15 01:38:20.786995, cost_time=0:00:34.574601 2021-04-15 01:38:19,626 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.22ms, fps=1339 images/s, loss=0.0434, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:01.152234, arrival_time=2021-04-15 01:38:20.778701, cost_time=0:00:36.487375 2021-04-15 01:38:20,652 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.31ms, fps=1326 images/s, loss=0.0435, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:20.652113, cost_time=0:00:37.513019 2021-04-15 01:38:21,365 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=4.21ms, fps=3601 images/s, loss=0.2689, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:02.132910, arrival_time=2021-04-15 01:38:23.497928, cost_time=0:00:00.710974 2021-04-15 01:38:21,953 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.28ms, fps=4353 images/s, loss=0.2774, top1-acc=91.58%, top5-acc=99.90%, remaining_time=0:00:01.299400, arrival_time=2021-04-15 01:38:23.252827, cost_time=0:00:01.299391 2021-04-15 01:38:22,544 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.24ms, fps=4336 images/s, loss=0.2754, top1-acc=91.87%, top5-acc=99.77%, remaining_time=0:00:00.630070, arrival_time=2021-04-15 01:38:23.174312, cost_time=0:00:01.890198 2021-04-15 01:38:23,094 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.07ms, fps=4221 images/s, loss=0.2719, top1-acc=92.00%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:23.094187, cost_time=0:00:02.440190 2021-04-15 01:38:23,218 INFO : Epoch=0163 complete, best val top1-acc=92.24%, top5-acc=99.82% (epoch=162), remaining_time=0:24:46.606424, arrival_time=2021-04-15 02:03:09.824623, cost_time=1:49:09.103991 2021-04-15 01:38:23,219 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 01:38:25,319 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.36ms, fps=1219 images/s, loss=0.0393, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:39.064836, arrival_time=2021-04-15 01:39:04.384710, cost_time=0:00:02.100258 2021-04-15 01:38:27,235 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.80ms, fps=1337 images/s, loss=0.0397, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:35.339568, arrival_time=2021-04-15 01:39:02.575106, cost_time=0:00:04.015856 2021-04-15 01:38:29,149 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.33ms, fps=1338 images/s, loss=0.0416, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:32.809402, arrival_time=2021-04-15 01:39:01.958408, cost_time=0:00:05.929410 2021-04-15 01:38:31,061 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.0425, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:30.583956, arrival_time=2021-04-15 01:39:01.645581, cost_time=0:00:07.842036 2021-04-15 01:38:32,970 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.0411, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:28.471606, arrival_time=2021-04-15 01:39:01.441766, cost_time=0:00:09.750547 2021-04-15 01:38:34,900 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.43ms, fps=1326 images/s, loss=0.0406, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:26.477568, arrival_time=2021-04-15 01:39:01.378464, cost_time=0:00:11.681287 2021-04-15 01:38:36,804 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.35ms, fps=1345 images/s, loss=0.0401, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:24.452946, arrival_time=2021-04-15 01:39:01.257523, cost_time=0:00:13.584960 2021-04-15 01:38:38,715 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.0402, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:22.469084, arrival_time=2021-04-15 01:39:01.184633, cost_time=0:00:15.495945 2021-04-15 01:38:40,622 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.60ms, fps=1343 images/s, loss=0.0398, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:20.497008, arrival_time=2021-04-15 01:39:01.119758, cost_time=0:00:17.403141 2021-04-15 01:38:42,527 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.0405, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:18.535680, arrival_time=2021-04-15 01:39:01.063260, cost_time=0:00:19.307976 2021-04-15 01:38:44,441 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.47ms, fps=1338 images/s, loss=0.0410, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:16.591464, arrival_time=2021-04-15 01:39:01.032675, cost_time=0:00:21.221623 2021-04-15 01:38:46,347 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.0410, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:14.647860, arrival_time=2021-04-15 01:39:00.995663, cost_time=0:00:23.128219 2021-04-15 01:38:48,256 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0408, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:12.710874, arrival_time=2021-04-15 01:39:00.966986, cost_time=0:00:25.036508 2021-04-15 01:38:50,165 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.0413, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:10.778376, arrival_time=2021-04-15 01:39:00.943871, cost_time=0:00:26.945894 2021-04-15 01:38:52,070 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.56ms, fps=1344 images/s, loss=0.0413, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:08.847456, arrival_time=2021-04-15 01:39:00.917494, cost_time=0:00:28.850431 2021-04-15 01:38:53,981 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.0415, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:06.921324, arrival_time=2021-04-15 01:39:00.902427, cost_time=0:00:30.761493 2021-04-15 01:38:55,891 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.0420, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:04.996914, arrival_time=2021-04-15 01:39:00.888657, cost_time=0:00:32.672143 2021-04-15 01:38:57,809 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.44ms, fps=1335 images/s, loss=0.0415, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:03.074672, arrival_time=2021-04-15 01:39:00.884422, cost_time=0:00:34.590126 2021-04-15 01:38:59,723 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.24ms, fps=1338 images/s, loss=0.0421, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:01.152756, arrival_time=2021-04-15 01:39:00.876289, cost_time=0:00:36.503927 2021-04-15 01:39:00,749 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.20ms, fps=1326 images/s, loss=0.0421, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:00.749719, cost_time=0:00:37.530076 2021-04-15 01:39:01,457 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.06ms, fps=3632 images/s, loss=0.2850, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:02.114310, arrival_time=2021-04-15 01:39:03.571488, cost_time=0:00:00.704770 2021-04-15 01:39:02,047 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.52ms, fps=4342 images/s, loss=0.2715, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:01.294760, arrival_time=2021-04-15 01:39:03.342018, cost_time=0:00:01.294760 2021-04-15 01:39:02,637 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.32ms, fps=4344 images/s, loss=0.2693, top1-acc=92.08%, top5-acc=99.86%, remaining_time=0:00:00.628200, arrival_time=2021-04-15 01:39:03.265195, cost_time=0:00:01.884602 2021-04-15 01:39:03,176 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.06ms, fps=4303 images/s, loss=0.2582, top1-acc=92.19%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:03.176537, cost_time=0:00:02.424153 2021-04-15 01:39:03,322 INFO : Epoch=0164 complete, best val top1-acc=92.24%, top5-acc=99.82% (epoch=162), remaining_time=0:24:06.411564, arrival_time=2021-04-15 02:03:09.734057, cost_time=1:49:49.208283 2021-04-15 01:39:03,323 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 01:39:05,415 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=6.92ms, fps=1224 images/s, loss=0.0377, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:38.903760, arrival_time=2021-04-15 01:39:44.319355, cost_time=0:00:02.091604 2021-04-15 01:39:07,339 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=2.53ms, fps=1331 images/s, loss=0.0411, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:35.339040, arrival_time=2021-04-15 01:39:42.678825, cost_time=0:00:04.015799 2021-04-15 01:39:09,270 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.42ms, fps=1326 images/s, loss=0.0386, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:32.904188, arrival_time=2021-04-15 01:39:42.174620, cost_time=0:00:05.946543 2021-04-15 01:39:11,181 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.0375, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:30.645576, arrival_time=2021-04-15 01:39:41.827409, cost_time=0:00:07.857820 2021-04-15 01:39:13,092 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.0377, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:28.524896, arrival_time=2021-04-15 01:39:41.617575, cost_time=0:00:09.768786 2021-04-15 01:39:15,009 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.0384, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:26.487224, arrival_time=2021-04-15 01:39:41.496666, cost_time=0:00:11.685556 2021-04-15 01:39:16,920 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.0380, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:24.473232, arrival_time=2021-04-15 01:39:41.393553, cost_time=0:00:13.596236 2021-04-15 01:39:18,833 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0380, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:22.488804, arrival_time=2021-04-15 01:39:41.322341, cost_time=0:00:15.509556 2021-04-15 01:39:20,739 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.0374, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:20.511530, arrival_time=2021-04-15 01:39:41.250887, cost_time=0:00:17.415466 2021-04-15 01:39:22,648 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.0367, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:18.551328, arrival_time=2021-04-15 01:39:41.199559, cost_time=0:00:19.324335 2021-04-15 01:39:24,557 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.0366, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:16.600838, arrival_time=2021-04-15 01:39:41.158376, cost_time=0:00:21.233648 2021-04-15 01:39:26,464 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.00ms, fps=1343 images/s, loss=0.0362, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:14.655384, arrival_time=2021-04-15 01:39:41.119338, cost_time=0:00:23.140066 2021-04-15 01:39:28,373 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.0362, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:12.717276, arrival_time=2021-04-15 01:39:41.090415, cost_time=0:00:25.049241 2021-04-15 01:39:30,277 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.27ms, fps=1344 images/s, loss=0.0364, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:10.781512, arrival_time=2021-04-15 01:39:41.059251, cost_time=0:00:26.953839 2021-04-15 01:39:32,186 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.0361, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:08.851182, arrival_time=2021-04-15 01:39:41.037654, cost_time=0:00:28.862504 2021-04-15 01:39:34,093 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.0363, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:06.923232, arrival_time=2021-04-15 01:39:41.016975, cost_time=0:00:30.769855 2021-04-15 01:39:36,000 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.0365, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:04.997642, arrival_time=2021-04-15 01:39:40.998494, cost_time=0:00:32.676953 2021-04-15 01:39:37,913 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=0.0365, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:03.074624, arrival_time=2021-04-15 01:39:40.988095, cost_time=0:00:34.589534 2021-04-15 01:39:39,822 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.0378, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:01.152588, arrival_time=2021-04-15 01:39:40.975046, cost_time=0:00:36.498563 2021-04-15 01:39:40,849 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.22ms, fps=1325 images/s, loss=0.0379, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:40.849487, cost_time=0:00:37.525599 2021-04-15 01:39:41,559 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.20ms, fps=3617 images/s, loss=0.2650, top1-acc=92.23%, top5-acc=99.69%, remaining_time=0:00:02.123310, arrival_time=2021-04-15 01:39:43.682366, cost_time=0:00:00.707772 2021-04-15 01:39:42,148 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.41ms, fps=4343 images/s, loss=0.2666, top1-acc=92.42%, top5-acc=99.79%, remaining_time=0:00:01.297620, arrival_time=2021-04-15 01:39:43.446534, cost_time=0:00:01.297615 2021-04-15 01:39:42,739 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.43ms, fps=4335 images/s, loss=0.2714, top1-acc=92.12%, top5-acc=99.78%, remaining_time=0:00:00.629500, arrival_time=2021-04-15 01:39:43.369288, cost_time=0:00:01.888500 2021-04-15 01:39:43,282 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=4278 images/s, loss=0.2688, top1-acc=92.20%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:43.282383, cost_time=0:00:02.431123 2021-04-15 01:39:43,402 INFO : Epoch=0165 complete, best val top1-acc=92.24%, top5-acc=99.82% (epoch=162), remaining_time=0:23:26.212640, arrival_time=2021-04-15 02:03:09.615073, cost_time=1:50:29.288219 2021-04-15 01:39:43,403 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 01:39:45,518 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.53ms, fps=1211 images/s, loss=0.0406, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:39.330444, arrival_time=2021-04-15 01:40:24.848741, cost_time=0:00:02.114536 2021-04-15 01:39:47,434 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.47ms, fps=1336 images/s, loss=0.0375, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:35.468048, arrival_time=2021-04-15 01:40:22.902368, cost_time=0:00:04.030468 2021-04-15 01:39:49,351 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.0325, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:32.908338, arrival_time=2021-04-15 01:40:22.259492, cost_time=0:00:05.947293 2021-04-15 01:39:51,267 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.93ms, fps=1336 images/s, loss=0.0328, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:30.668976, arrival_time=2021-04-15 01:40:21.936687, cost_time=0:00:07.863855 2021-04-15 01:39:53,174 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.0325, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:28.531612, arrival_time=2021-04-15 01:40:21.706532, cost_time=0:00:09.771094 2021-04-15 01:39:55,097 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.08ms, fps=1332 images/s, loss=0.0320, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:26.505176, arrival_time=2021-04-15 01:40:21.602474, cost_time=0:00:11.693448 2021-04-15 01:39:57,002 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.35ms, fps=1344 images/s, loss=0.0322, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:24.477642, arrival_time=2021-04-15 01:40:21.480249, cost_time=0:00:13.598708 2021-04-15 01:39:58,918 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0327, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:22.496808, arrival_time=2021-04-15 01:40:21.415586, cost_time=0:00:15.515019 2021-04-15 01:40:00,824 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.50ms, fps=1343 images/s, loss=0.0324, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:20.517996, arrival_time=2021-04-15 01:40:21.342765, cost_time=0:00:17.420927 2021-04-15 01:40:02,731 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.0326, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:18.554784, arrival_time=2021-04-15 01:40:21.286455, cost_time=0:00:19.327910 2021-04-15 01:40:04,646 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.58ms, fps=1337 images/s, loss=0.0325, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:16.607976, arrival_time=2021-04-15 01:40:21.254536, cost_time=0:00:21.242796 2021-04-15 01:40:06,552 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.53ms, fps=1344 images/s, loss=0.0335, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:14.660704, arrival_time=2021-04-15 01:40:21.213017, cost_time=0:00:23.148476 2021-04-15 01:40:08,463 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.0340, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:12.722556, arrival_time=2021-04-15 01:40:21.185888, cost_time=0:00:25.059561 2021-04-15 01:40:10,373 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.55ms, fps=1341 images/s, loss=0.0340, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:10.787784, arrival_time=2021-04-15 01:40:21.160983, cost_time=0:00:26.969438 2021-04-15 01:40:12,289 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0338, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:08.858128, arrival_time=2021-04-15 01:40:21.147160, cost_time=0:00:28.885267 2021-04-15 01:40:14,203 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.0341, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:06.929892, arrival_time=2021-04-15 01:40:21.133225, cost_time=0:00:30.799569 2021-04-15 01:40:16,108 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.58ms, fps=1344 images/s, loss=0.0341, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:05.001854, arrival_time=2021-04-15 01:40:21.110057, cost_time=0:00:32.704440 2021-04-15 01:40:18,027 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.35ms, fps=1334 images/s, loss=0.0345, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:03.077616, arrival_time=2021-04-15 01:40:21.104791, cost_time=0:00:34.623208 2021-04-15 01:40:19,932 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.20ms, fps=1344 images/s, loss=0.0347, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:01.153536, arrival_time=2021-04-15 01:40:21.085920, cost_time=0:00:36.528633 2021-04-15 01:40:20,963 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.22ms, fps=1320 images/s, loss=0.0348, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:20.963091, cost_time=0:00:37.559291 2021-04-15 01:40:21,718 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.25ms, fps=3401 images/s, loss=0.2803, top1-acc=92.23%, top5-acc=99.80%, remaining_time=0:00:02.258130, arrival_time=2021-04-15 01:40:23.976895, cost_time=0:00:00.752710 2021-04-15 01:40:22,307 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.44ms, fps=4353 images/s, loss=0.2725, top1-acc=92.46%, top5-acc=99.80%, remaining_time=0:00:01.341340, arrival_time=2021-04-15 01:40:23.648666, cost_time=0:00:01.341339 2021-04-15 01:40:22,897 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.44ms, fps=4340 images/s, loss=0.2842, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:00.643860, arrival_time=2021-04-15 01:40:23.541438, cost_time=0:00:01.931587 2021-04-15 01:40:23,438 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=4290 images/s, loss=0.2739, top1-acc=92.23%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:23.438650, cost_time=0:00:02.472684 2021-04-15 01:40:23,564 INFO : Epoch=0166 complete, best val top1-acc=92.24%, top5-acc=99.82% (epoch=162), remaining_time=0:22:46.031940, arrival_time=2021-04-15 02:03:09.596314, cost_time=1:51:09.450121 2021-04-15 01:40:23,566 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 01:40:25,678 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.77ms, fps=1212 images/s, loss=0.0330, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:39.274272, arrival_time=2021-04-15 01:41:04.952890, cost_time=0:00:02.111517 2021-04-15 01:40:27,600 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.47ms, fps=1332 images/s, loss=0.0359, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:35.494976, arrival_time=2021-04-15 01:41:03.095497, cost_time=0:00:04.033511 2021-04-15 01:40:29,509 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0361, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:32.880118, arrival_time=2021-04-15 01:41:02.389212, cost_time=0:00:05.942190 2021-04-15 01:40:31,419 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.60ms, fps=1341 images/s, loss=0.0351, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:30.623112, arrival_time=2021-04-15 01:41:02.042195, cost_time=0:00:07.852085 2021-04-15 01:40:33,334 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0330, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:28.520808, arrival_time=2021-04-15 01:41:01.855092, cost_time=0:00:09.767391 2021-04-15 01:40:35,247 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0329, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:26.477024, arrival_time=2021-04-15 01:41:01.724973, cost_time=0:00:11.681053 2021-04-15 01:40:37,173 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.58ms, fps=1330 images/s, loss=0.0333, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:24.491124, arrival_time=2021-04-15 01:41:01.664284, cost_time=0:00:13.606161 2021-04-15 01:40:39,080 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.44ms, fps=1343 images/s, loss=0.0335, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:22.494024, arrival_time=2021-04-15 01:41:01.574088, cost_time=0:00:15.513157 2021-04-15 01:40:41,006 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.81ms, fps=1329 images/s, loss=0.0331, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:20.540256, arrival_time=2021-04-15 01:41:01.547043, cost_time=0:00:17.439841 2021-04-15 01:40:42,930 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.45ms, fps=1331 images/s, loss=0.0330, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:18.588960, arrival_time=2021-04-15 01:41:01.519482, cost_time=0:00:19.363527 2021-04-15 01:40:44,842 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.42ms, fps=1339 images/s, loss=0.0329, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:16.633862, arrival_time=2021-04-15 01:41:01.476692, cost_time=0:00:21.275821 2021-04-15 01:40:46,762 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.0328, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:14.690420, arrival_time=2021-04-15 01:41:01.452759, cost_time=0:00:23.195430 2021-04-15 01:40:48,676 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.58ms, fps=1338 images/s, loss=0.0326, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:12.748032, arrival_time=2021-04-15 01:41:01.424766, cost_time=0:00:25.109721 2021-04-15 01:40:50,590 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.0328, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:10.809624, arrival_time=2021-04-15 01:41:01.400544, cost_time=0:00:27.024017 2021-04-15 01:40:52,502 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.79ms, fps=1339 images/s, loss=0.0329, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:08.873676, arrival_time=2021-04-15 01:41:01.376502, cost_time=0:00:28.935921 2021-04-15 01:40:54,416 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.0325, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:06.941196, arrival_time=2021-04-15 01:41:01.358012, cost_time=0:00:30.849821 2021-04-15 01:40:56,325 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.0328, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:05.010096, arrival_time=2021-04-15 01:41:01.335435, cost_time=0:00:32.758388 2021-04-15 01:40:58,238 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.0326, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:03.081920, arrival_time=2021-04-15 01:41:01.320455, cost_time=0:00:34.671644 2021-04-15 01:41:00,154 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.21ms, fps=1336 images/s, loss=0.0326, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:01.155396, arrival_time=2021-04-15 01:41:01.309811, cost_time=0:00:36.587467 2021-04-15 01:41:01,180 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.46ms, fps=1326 images/s, loss=0.0325, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:01.180590, cost_time=0:00:37.613693 2021-04-15 01:41:01,912 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.76ms, fps=3506 images/s, loss=0.2593, top1-acc=92.46%, top5-acc=99.77%, remaining_time=0:00:02.190540, arrival_time=2021-04-15 01:41:04.103115, cost_time=0:00:00.730178 2021-04-15 01:41:02,504 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.34ms, fps=4326 images/s, loss=0.2513, top1-acc=92.87%, top5-acc=99.73%, remaining_time=0:00:01.322380, arrival_time=2021-04-15 01:41:03.827119, cost_time=0:00:01.322373 2021-04-15 01:41:03,095 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.55ms, fps=4334 images/s, loss=0.2582, top1-acc=92.57%, top5-acc=99.74%, remaining_time=0:00:00.637790, arrival_time=2021-04-15 01:41:03.733548, cost_time=0:00:01.913374 2021-04-15 01:41:03,641 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=4257 images/s, loss=0.2655, top1-acc=92.50%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:03.641032, cost_time=0:00:02.458686 2021-04-15 01:41:03,850 INFO : Epoch=0167 complete, best val top1-acc=92.50%, top5-acc=99.76% (epoch=167), remaining_time=0:22:05.876013, arrival_time=2021-04-15 02:03:09.726503, cost_time=1:51:49.736270 2021-04-15 01:41:03,851 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 01:41:05,930 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.33ms, fps=1232 images/s, loss=0.0261, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:38.656752, arrival_time=2021-04-15 01:41:44.587018, cost_time=0:00:02.078322 2021-04-15 01:41:07,854 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.32ms, fps=1331 images/s, loss=0.0289, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:35.217424, arrival_time=2021-04-15 01:41:43.071342, cost_time=0:00:04.001984 2021-04-15 01:41:09,769 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=2.23ms, fps=1337 images/s, loss=0.0280, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:32.742670, arrival_time=2021-04-15 01:41:42.511958, cost_time=0:00:05.917358 2021-04-15 01:41:11,685 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.0276, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:30.552600, arrival_time=2021-04-15 01:41:42.238473, cost_time=0:00:07.834014 2021-04-15 01:41:13,602 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.46ms, fps=1336 images/s, loss=0.0270, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:28.471752, arrival_time=2021-04-15 01:41:42.074193, cost_time=0:00:09.750593 2021-04-15 01:41:15,510 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0270, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:26.425752, arrival_time=2021-04-15 01:41:41.936052, cost_time=0:00:11.658395 2021-04-15 01:41:17,425 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.0266, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:24.432912, arrival_time=2021-04-15 01:41:41.858729, cost_time=0:00:13.573831 2021-04-15 01:41:19,343 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.02ms, fps=1336 images/s, loss=0.0264, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:22.462704, arrival_time=2021-04-15 01:41:41.806051, cost_time=0:00:15.491497 2021-04-15 01:41:21,252 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.0255, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:20.493722, arrival_time=2021-04-15 01:41:41.745882, cost_time=0:00:17.400307 2021-04-15 01:41:23,166 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.0251, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:18.541920, arrival_time=2021-04-15 01:41:41.708222, cost_time=0:00:19.314476 2021-04-15 01:41:25,077 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.53ms, fps=1339 images/s, loss=0.0251, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:16.594904, arrival_time=2021-04-15 01:41:41.672822, cost_time=0:00:21.226081 2021-04-15 01:41:27,000 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.35ms, fps=1332 images/s, loss=0.0255, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:14.660932, arrival_time=2021-04-15 01:41:41.661686, cost_time=0:00:23.148894 2021-04-15 01:41:28,907 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0257, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:12.720708, arrival_time=2021-04-15 01:41:41.628520, cost_time=0:00:25.055883 2021-04-15 01:41:30,820 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0258, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:10.787392, arrival_time=2021-04-15 01:41:41.607653, cost_time=0:00:26.968413 2021-04-15 01:41:32,731 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.0259, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:08.856426, arrival_time=2021-04-15 01:41:41.587876, cost_time=0:00:28.879596 2021-04-15 01:41:34,636 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.0265, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:06.926544, arrival_time=2021-04-15 01:41:41.563028, cost_time=0:00:30.784631 2021-04-15 01:41:36,553 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.60ms, fps=1336 images/s, loss=0.0266, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:05.001438, arrival_time=2021-04-15 01:41:41.555037, cost_time=0:00:32.701754 2021-04-15 01:41:38,458 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.0265, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:03.076144, arrival_time=2021-04-15 01:41:41.534517, cost_time=0:00:34.606532 2021-04-15 01:41:40,366 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0268, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:01.153092, arrival_time=2021-04-15 01:41:41.519431, cost_time=0:00:36.514496 2021-04-15 01:41:41,396 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.24ms, fps=1321 images/s, loss=0.0274, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:41.396241, cost_time=0:00:37.544403 2021-04-15 01:41:42,114 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.25ms, fps=3576 images/s, loss=0.2738, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:02.147730, arrival_time=2021-04-15 01:41:44.261717, cost_time=0:00:00.715906 2021-04-15 01:41:42,702 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.23ms, fps=4350 images/s, loss=0.2761, top1-acc=92.64%, top5-acc=99.92%, remaining_time=0:00:01.304780, arrival_time=2021-04-15 01:41:44.007664, cost_time=0:00:01.304771 2021-04-15 01:41:43,294 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.51ms, fps=4334 images/s, loss=0.2673, top1-acc=92.84%, top5-acc=99.87%, remaining_time=0:00:00.631960, arrival_time=2021-04-15 01:41:43.925933, cost_time=0:00:01.895867 2021-04-15 01:41:43,839 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=4252 images/s, loss=0.2713, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:43.839935, cost_time=0:00:02.441884 2021-04-15 01:41:44,079 INFO : Epoch=0168 complete, best val top1-acc=92.77%, top5-acc=99.84% (epoch=168), remaining_time=0:21:25.707616, arrival_time=2021-04-15 02:03:09.786877, cost_time=1:52:29.965012 2021-04-15 01:41:44,080 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 01:41:46,182 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.66ms, fps=1218 images/s, loss=0.0240, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:39.083064, arrival_time=2021-04-15 01:42:25.265414, cost_time=0:00:02.101243 2021-04-15 01:41:48,095 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.0219, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:35.327072, arrival_time=2021-04-15 01:42:23.422601, cost_time=0:00:04.014430 2021-04-15 01:41:50,005 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.0234, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:32.782510, arrival_time=2021-04-15 01:42:22.788084, cost_time=0:00:05.924556 2021-04-15 01:41:51,911 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.0247, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:30.536844, arrival_time=2021-04-15 01:42:22.447899, cost_time=0:00:07.829945 2021-04-15 01:41:53,816 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.0252, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:28.428828, arrival_time=2021-04-15 01:42:22.245742, cost_time=0:00:09.735895 2021-04-15 01:41:55,742 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.46ms, fps=1330 images/s, loss=0.0254, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:26.433232, arrival_time=2021-04-15 01:42:22.175942, cost_time=0:00:11.661692 2021-04-15 01:41:57,651 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.0254, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:24.427242, arrival_time=2021-04-15 01:42:22.079053, cost_time=0:00:13.570700 2021-04-15 01:41:59,562 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.0253, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:22.448552, arrival_time=2021-04-15 01:42:22.011359, cost_time=0:00:15.481774 2021-04-15 01:42:01,470 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.0257, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:20.480578, arrival_time=2021-04-15 01:42:21.950748, cost_time=0:00:17.389156 2021-04-15 01:42:03,389 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.41ms, fps=1334 images/s, loss=0.0262, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:18.535680, arrival_time=2021-04-15 01:42:21.924689, cost_time=0:00:19.307991 2021-04-15 01:42:05,301 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.0273, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:16.590518, arrival_time=2021-04-15 01:42:21.891932, cost_time=0:00:21.220400 2021-04-15 01:42:07,203 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.26ms, fps=1346 images/s, loss=0.0276, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:14.644364, arrival_time=2021-04-15 01:42:21.848020, cost_time=0:00:23.122638 2021-04-15 01:42:09,113 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.0271, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:12.708564, arrival_time=2021-04-15 01:42:21.821850, cost_time=0:00:25.032078 2021-04-15 01:42:11,022 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.0270, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:10.776752, arrival_time=2021-04-15 01:42:21.799620, cost_time=0:00:26.941852 2021-04-15 01:42:12,933 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.61ms, fps=1340 images/s, loss=0.0269, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:08.848192, arrival_time=2021-04-15 01:42:21.782018, cost_time=0:00:28.852794 2021-04-15 01:42:14,852 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=2.15ms, fps=1335 images/s, loss=0.0273, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:06.923484, arrival_time=2021-04-15 01:42:21.775589, cost_time=0:00:30.770993 2021-04-15 01:42:16,757 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.44ms, fps=1344 images/s, loss=0.0272, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:04.997590, arrival_time=2021-04-15 01:42:21.755111, cost_time=0:00:32.676490 2021-04-15 01:42:18,672 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.0272, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:03.074752, arrival_time=2021-04-15 01:42:21.746742, cost_time=0:00:34.590883 2021-04-15 01:42:20,580 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.0272, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:01.152606, arrival_time=2021-04-15 01:42:21.732823, cost_time=0:00:36.499207 2021-04-15 01:42:21,605 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.32ms, fps=1327 images/s, loss=0.0274, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:21.605075, cost_time=0:00:37.524069 2021-04-15 01:42:22,359 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.20ms, fps=3402 images/s, loss=0.2839, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:02.257170, arrival_time=2021-04-15 01:42:24.616424, cost_time=0:00:00.752394 2021-04-15 01:42:22,948 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.35ms, fps=4345 images/s, loss=0.2571, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:01.341960, arrival_time=2021-04-15 01:42:24.290786, cost_time=0:00:01.341965 2021-04-15 01:42:23,539 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.30ms, fps=4335 images/s, loss=0.2647, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:00.644310, arrival_time=2021-04-15 01:42:24.184084, cost_time=0:00:01.932918 2021-04-15 01:42:24,083 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=4271 images/s, loss=0.2644, top1-acc=92.86%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:24.083365, cost_time=0:00:02.476422 2021-04-15 01:42:24,302 INFO : Epoch=0169 complete, best val top1-acc=92.86%, top5-acc=99.84% (epoch=169), remaining_time=0:20:45.537530, arrival_time=2021-04-15 02:03:09.840206, cost_time=1:53:10.188449 2021-04-15 01:42:24,303 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 01:42:26,447 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.58ms, fps=1195 images/s, loss=0.0317, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:39.857940, arrival_time=2021-04-15 01:43:06.304928, cost_time=0:00:02.142905 2021-04-15 01:42:28,361 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=2.05ms, fps=1338 images/s, loss=0.0296, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:35.699664, arrival_time=2021-04-15 01:43:04.060614, cost_time=0:00:04.056779 2021-04-15 01:42:30,265 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.37ms, fps=1345 images/s, loss=0.0273, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:32.986192, arrival_time=2021-04-15 01:43:03.251674, cost_time=0:00:05.961366 2021-04-15 01:42:32,183 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.47ms, fps=1335 images/s, loss=0.0273, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:30.728724, arrival_time=2021-04-15 01:43:02.912091, cost_time=0:00:07.879161 2021-04-15 01:42:34,092 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.0276, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:28.581544, arrival_time=2021-04-15 01:43:02.673813, cost_time=0:00:09.788206 2021-04-15 01:42:36,007 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.0267, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:26.527072, arrival_time=2021-04-15 01:43:02.534259, cost_time=0:00:11.703116 2021-04-15 01:42:37,918 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.53ms, fps=1339 images/s, loss=0.0262, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:24.506496, arrival_time=2021-04-15 01:43:02.425406, cost_time=0:00:13.614749 2021-04-15 01:42:39,833 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0259, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:22.517688, arrival_time=2021-04-15 01:43:02.351244, cost_time=0:00:15.529472 2021-04-15 01:42:41,747 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:20.544920, arrival_time=2021-04-15 01:43:02.292825, cost_time=0:00:17.443839 2021-04-15 01:42:43,652 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.29ms, fps=1344 images/s, loss=0.0255, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:18.574752, arrival_time=2021-04-15 01:43:02.227505, cost_time=0:00:19.348689 2021-04-15 01:42:45,564 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.0256, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:16.621478, arrival_time=2021-04-15 01:43:02.185588, cost_time=0:00:21.260043 2021-04-15 01:42:47,477 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.0259, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:14.676436, arrival_time=2021-04-15 01:43:02.153824, cost_time=0:00:23.173322 2021-04-15 01:42:49,386 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.62ms, fps=1341 images/s, loss=0.0254, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:12.734238, arrival_time=2021-04-15 01:43:02.120959, cost_time=0:00:25.082646 2021-04-15 01:42:51,300 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.48ms, fps=1338 images/s, loss=0.0251, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:10.798424, arrival_time=2021-04-15 01:43:02.098642, cost_time=0:00:26.996037 2021-04-15 01:42:53,207 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0254, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:08.863786, arrival_time=2021-04-15 01:43:02.071485, cost_time=0:00:28.903638 2021-04-15 01:42:55,126 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.0253, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:06.934932, arrival_time=2021-04-15 01:43:02.060895, cost_time=0:00:30.821888 2021-04-15 01:42:57,034 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.0253, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:05.005910, arrival_time=2021-04-15 01:43:02.040844, cost_time=0:00:32.730874 2021-04-15 01:42:58,948 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.0255, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:03.079536, arrival_time=2021-04-15 01:43:02.028389, cost_time=0:00:34.644783 2021-04-15 01:43:00,863 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.17ms, fps=1337 images/s, loss=0.0253, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:01.154514, arrival_time=2021-04-15 01:43:02.018092, cost_time=0:00:36.559517 2021-04-15 01:43:01,887 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.24ms, fps=1328 images/s, loss=0.0253, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:01.887678, cost_time=0:00:37.583622 2021-04-15 01:43:02,601 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.19ms, fps=3598 images/s, loss=0.2482, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:02.134710, arrival_time=2021-04-15 01:43:04.735663, cost_time=0:00:00.711572 2021-04-15 01:43:03,193 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.34ms, fps=4320 images/s, loss=0.2640, top1-acc=92.79%, top5-acc=99.80%, remaining_time=0:00:01.304520, arrival_time=2021-04-15 01:43:04.498446, cost_time=0:00:01.304530 2021-04-15 01:43:03,788 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.39ms, fps=4308 images/s, loss=0.2676, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:00.633070, arrival_time=2021-04-15 01:43:04.421683, cost_time=0:00:01.899208 2021-04-15 01:43:04,330 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=4285 images/s, loss=0.2650, top1-acc=92.57%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:04.330391, cost_time=0:00:02.441040 2021-04-15 01:43:04,480 INFO : Epoch=0170 complete, best val top1-acc=92.86%, top5-acc=99.84% (epoch=169), remaining_time=0:20:05.358840, arrival_time=2021-04-15 02:03:09.839724, cost_time=1:53:50.366686 2021-04-15 01:43:04,482 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 01:43:06,603 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.51ms, fps=1207 images/s, loss=0.0183, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:39.464736, arrival_time=2021-04-15 01:43:46.068681, cost_time=0:00:02.121760 2021-04-15 01:43:08,522 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.52ms, fps=1335 images/s, loss=0.0223, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:35.551824, arrival_time=2021-04-15 01:43:44.074067, cost_time=0:00:04.039975 2021-04-15 01:43:10,433 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.0239, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:32.927096, arrival_time=2021-04-15 01:43:43.360127, cost_time=0:00:05.950674 2021-04-15 01:43:12,349 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.79ms, fps=1336 images/s, loss=0.0228, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:30.683016, arrival_time=2021-04-15 01:43:43.032747, cost_time=0:00:07.867440 2021-04-15 01:43:14,256 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.0227, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:28.541102, arrival_time=2021-04-15 01:43:42.797644, cost_time=0:00:09.774340 2021-04-15 01:43:16,172 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.79ms, fps=1336 images/s, loss=0.0232, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:26.498240, arrival_time=2021-04-15 01:43:42.670861, cost_time=0:00:11.690402 2021-04-15 01:43:18,081 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.0230, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:24.479406, arrival_time=2021-04-15 01:43:42.561277, cost_time=0:00:13.599675 2021-04-15 01:43:19,987 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.51ms, fps=1344 images/s, loss=0.0235, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:22.482308, arrival_time=2021-04-15 01:43:42.469661, cost_time=0:00:15.505079 2021-04-15 01:43:21,898 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.0229, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:20.512060, arrival_time=2021-04-15 01:43:42.410160, cost_time=0:00:17.415899 2021-04-15 01:43:23,815 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.76ms, fps=1336 images/s, loss=0.0233, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:18.559488, arrival_time=2021-04-15 01:43:42.374536, cost_time=0:00:19.332809 2021-04-15 01:43:25,721 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.0229, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:16.604966, arrival_time=2021-04-15 01:43:42.326034, cost_time=0:00:21.238892 2021-04-15 01:43:27,642 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.33ms, fps=1332 images/s, loss=0.0231, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:14.668304, arrival_time=2021-04-15 01:43:42.311026, cost_time=0:00:23.160540 2021-04-15 01:43:29,550 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0232, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:12.727176, arrival_time=2021-04-15 01:43:42.277992, cost_time=0:00:25.068629 2021-04-15 01:43:31,463 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.0234, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:10.792432, arrival_time=2021-04-15 01:43:42.255719, cost_time=0:00:26.981015 2021-04-15 01:43:33,374 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.28ms, fps=1340 images/s, loss=0.0236, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:08.860336, arrival_time=2021-04-15 01:43:42.234963, cost_time=0:00:28.892445 2021-04-15 01:43:35,280 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.0236, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:06.929712, arrival_time=2021-04-15 01:43:42.210557, cost_time=0:00:30.798652 2021-04-15 01:43:37,198 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.0243, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:05.003648, arrival_time=2021-04-15 01:43:42.201938, cost_time=0:00:32.716102 2021-04-15 01:43:39,104 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.0245, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:03.077568, arrival_time=2021-04-15 01:43:42.182407, cost_time=0:00:34.622654 2021-04-15 01:43:41,017 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0243, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:01.153734, arrival_time=2021-04-15 01:43:42.170855, cost_time=0:00:36.534932 2021-04-15 01:43:42,047 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.26ms, fps=1321 images/s, loss=0.0248, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:42.046988, cost_time=0:00:37.564808 2021-04-15 01:43:42,756 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.22ms, fps=3617 images/s, loss=0.2653, top1-acc=92.97%, top5-acc=99.88%, remaining_time=0:00:02.123160, arrival_time=2021-04-15 01:43:44.879897, cost_time=0:00:00.707724 2021-04-15 01:43:43,345 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.37ms, fps=4350 images/s, loss=0.2582, top1-acc=92.93%, top5-acc=99.79%, remaining_time=0:00:01.296560, arrival_time=2021-04-15 01:43:44.642121, cost_time=0:00:01.296561 2021-04-15 01:43:43,949 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.36ms, fps=4244 images/s, loss=0.2662, top1-acc=92.77%, top5-acc=99.79%, remaining_time=0:00:00.633340, arrival_time=2021-04-15 01:43:44.582380, cost_time=0:00:01.900027 2021-04-15 01:43:44,492 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.08ms, fps=4272 images/s, loss=0.2643, top1-acc=92.73%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:44.492486, cost_time=0:00:02.443488 2021-04-15 01:43:44,592 INFO : Epoch=0171 complete, best val top1-acc=92.86%, top5-acc=99.84% (epoch=169), remaining_time=0:19:25.168873, arrival_time=2021-04-15 02:03:09.761584, cost_time=1:54:30.478503 2021-04-15 01:43:44,594 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 01:43:46,719 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.34ms, fps=1205 images/s, loss=0.0292, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:39.525186, arrival_time=2021-04-15 01:44:26.244943, cost_time=0:00:02.125012 2021-04-15 01:43:48,630 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.0260, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:35.512224, arrival_time=2021-04-15 01:44:24.142450, cost_time=0:00:04.035477 2021-04-15 01:43:50,533 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.53ms, fps=1346 images/s, loss=0.0232, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:32.860032, arrival_time=2021-04-15 01:44:23.393410, cost_time=0:00:05.938575 2021-04-15 01:43:52,448 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.0242, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:30.631692, arrival_time=2021-04-15 01:44:23.080628, cost_time=0:00:07.854268 2021-04-15 01:43:54,358 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0242, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:28.509128, arrival_time=2021-04-15 01:44:22.867169, cost_time=0:00:09.763377 2021-04-15 01:43:56,267 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.43ms, fps=1341 images/s, loss=0.0237, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:26.459072, arrival_time=2021-04-15 01:44:22.726844, cost_time=0:00:11.673100 2021-04-15 01:43:58,181 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.41ms, fps=1338 images/s, loss=0.0234, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:24.456474, arrival_time=2021-04-15 01:44:22.638122, cost_time=0:00:13.586911 2021-04-15 01:44:00,083 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.31ms, fps=1346 images/s, loss=0.0232, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:22.458876, arrival_time=2021-04-15 01:44:22.542397, cost_time=0:00:15.488860 2021-04-15 01:44:02,001 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.40ms, fps=1335 images/s, loss=0.0232, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:20.500824, arrival_time=2021-04-15 01:44:22.501889, cost_time=0:00:17.406403 2021-04-15 01:44:03,904 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.0232, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:18.537408, arrival_time=2021-04-15 01:44:22.441827, cost_time=0:00:19.309769 2021-04-15 01:44:05,809 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.0228, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:16.586132, arrival_time=2021-04-15 01:44:22.395558, cost_time=0:00:21.214767 2021-04-15 01:44:07,726 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.0231, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:14.649912, arrival_time=2021-04-15 01:44:22.376079, cost_time=0:00:23.131497 2021-04-15 01:44:09,632 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.0231, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:12.711402, arrival_time=2021-04-15 01:44:22.343731, cost_time=0:00:25.037587 2021-04-15 01:44:11,548 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.0231, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:10.781624, arrival_time=2021-04-15 01:44:22.330351, cost_time=0:00:26.954076 2021-04-15 01:44:13,453 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.0234, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:08.850032, arrival_time=2021-04-15 01:44:22.303493, cost_time=0:00:28.858791 2021-04-15 01:44:15,367 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.63ms, fps=1338 images/s, loss=0.0231, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:06.923808, arrival_time=2021-04-15 01:44:22.291011, cost_time=0:00:30.772548 2021-04-15 01:44:17,277 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.0229, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:04.998474, arrival_time=2021-04-15 01:44:22.275462, cost_time=0:00:32.682303 2021-04-15 01:44:19,183 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0228, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:03.074592, arrival_time=2021-04-15 01:44:22.258402, cost_time=0:00:34.589147 2021-04-15 01:44:21,103 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.26ms, fps=1334 images/s, loss=0.0228, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:01.152918, arrival_time=2021-04-15 01:44:22.256669, cost_time=0:00:36.509091 2021-04-15 01:44:22,133 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.34ms, fps=1321 images/s, loss=0.0227, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:22.133275, cost_time=0:00:37.538631 2021-04-15 01:44:22,844 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.40ms, fps=3606 images/s, loss=0.2750, top1-acc=92.97%, top5-acc=99.73%, remaining_time=0:00:02.129820, arrival_time=2021-04-15 01:44:24.974740, cost_time=0:00:00.709939 2021-04-15 01:44:23,440 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.48ms, fps=4305 images/s, loss=0.2602, top1-acc=93.03%, top5-acc=99.79%, remaining_time=0:00:01.305000, arrival_time=2021-04-15 01:44:24.744990, cost_time=0:00:01.305007 2021-04-15 01:44:24,031 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.29ms, fps=4333 images/s, loss=0.2632, top1-acc=92.75%, top5-acc=99.82%, remaining_time=0:00:00.632050, arrival_time=2021-04-15 01:44:24.663156, cost_time=0:00:01.896136 2021-04-15 01:44:24,572 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.06ms, fps=4289 images/s, loss=0.2748, top1-acc=92.71%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:24.572353, cost_time=0:00:02.437401 2021-04-15 01:44:24,703 INFO : Epoch=0172 complete, best val top1-acc=92.86%, top5-acc=99.84% (epoch=169), remaining_time=0:18:44.979576, arrival_time=2021-04-15 02:03:09.682614, cost_time=1:55:10.588816 2021-04-15 01:44:24,704 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 01:44:26,781 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.55ms, fps=1233 images/s, loss=0.0233, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:38.622528, arrival_time=2021-04-15 01:45:05.403719, cost_time=0:00:02.076476 2021-04-15 01:44:28,699 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.52ms, fps=1335 images/s, loss=0.0198, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:35.151776, arrival_time=2021-04-15 01:45:03.850930, cost_time=0:00:03.994530 2021-04-15 01:44:30,610 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.87ms, fps=1340 images/s, loss=0.0180, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:32.676270, arrival_time=2021-04-15 01:45:03.286263, cost_time=0:00:05.905354 2021-04-15 01:44:32,533 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.48ms, fps=1331 images/s, loss=0.0175, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:30.533568, arrival_time=2021-04-15 01:45:03.067342, cost_time=0:00:07.829112 2021-04-15 01:44:34,444 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=0.0178, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:28.439924, arrival_time=2021-04-15 01:45:02.884144, cost_time=0:00:09.739691 2021-04-15 01:44:36,352 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.59ms, fps=1342 images/s, loss=0.0171, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:26.401000, arrival_time=2021-04-15 01:45:02.753105, cost_time=0:00:11.647488 2021-04-15 01:44:38,270 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.28ms, fps=1335 images/s, loss=0.0171, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:24.418044, arrival_time=2021-04-15 01:45:02.688181, cost_time=0:00:13.565605 2021-04-15 01:44:40,175 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.45ms, fps=1344 images/s, loss=0.0181, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:22.432196, arrival_time=2021-04-15 01:45:02.607201, cost_time=0:00:15.470478 2021-04-15 01:44:42,092 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.42ms, fps=1336 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:20.478776, arrival_time=2021-04-15 01:45:02.571083, cost_time=0:00:17.387678 2021-04-15 01:44:44,007 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.0185, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:18.530400, arrival_time=2021-04-15 01:45:02.537390, cost_time=0:00:19.302457 2021-04-15 01:44:45,917 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.87ms, fps=1340 images/s, loss=0.0184, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:16.584412, arrival_time=2021-04-15 01:45:02.501554, cost_time=0:00:21.212614 2021-04-15 01:44:47,828 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.645276, arrival_time=2021-04-15 01:45:02.473937, cost_time=0:00:23.124131 2021-04-15 01:44:49,735 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.0189, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:12.708102, arrival_time=2021-04-15 01:45:02.443702, cost_time=0:00:25.031075 2021-04-15 01:44:51,640 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.774232, arrival_time=2021-04-15 01:45:02.414290, cost_time=0:00:26.935526 2021-04-15 01:44:53,554 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0193, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:08.847134, arrival_time=2021-04-15 01:45:02.401126, cost_time=0:00:28.849372 2021-04-15 01:44:55,458 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.39ms, fps=1345 images/s, loss=0.0194, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:06.919560, arrival_time=2021-04-15 01:45:02.377737, cost_time=0:00:30.753652 2021-04-15 01:44:57,370 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.51ms, fps=1339 images/s, loss=0.0192, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:04.995978, arrival_time=2021-04-15 01:45:02.366490, cost_time=0:00:32.665970 2021-04-15 01:44:59,282 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=0.0193, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:03.073600, arrival_time=2021-04-15 01:45:02.356193, cost_time=0:00:34.578066 2021-04-15 01:45:01,193 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=0.0198, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:01.152276, arrival_time=2021-04-15 01:45:02.345562, cost_time=0:00:36.488761 2021-04-15 01:45:02,220 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.19ms, fps=1324 images/s, loss=0.0201, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:02.220729, cost_time=0:00:37.516213 2021-04-15 01:45:02,930 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.21ms, fps=3616 images/s, loss=0.2378, top1-acc=93.09%, top5-acc=99.84%, remaining_time=0:00:02.123550, arrival_time=2021-04-15 01:45:05.053888, cost_time=0:00:00.707854 2021-04-15 01:45:03,519 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.39ms, fps=4345 images/s, loss=0.2607, top1-acc=92.52%, top5-acc=99.73%, remaining_time=0:00:01.297400, arrival_time=2021-04-15 01:45:04.817255, cost_time=0:00:01.297396 2021-04-15 01:45:04,110 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.30ms, fps=4334 images/s, loss=0.2667, top1-acc=92.45%, top5-acc=99.75%, remaining_time=0:00:00.629460, arrival_time=2021-04-15 01:45:04.740345, cost_time=0:00:01.888374 2021-04-15 01:45:04,654 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=4275 images/s, loss=0.2608, top1-acc=92.61%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:04.654026, cost_time=0:00:02.431589 2021-04-15 01:45:04,792 INFO : Epoch=0173 complete, best val top1-acc=92.86%, top5-acc=99.84% (epoch=169), remaining_time=0:18:04.787964, arrival_time=2021-04-15 02:03:09.580673, cost_time=1:55:50.678466 2021-04-15 01:45:04,794 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 01:45:06,893 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.45ms, fps=1220 images/s, loss=0.0252, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:39.023172, arrival_time=2021-04-15 01:45:45.916284, cost_time=0:00:02.098016 2021-04-15 01:45:08,805 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.50ms, fps=1339 images/s, loss=0.0210, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:35.287648, arrival_time=2021-04-15 01:45:44.092694, cost_time=0:00:04.009952 2021-04-15 01:45:10,720 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.0201, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:32.788486, arrival_time=2021-04-15 01:45:43.509123, cost_time=0:00:05.925623 2021-04-15 01:45:12,626 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.43ms, fps=1343 images/s, loss=0.0191, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:30.542928, arrival_time=2021-04-15 01:45:43.169547, cost_time=0:00:07.831524 2021-04-15 01:45:14,538 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.46ms, fps=1339 images/s, loss=0.0188, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:28.450728, arrival_time=2021-04-15 01:45:42.989129, cost_time=0:00:09.743399 2021-04-15 01:45:16,465 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.59ms, fps=1329 images/s, loss=0.0189, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:26.453768, arrival_time=2021-04-15 01:45:42.919632, cost_time=0:00:11.670764 2021-04-15 01:45:18,384 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.36ms, fps=1335 images/s, loss=0.0195, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:24.460884, arrival_time=2021-04-15 01:45:42.845419, cost_time=0:00:13.589390 2021-04-15 01:45:20,302 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.37ms, fps=1335 images/s, loss=0.0192, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:22.485092, arrival_time=2021-04-15 01:45:42.787196, cost_time=0:00:15.506992 2021-04-15 01:45:22,217 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.0197, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:20.519692, arrival_time=2021-04-15 01:45:42.737083, cost_time=0:00:17.422387 2021-04-15 01:45:24,138 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.43ms, fps=1333 images/s, loss=0.0197, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:18.569376, arrival_time=2021-04-15 01:45:42.707549, cost_time=0:00:19.343067 2021-04-15 01:45:26,044 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.0192, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:16.613394, arrival_time=2021-04-15 01:45:42.658072, cost_time=0:00:21.249668 2021-04-15 01:45:27,955 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.0190, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:14.668380, arrival_time=2021-04-15 01:45:42.623967, cost_time=0:00:23.160574 2021-04-15 01:45:29,869 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.0189, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:12.729882, arrival_time=2021-04-15 01:45:42.598971, cost_time=0:00:25.073989 2021-04-15 01:45:31,776 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.82ms, fps=1342 images/s, loss=0.0188, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.792712, arrival_time=2021-04-15 01:45:42.569529, cost_time=0:00:26.981802 2021-04-15 01:45:33,691 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.0187, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:08.861624, arrival_time=2021-04-15 01:45:42.553245, cost_time=0:00:28.896619 2021-04-15 01:45:35,599 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0184, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:06.931080, arrival_time=2021-04-15 01:45:42.530860, cost_time=0:00:30.804780 2021-04-15 01:45:37,515 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.0184, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:05.004246, arrival_time=2021-04-15 01:45:42.519245, cost_time=0:00:32.719988 2021-04-15 01:45:39,423 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.0182, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:03.078128, arrival_time=2021-04-15 01:45:42.502039, cost_time=0:00:34.628911 2021-04-15 01:45:41,331 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0183, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:01.153788, arrival_time=2021-04-15 01:45:42.485662, cost_time=0:00:36.536664 2021-04-15 01:45:42,363 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.43ms, fps=1320 images/s, loss=0.0184, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:42.363145, cost_time=0:00:37.568162 2021-04-15 01:45:43,074 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=2.05ms, fps=3608 images/s, loss=0.3069, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:02.128680, arrival_time=2021-04-15 01:45:45.203049, cost_time=0:00:00.709563 2021-04-15 01:45:43,662 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.31ms, fps=4356 images/s, loss=0.2797, top1-acc=92.83%, top5-acc=99.90%, remaining_time=0:00:01.297780, arrival_time=2021-04-15 01:45:44.960318, cost_time=0:00:01.297775 2021-04-15 01:45:44,253 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.34ms, fps=4337 images/s, loss=0.2773, top1-acc=92.71%, top5-acc=99.87%, remaining_time=0:00:00.629470, arrival_time=2021-04-15 01:45:44.882679, cost_time=0:00:01.888424 2021-04-15 01:45:44,797 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.06ms, fps=4266 images/s, loss=0.2663, top1-acc=92.95%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:44.797337, cost_time=0:00:02.432577 2021-04-15 01:45:45,032 INFO : Epoch=0174 complete, best val top1-acc=92.95%, top5-acc=99.88% (epoch=174), remaining_time=0:17:24.619940, arrival_time=2021-04-15 02:03:09.652166, cost_time=1:56:30.918001 2021-04-15 01:45:45,033 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 01:45:47,141 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.33ms, fps=1214 images/s, loss=0.0163, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:39.210660, arrival_time=2021-04-15 01:46:26.352371, cost_time=0:00:02.108100 2021-04-15 01:45:49,054 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0156, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:35.379872, arrival_time=2021-04-15 01:46:24.434033, cost_time=0:00:04.020435 2021-04-15 01:45:50,960 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.0155, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:32.794794, arrival_time=2021-04-15 01:46:23.755312, cost_time=0:00:05.926777 2021-04-15 01:45:52,876 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.0155, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:30.588480, arrival_time=2021-04-15 01:46:23.465283, cost_time=0:00:07.843183 2021-04-15 01:45:54,785 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.79ms, fps=1341 images/s, loss=0.0157, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:28.475694, arrival_time=2021-04-15 01:46:23.261425, cost_time=0:00:09.751973 2021-04-15 01:45:56,724 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.65ms, fps=1321 images/s, loss=0.0155, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:26.498104, arrival_time=2021-04-15 01:46:23.222167, cost_time=0:00:11.690340 2021-04-15 01:45:58,640 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.0155, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:24.492258, arrival_time=2021-04-15 01:46:23.132770, cost_time=0:00:13.606784 2021-04-15 01:46:00,549 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0154, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:22.498432, arrival_time=2021-04-15 01:46:23.048197, cost_time=0:00:15.516142 2021-04-15 01:46:02,463 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.0154, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:20.527854, arrival_time=2021-04-15 01:46:22.990865, cost_time=0:00:17.429300 2021-04-15 01:46:04,372 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.0154, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:18.565632, arrival_time=2021-04-15 01:46:22.938419, cost_time=0:00:19.339174 2021-04-15 01:46:06,287 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.0157, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:16.616404, arrival_time=2021-04-15 01:46:22.903686, cost_time=0:00:21.253583 2021-04-15 01:46:08,198 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.43ms, fps=1344 images/s, loss=0.0158, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.670660, arrival_time=2021-04-15 01:46:22.868597, cost_time=0:00:23.164236 2021-04-15 01:46:10,108 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.0159, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.730542, arrival_time=2021-04-15 01:46:22.839436, cost_time=0:00:25.075271 2021-04-15 01:46:12,018 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.0162, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.793888, arrival_time=2021-04-15 01:46:22.812273, cost_time=0:00:26.984779 2021-04-15 01:46:13,922 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.0161, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.859140, arrival_time=2021-04-15 01:46:22.781260, cost_time=0:00:28.888511 2021-04-15 01:46:15,832 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.51ms, fps=1340 images/s, loss=0.0159, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:06.929712, arrival_time=2021-04-15 01:46:22.762015, cost_time=0:00:30.798693 2021-04-15 01:46:17,736 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.27ms, fps=1344 images/s, loss=0.0159, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:05.001672, arrival_time=2021-04-15 01:46:22.738582, cost_time=0:00:32.703310 2021-04-15 01:46:19,640 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.0160, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.076112, arrival_time=2021-04-15 01:46:22.716249, cost_time=0:00:34.606320 2021-04-15 01:46:21,551 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.0162, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:01.153200, arrival_time=2021-04-15 01:46:22.704716, cost_time=0:00:36.517914 2021-04-15 01:46:22,576 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.33ms, fps=1328 images/s, loss=0.0162, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:22.576087, cost_time=0:00:37.542488 2021-04-15 01:46:23,315 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.19ms, fps=3471 images/s, loss=0.2542, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:02.212620, arrival_time=2021-04-15 01:46:25.527978, cost_time=0:00:00.737542 2021-04-15 01:46:23,907 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.31ms, fps=4327 images/s, loss=0.2589, top1-acc=92.87%, top5-acc=99.80%, remaining_time=0:00:01.329620, arrival_time=2021-04-15 01:46:25.237039, cost_time=0:00:01.329624 2021-04-15 01:46:24,500 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.26ms, fps=4322 images/s, loss=0.2536, top1-acc=93.12%, top5-acc=99.82%, remaining_time=0:00:00.640770, arrival_time=2021-04-15 01:46:25.140897, cost_time=0:00:01.922320 2021-04-15 01:46:25,042 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=4281 images/s, loss=0.2538, top1-acc=93.04%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:25.042347, cost_time=0:00:02.464567 2021-04-15 01:46:25,230 INFO : Epoch=0175 complete, best val top1-acc=93.04%, top5-acc=99.84% (epoch=175), remaining_time=0:16:44.445200, arrival_time=2021-04-15 02:03:09.675836, cost_time=1:57:11.116423 2021-04-15 01:46:25,231 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 01:46:27,310 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=2.04ms, fps=1232 images/s, loss=0.0122, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:38.647080, arrival_time=2021-04-15 01:47:05.957202, cost_time=0:00:02.077801 2021-04-15 01:46:29,227 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=2.14ms, fps=1336 images/s, loss=0.0116, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:35.154416, arrival_time=2021-04-15 01:47:04.381413, cost_time=0:00:03.994823 2021-04-15 01:46:31,132 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.54ms, fps=1344 images/s, loss=0.0122, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:32.646722, arrival_time=2021-04-15 01:47:03.778834, cost_time=0:00:05.900018 2021-04-15 01:46:33,045 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.0132, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:30.472884, arrival_time=2021-04-15 01:47:03.518656, cost_time=0:00:07.813571 2021-04-15 01:46:34,955 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.41ms, fps=1341 images/s, loss=0.0134, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:28.390722, arrival_time=2021-04-15 01:47:03.345708, cost_time=0:00:09.722861 2021-04-15 01:46:36,862 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.60ms, fps=1342 images/s, loss=0.0138, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:26.363192, arrival_time=2021-04-15 01:47:03.226097, cost_time=0:00:11.630819 2021-04-15 01:46:38,784 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=2.14ms, fps=1332 images/s, loss=0.0139, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:24.394608, arrival_time=2021-04-15 01:47:03.179399, cost_time=0:00:13.552569 2021-04-15 01:46:40,697 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.0141, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:22.424888, arrival_time=2021-04-15 01:47:03.122546, cost_time=0:00:15.465417 2021-04-15 01:46:42,613 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.38ms, fps=1337 images/s, loss=0.0144, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.471038, arrival_time=2021-04-15 01:47:03.084354, cost_time=0:00:17.381099 2021-04-15 01:46:44,527 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0144, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:18.523872, arrival_time=2021-04-15 01:47:03.051685, cost_time=0:00:19.295736 2021-04-15 01:46:46,435 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=0.0144, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.577446, arrival_time=2021-04-15 01:47:03.013354, cost_time=0:00:21.203729 2021-04-15 01:46:48,351 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.0144, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:14.642160, arrival_time=2021-04-15 01:47:02.993449, cost_time=0:00:23.119204 2021-04-15 01:46:50,259 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.0146, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:12.706056, arrival_time=2021-04-15 01:47:02.965259, cost_time=0:00:25.027124 2021-04-15 01:46:52,168 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.65ms, fps=1341 images/s, loss=0.0147, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:10.774624, arrival_time=2021-04-15 01:47:02.943356, cost_time=0:00:26.936555 2021-04-15 01:46:54,089 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.51ms, fps=1333 images/s, loss=0.0147, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:08.849664, arrival_time=2021-04-15 01:47:02.939396, cost_time=0:00:28.857638 2021-04-15 01:46:55,995 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0148, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:06.921684, arrival_time=2021-04-15 01:47:02.916757, cost_time=0:00:30.763007 2021-04-15 01:46:57,908 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.35ms, fps=1338 images/s, loss=0.0149, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.997616, arrival_time=2021-04-15 01:47:02.906388, cost_time=0:00:32.676685 2021-04-15 01:46:59,818 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.0148, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.074368, arrival_time=2021-04-15 01:47:02.893166, cost_time=0:00:34.586717 2021-04-15 01:47:01,727 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.0148, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:01.152474, arrival_time=2021-04-15 01:47:02.879615, cost_time=0:00:36.495065 2021-04-15 01:47:02,760 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.24ms, fps=1316 images/s, loss=0.0149, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:02.760585, cost_time=0:00:37.528504 2021-04-15 01:47:03,470 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.28ms, fps=3616 images/s, loss=0.3072, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:02.123880, arrival_time=2021-04-15 01:47:05.594139, cost_time=0:00:00.707955 2021-04-15 01:47:04,064 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.33ms, fps=4311 images/s, loss=0.2770, top1-acc=92.60%, top5-acc=99.80%, remaining_time=0:00:01.302340, arrival_time=2021-04-15 01:47:05.367013, cost_time=0:00:01.302332 2021-04-15 01:47:04,659 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.35ms, fps=4309 images/s, loss=0.2639, top1-acc=92.83%, top5-acc=99.79%, remaining_time=0:00:00.632330, arrival_time=2021-04-15 01:47:05.291563, cost_time=0:00:01.896990 2021-04-15 01:47:05,201 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.06ms, fps=4278 images/s, loss=0.2671, top1-acc=92.81%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:05.201834, cost_time=0:00:02.439622 2021-04-15 01:47:05,300 INFO : Epoch=0176 complete, best val top1-acc=93.04%, top5-acc=99.84% (epoch=175), remaining_time=0:16:04.252608, arrival_time=2021-04-15 02:03:09.552683, cost_time=1:57:51.185868 2021-04-15 01:47:05,301 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 01:47:07,446 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.74ms, fps=1194 images/s, loss=0.0135, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:39.890118, arrival_time=2021-04-15 01:47:47.336296, cost_time=0:00:02.144629 2021-04-15 01:47:09,358 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.0149, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:35.701952, arrival_time=2021-04-15 01:47:45.060714, cost_time=0:00:04.057040 2021-04-15 01:47:11,278 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.0143, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:33.070188, arrival_time=2021-04-15 01:47:44.348353, cost_time=0:00:05.976527 2021-04-15 01:47:13,183 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:30.738864, arrival_time=2021-04-15 01:47:43.922252, cost_time=0:00:07.881756 2021-04-15 01:47:15,096 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.0130, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:28.601692, arrival_time=2021-04-15 01:47:43.698339, cost_time=0:00:09.795088 2021-04-15 01:47:17,005 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.0130, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:26.528704, arrival_time=2021-04-15 01:47:43.534088, cost_time=0:00:11.703841 2021-04-15 01:47:18,912 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0130, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:24.498684, arrival_time=2021-04-15 01:47:43.410788, cost_time=0:00:13.610387 2021-04-15 01:47:20,830 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.0128, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:22.517108, arrival_time=2021-04-15 01:47:43.347687, cost_time=0:00:15.529026 2021-04-15 01:47:22,734 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.0132, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:20.532624, arrival_time=2021-04-15 01:47:43.267498, cost_time=0:00:17.433340 2021-04-15 01:47:24,646 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.70ms, fps=1339 images/s, loss=0.0132, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:18.571584, arrival_time=2021-04-15 01:47:43.218483, cost_time=0:00:19.345355 2021-04-15 01:47:26,559 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.0133, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:16.619500, arrival_time=2021-04-15 01:47:43.178518, cost_time=0:00:21.257481 2021-04-15 01:47:28,465 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.0133, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.670508, arrival_time=2021-04-15 01:47:43.135951, cost_time=0:00:23.163920 2021-04-15 01:47:30,380 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.46ms, fps=1337 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.732192, arrival_time=2021-04-15 01:47:43.112328, cost_time=0:00:25.078589 2021-04-15 01:47:32,285 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.49ms, fps=1344 images/s, loss=0.0136, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.793608, arrival_time=2021-04-15 01:47:43.079313, cost_time=0:00:26.984089 2021-04-15 01:47:34,198 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.0138, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:08.861716, arrival_time=2021-04-15 01:47:43.060134, cost_time=0:00:28.896879 2021-04-15 01:47:36,105 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.930972, arrival_time=2021-04-15 01:47:43.036870, cost_time=0:00:30.804348 2021-04-15 01:47:38,013 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0135, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.002972, arrival_time=2021-04-15 01:47:43.016212, cost_time=0:00:32.711695 2021-04-15 01:47:39,926 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.0135, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.077808, arrival_time=2021-04-15 01:47:43.004649, cost_time=0:00:34.625305 2021-04-15 01:47:41,832 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.23ms, fps=1344 images/s, loss=0.0133, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.153602, arrival_time=2021-04-15 01:47:42.985933, cost_time=0:00:36.530796 2021-04-15 01:47:42,859 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.23ms, fps=1324 images/s, loss=0.0133, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:42.859695, cost_time=0:00:37.558165 2021-04-15 01:47:43,585 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.19ms, fps=3536 images/s, loss=0.2669, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:02.171970, arrival_time=2021-04-15 01:47:45.757472, cost_time=0:00:00.723990 2021-04-15 01:47:44,176 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.74ms, fps=4332 images/s, loss=0.2663, top1-acc=93.34%, top5-acc=99.79%, remaining_time=0:00:01.315280, arrival_time=2021-04-15 01:47:45.492078, cost_time=0:00:01.315289 2021-04-15 01:47:44,768 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.74ms, fps=4326 images/s, loss=0.2606, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:00.635810, arrival_time=2021-04-15 01:47:45.404748, cost_time=0:00:01.907435 2021-04-15 01:47:45,310 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.09ms, fps=4283 images/s, loss=0.2589, top1-acc=93.51%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:45.310940, cost_time=0:00:02.449456 2021-04-15 01:47:45,545 INFO : Epoch=0177 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:15:24.084294, arrival_time=2021-04-15 02:03:09.629799, cost_time=1:58:31.431281 2021-04-15 01:47:45,546 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 01:47:47,630 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.43ms, fps=1228 images/s, loss=0.0100, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:38.760168, arrival_time=2021-04-15 01:48:26.390994, cost_time=0:00:02.083883 2021-04-15 01:47:49,545 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.0096, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:35.189616, arrival_time=2021-04-15 01:48:24.735406, cost_time=0:00:03.998816 2021-04-15 01:47:51,454 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.57ms, fps=1341 images/s, loss=0.0106, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:32.689882, arrival_time=2021-04-15 01:48:24.144667, cost_time=0:00:05.907814 2021-04-15 01:47:53,370 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.0113, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:30.510792, arrival_time=2021-04-15 01:48:23.880983, cost_time=0:00:07.823260 2021-04-15 01:47:55,280 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.0112, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:28.421966, arrival_time=2021-04-15 01:48:23.702478, cost_time=0:00:09.733543 2021-04-15 01:47:57,194 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.59ms, fps=1338 images/s, loss=0.0107, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:26.401272, arrival_time=2021-04-15 01:48:23.595787, cost_time=0:00:11.647632 2021-04-15 01:47:59,103 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=0.0111, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:24.402420, arrival_time=2021-04-15 01:48:23.506265, cost_time=0:00:13.556920 2021-04-15 01:48:01,019 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.0108, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:22.435560, arrival_time=2021-04-15 01:48:23.455361, cost_time=0:00:15.472830 2021-04-15 01:48:02,932 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.0108, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.476444, arrival_time=2021-04-15 01:48:23.409004, cost_time=0:00:17.385665 2021-04-15 01:48:04,843 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.0109, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.525024, arrival_time=2021-04-15 01:48:23.368819, cost_time=0:00:19.296916 2021-04-15 01:48:06,757 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0109, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.582950, arrival_time=2021-04-15 01:48:23.340590, cost_time=0:00:21.210756 2021-04-15 01:48:08,662 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.33ms, fps=1344 images/s, loss=0.0111, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.639804, arrival_time=2021-04-15 01:48:23.302104, cost_time=0:00:23.115424 2021-04-15 01:48:10,583 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.48ms, fps=1333 images/s, loss=0.0110, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.710808, arrival_time=2021-04-15 01:48:23.294184, cost_time=0:00:25.036491 2021-04-15 01:48:12,494 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.0112, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:10.778992, arrival_time=2021-04-15 01:48:23.273334, cost_time=0:00:26.947459 2021-04-15 01:48:14,398 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.0116, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.847732, arrival_time=2021-04-15 01:48:23.245966, cost_time=0:00:28.851348 2021-04-15 01:48:16,310 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.0116, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.921720, arrival_time=2021-04-15 01:48:23.231953, cost_time=0:00:30.763267 2021-04-15 01:48:18,221 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.35ms, fps=1340 images/s, loss=0.0117, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.997252, arrival_time=2021-04-15 01:48:23.218387, cost_time=0:00:32.674262 2021-04-15 01:48:20,137 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.0119, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.074688, arrival_time=2021-04-15 01:48:23.211785, cost_time=0:00:34.590203 2021-04-15 01:48:22,050 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.0120, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.152738, arrival_time=2021-04-15 01:48:23.203001, cost_time=0:00:36.503391 2021-04-15 01:48:23,075 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.25ms, fps=1327 images/s, loss=0.0120, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:23.075630, cost_time=0:00:37.528754 2021-04-15 01:48:23,784 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=2.02ms, fps=3620 images/s, loss=0.2341, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:02.121300, arrival_time=2021-04-15 01:48:25.905892, cost_time=0:00:00.707095 2021-04-15 01:48:24,377 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.34ms, fps=4320 images/s, loss=0.2340, top1-acc=93.44%, top5-acc=99.82%, remaining_time=0:00:01.300000, arrival_time=2021-04-15 01:48:25.677488, cost_time=0:00:01.300007 2021-04-15 01:48:24,968 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.32ms, fps=4337 images/s, loss=0.2507, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:00.630230, arrival_time=2021-04-15 01:48:25.598399, cost_time=0:00:01.890681 2021-04-15 01:48:25,509 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=4287 images/s, loss=0.2569, top1-acc=93.25%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:25.509725, cost_time=0:00:02.432265 2021-04-15 01:48:25,639 INFO : Epoch=0178 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:14:43.896354, arrival_time=2021-04-15 02:03:09.535613, cost_time=1:59:11.525053 2021-04-15 01:48:25,640 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 01:48:27,720 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.41ms, fps=1231 images/s, loss=0.0120, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:38.682978, arrival_time=2021-04-15 01:49:06.403430, cost_time=0:00:02.079734 2021-04-15 01:48:29,635 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.63ms, fps=1337 images/s, loss=0.0115, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:35.156000, arrival_time=2021-04-15 01:49:04.791730, cost_time=0:00:03.994997 2021-04-15 01:48:31,547 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.90ms, fps=1340 images/s, loss=0.0115, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:32.682412, arrival_time=2021-04-15 01:49:04.229595, cost_time=0:00:05.906475 2021-04-15 01:48:33,456 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.51ms, fps=1341 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:30.480216, arrival_time=2021-04-15 01:49:03.936308, cost_time=0:00:07.815453 2021-04-15 01:48:35,362 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.41ms, fps=1343 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:28.388824, arrival_time=2021-04-15 01:49:03.751632, cost_time=0:00:09.722191 2021-04-15 01:48:37,265 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.42ms, fps=1346 images/s, loss=0.0109, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:26.350272, arrival_time=2021-04-15 01:49:03.616006, cost_time=0:00:11.625104 2021-04-15 01:48:39,177 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.0114, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:24.366510, arrival_time=2021-04-15 01:49:03.544288, cost_time=0:00:13.536967 2021-04-15 01:48:41,095 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.63ms, fps=1335 images/s, loss=0.0124, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:22.409576, arrival_time=2021-04-15 01:49:03.505068, cost_time=0:00:15.454871 2021-04-15 01:48:43,010 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.57ms, fps=1337 images/s, loss=0.0119, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:20.457470, arrival_time=2021-04-15 01:49:03.467673, cost_time=0:00:17.369580 2021-04-15 01:48:44,922 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0119, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:18.510624, arrival_time=2021-04-15 01:49:03.433190, cost_time=0:00:19.281948 2021-04-15 01:48:46,826 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.54ms, fps=1345 images/s, loss=0.0118, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:16.563600, arrival_time=2021-04-15 01:49:03.390209, cost_time=0:00:21.185999 2021-04-15 01:48:48,739 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.52ms, fps=1339 images/s, loss=0.0118, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.628936, arrival_time=2021-04-15 01:49:03.367921, cost_time=0:00:23.098359 2021-04-15 01:48:50,651 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.93ms, fps=1339 images/s, loss=0.0118, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.697872, arrival_time=2021-04-15 01:49:03.349496, cost_time=0:00:25.010919 2021-04-15 01:48:52,559 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.0117, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:10.767400, arrival_time=2021-04-15 01:49:03.326536, cost_time=0:00:26.918515 2021-04-15 01:48:54,470 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=2.83ms, fps=1340 images/s, loss=0.0116, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.841108, arrival_time=2021-04-15 01:49:03.311487, cost_time=0:00:28.829749 2021-04-15 01:48:56,386 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.84ms, fps=1336 images/s, loss=0.0116, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.917796, arrival_time=2021-04-15 01:49:03.304118, cost_time=0:00:30.745699 2021-04-15 01:48:58,299 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.37ms, fps=1339 images/s, loss=0.0114, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.994834, arrival_time=2021-04-15 01:49:03.294051, cost_time=0:00:32.658594 2021-04-15 01:49:00,204 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.52ms, fps=1344 images/s, loss=0.0115, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.072336, arrival_time=2021-04-15 01:49:03.276683, cost_time=0:00:34.563729 2021-04-15 01:49:02,113 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.0115, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.151778, arrival_time=2021-04-15 01:49:03.265369, cost_time=0:00:36.472962 2021-04-15 01:49:03,142 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.21ms, fps=1322 images/s, loss=0.0118, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:03.142634, cost_time=0:00:37.502025 2021-04-15 01:49:03,887 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.29ms, fps=3445 images/s, loss=0.2537, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:02.228970, arrival_time=2021-04-15 01:49:06.116342, cost_time=0:00:00.742989 2021-04-15 01:49:04,479 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.31ms, fps=4327 images/s, loss=0.2637, top1-acc=93.07%, top5-acc=99.79%, remaining_time=0:00:01.335000, arrival_time=2021-04-15 01:49:05.814371, cost_time=0:00:01.334991 2021-04-15 01:49:05,076 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.45ms, fps=4293 images/s, loss=0.2637, top1-acc=93.07%, top5-acc=99.83%, remaining_time=0:00:00.643900, arrival_time=2021-04-15 01:49:05.719978, cost_time=0:00:01.931686 2021-04-15 01:49:05,617 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.07ms, fps=4287 images/s, loss=0.2812, top1-acc=93.14%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:05.617630, cost_time=0:00:02.473271 2021-04-15 01:49:05,750 INFO : Epoch=0179 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:14:03.711519, arrival_time=2021-04-15 02:03:09.462074, cost_time=1:59:51.636308 2021-04-15 01:49:05,752 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 01:49:07,852 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.56ms, fps=1219 images/s, loss=0.0113, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:39.048282, arrival_time=2021-04-15 01:49:46.900604, cost_time=0:00:02.099373 2021-04-15 01:49:09,766 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.0138, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:35.322496, arrival_time=2021-04-15 01:49:45.089375, cost_time=0:00:04.013928 2021-04-15 01:49:11,672 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0135, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:32.753460, arrival_time=2021-04-15 01:49:44.425617, cost_time=0:00:05.919307 2021-04-15 01:49:13,589 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.54ms, fps=1335 images/s, loss=0.0140, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:30.563364, arrival_time=2021-04-15 01:49:44.153094, cost_time=0:00:07.836775 2021-04-15 01:49:15,499 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=0.0137, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:28.461532, arrival_time=2021-04-15 01:49:43.961454, cost_time=0:00:09.747081 2021-04-15 01:49:17,411 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.0132, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:26.425344, arrival_time=2021-04-15 01:49:43.836469, cost_time=0:00:11.658258 2021-04-15 01:49:19,324 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.54ms, fps=1338 images/s, loss=0.0133, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:24.429258, arrival_time=2021-04-15 01:49:43.754009, cost_time=0:00:13.571807 2021-04-15 01:49:21,236 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:22.450756, arrival_time=2021-04-15 01:49:43.686879, cost_time=0:00:15.483250 2021-04-15 01:49:23,149 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.55ms, fps=1338 images/s, loss=0.0135, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:20.489694, arrival_time=2021-04-15 01:49:43.639480, cost_time=0:00:17.396925 2021-04-15 01:49:25,055 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:18.530592, arrival_time=2021-04-15 01:49:43.586165, cost_time=0:00:19.302724 2021-04-15 01:49:26,967 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.0133, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.586218, arrival_time=2021-04-15 01:49:43.553999, cost_time=0:00:21.214924 2021-04-15 01:49:28,885 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.50ms, fps=1335 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:14.650596, arrival_time=2021-04-15 01:49:43.535980, cost_time=0:00:23.132529 2021-04-15 01:49:30,793 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0131, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:12.713052, arrival_time=2021-04-15 01:49:43.506920, cost_time=0:00:25.040923 2021-04-15 01:49:32,713 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.68ms, fps=1334 images/s, loss=0.0129, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.784368, arrival_time=2021-04-15 01:49:43.498179, cost_time=0:00:26.960953 2021-04-15 01:49:34,625 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.0125, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.854264, arrival_time=2021-04-15 01:49:43.479652, cost_time=0:00:28.872526 2021-04-15 01:49:36,534 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.0126, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:06.925932, arrival_time=2021-04-15 01:49:43.460656, cost_time=0:00:30.781879 2021-04-15 01:49:38,449 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.0125, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:05.000632, arrival_time=2021-04-15 01:49:43.449907, cost_time=0:00:32.696419 2021-04-15 01:49:40,352 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.0124, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:03.075520, arrival_time=2021-04-15 01:49:43.428043, cost_time=0:00:34.599659 2021-04-15 01:49:42,259 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.45ms, fps=1343 images/s, loss=0.0122, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.152846, arrival_time=2021-04-15 01:49:43.412592, cost_time=0:00:36.506881 2021-04-15 01:49:43,289 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.21ms, fps=1321 images/s, loss=0.0121, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:43.289397, cost_time=0:00:37.536561 2021-04-15 01:49:43,997 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=3.64ms, fps=3622 images/s, loss=0.2461, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:02.120160, arrival_time=2021-04-15 01:49:46.118022, cost_time=0:00:00.706718 2021-04-15 01:49:44,587 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.48ms, fps=4347 images/s, loss=0.2375, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:01.296080, arrival_time=2021-04-15 01:49:45.883292, cost_time=0:00:01.296079 2021-04-15 01:49:45,178 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.25ms, fps=4330 images/s, loss=0.2552, top1-acc=93.29%, top5-acc=99.82%, remaining_time=0:00:00.629220, arrival_time=2021-04-15 01:49:45.808037, cost_time=0:00:01.887654 2021-04-15 01:49:45,722 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=4270 images/s, loss=0.2507, top1-acc=93.34%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:45.722564, cost_time=0:00:02.431463 2021-04-15 01:49:45,823 INFO : Epoch=0180 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:13:23.523240, arrival_time=2021-04-15 02:03:09.346620, cost_time=2:00:31.709176 2021-04-15 01:49:45,824 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 01:49:47,899 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.42ms, fps=1234 images/s, loss=0.0094, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:38.580306, arrival_time=2021-04-15 01:50:26.479414, cost_time=0:00:02.074211 2021-04-15 01:49:49,805 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0107, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:35.029104, arrival_time=2021-04-15 01:50:24.834580, cost_time=0:00:03.980580 2021-04-15 01:49:51,724 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.00ms, fps=1334 images/s, loss=0.0109, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.645892, arrival_time=2021-04-15 01:50:24.370651, cost_time=0:00:05.899848 2021-04-15 01:49:53,636 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.44ms, fps=1339 images/s, loss=0.0111, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:30.465396, arrival_time=2021-04-15 01:50:24.101847, cost_time=0:00:07.811631 2021-04-15 01:49:55,548 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.95ms, fps=1339 images/s, loss=0.0112, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:28.392036, arrival_time=2021-04-15 01:50:23.940164, cost_time=0:00:09.723324 2021-04-15 01:49:57,462 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0112, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:26.378968, arrival_time=2021-04-15 01:50:23.841571, cost_time=0:00:11.637779 2021-04-15 01:49:59,370 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.0108, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:24.382134, arrival_time=2021-04-15 01:50:23.752769, cost_time=0:00:13.545664 2021-04-15 01:50:01,284 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.36ms, fps=1338 images/s, loss=0.0106, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:22.416304, arrival_time=2021-04-15 01:50:23.700675, cost_time=0:00:15.459558 2021-04-15 01:50:03,202 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.48ms, fps=1335 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.466692, arrival_time=2021-04-15 01:50:23.668916, cost_time=0:00:17.377423 2021-04-15 01:50:05,107 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.46ms, fps=1344 images/s, loss=0.0104, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.511392, arrival_time=2021-04-15 01:50:23.618866, cost_time=0:00:19.282671 2021-04-15 01:50:07,024 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.54ms, fps=1336 images/s, loss=0.0105, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.574350, arrival_time=2021-04-15 01:50:23.598964, cost_time=0:00:21.199774 2021-04-15 01:50:08,933 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.0104, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.635700, arrival_time=2021-04-15 01:50:23.569531, cost_time=0:00:23.108969 2021-04-15 01:50:10,857 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.709026, arrival_time=2021-04-15 01:50:23.566903, cost_time=0:00:25.032990 2021-04-15 01:50:12,765 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.776192, arrival_time=2021-04-15 01:50:23.541534, cost_time=0:00:26.940535 2021-04-15 01:50:14,671 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.74ms, fps=1343 images/s, loss=0.0105, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.846352, arrival_time=2021-04-15 01:50:23.518030, cost_time=0:00:28.846866 2021-04-15 01:50:16,585 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.65ms, fps=1338 images/s, loss=0.0105, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.921180, arrival_time=2021-04-15 01:50:23.506768, cost_time=0:00:30.760784 2021-04-15 01:50:18,495 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.53ms, fps=1341 images/s, loss=0.0105, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.996602, arrival_time=2021-04-15 01:50:23.491560, cost_time=0:00:32.670149 2021-04-15 01:50:20,403 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.073616, arrival_time=2021-04-15 01:50:23.476642, cost_time=0:00:34.578218 2021-04-15 01:50:22,319 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.37ms, fps=1336 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.152462, arrival_time=2021-04-15 01:50:23.471878, cost_time=0:00:36.494607 2021-04-15 01:50:23,346 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.36ms, fps=1325 images/s, loss=0.0106, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:23.346264, cost_time=0:00:37.521457 2021-04-15 01:50:24,070 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.32ms, fps=3543 images/s, loss=0.2432, top1-acc=93.44%, top5-acc=99.84%, remaining_time=0:00:02.167890, arrival_time=2021-04-15 01:50:26.238696, cost_time=0:00:00.722634 2021-04-15 01:50:24,662 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.57ms, fps=4333 images/s, loss=0.2562, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:01.313900, arrival_time=2021-04-15 01:50:25.975913, cost_time=0:00:01.313902 2021-04-15 01:50:25,256 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.19ms, fps=4307 images/s, loss=0.2581, top1-acc=93.48%, top5-acc=99.77%, remaining_time=0:00:00.636220, arrival_time=2021-04-15 01:50:25.892992, cost_time=0:00:01.908664 2021-04-15 01:50:25,798 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.06ms, fps=4283 images/s, loss=0.2671, top1-acc=93.42%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:25.798820, cost_time=0:00:02.450737 2021-04-15 01:50:25,934 INFO : Epoch=0181 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:12:43.340219, arrival_time=2021-04-15 02:03:09.274423, cost_time=2:01:11.819955 2021-04-15 01:50:25,936 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 01:50:28,081 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.40ms, fps=1194 images/s, loss=0.0108, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:39.893280, arrival_time=2021-04-15 01:51:07.974589, cost_time=0:00:02.144795 2021-04-15 01:50:29,985 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.37ms, fps=1345 images/s, loss=0.0113, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:35.630672, arrival_time=2021-04-15 01:51:05.616133, cost_time=0:00:04.048946 2021-04-15 01:50:31,897 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.40ms, fps=1339 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:32.982540, arrival_time=2021-04-15 01:51:04.879809, cost_time=0:00:05.960701 2021-04-15 01:50:33,807 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.695964, arrival_time=2021-04-15 01:51:04.503257, cost_time=0:00:07.870775 2021-04-15 01:50:35,720 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:28.569134, arrival_time=2021-04-15 01:51:04.289649, cost_time=0:00:09.783970 2021-04-15 01:50:37,642 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.80ms, fps=1333 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:26.532648, arrival_time=2021-04-15 01:51:04.174714, cost_time=0:00:11.705553 2021-04-15 01:50:39,554 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0099, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:24.512670, arrival_time=2021-04-15 01:51:04.067426, cost_time=0:00:13.618164 2021-04-15 01:50:41,475 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=2.93ms, fps=1333 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:22.531028, arrival_time=2021-04-15 01:51:04.006220, cost_time=0:00:15.538667 2021-04-15 01:50:43,380 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:20.545132, arrival_time=2021-04-15 01:51:03.925713, cost_time=0:00:17.444009 2021-04-15 01:50:45,291 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.580320, arrival_time=2021-04-15 01:51:03.871296, cost_time=0:00:19.354453 2021-04-15 01:50:47,201 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.625004, arrival_time=2021-04-15 01:51:03.826051, cost_time=0:00:21.264534 2021-04-15 01:50:49,107 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.674612, arrival_time=2021-04-15 01:51:03.781586, cost_time=0:00:23.170463 2021-04-15 01:50:51,018 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.65ms, fps=1339 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.734106, arrival_time=2021-04-15 01:51:03.752918, cost_time=0:00:25.082291 2021-04-15 01:50:52,925 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.51ms, fps=1343 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.795736, arrival_time=2021-04-15 01:51:03.721643, cost_time=0:00:26.989403 2021-04-15 01:50:54,833 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.861716, arrival_time=2021-04-15 01:51:03.695166, cost_time=0:00:28.896932 2021-04-15 01:50:56,747 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.932448, arrival_time=2021-04-15 01:51:03.679781, cost_time=0:00:30.810818 2021-04-15 01:50:58,655 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.57ms, fps=1342 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.004012, arrival_time=2021-04-15 01:51:03.659066, cost_time=0:00:32.718541 2021-04-15 01:51:00,573 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.82ms, fps=1335 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.078832, arrival_time=2021-04-15 01:51:03.652278, cost_time=0:00:34.636928 2021-04-15 01:51:02,480 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.154028, arrival_time=2021-04-15 01:51:03.634846, cost_time=0:00:36.544274 2021-04-15 01:51:03,511 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.36ms, fps=1320 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:03.511349, cost_time=0:00:37.574820 2021-04-15 01:51:04,235 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.20ms, fps=3549 images/s, loss=0.2540, top1-acc=93.12%, top5-acc=99.96%, remaining_time=0:00:02.164080, arrival_time=2021-04-15 01:51:06.399340, cost_time=0:00:00.721360 2021-04-15 01:51:04,828 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.38ms, fps=4321 images/s, loss=0.2497, top1-acc=93.32%, top5-acc=99.94%, remaining_time=0:00:01.314140, arrival_time=2021-04-15 01:51:06.142173, cost_time=0:00:01.314144 2021-04-15 01:51:05,419 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.57ms, fps=4329 images/s, loss=0.2516, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:00.635280, arrival_time=2021-04-15 01:51:06.055030, cost_time=0:00:01.905855 2021-04-15 01:51:05,961 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=4288 images/s, loss=0.2563, top1-acc=93.26%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:05.961177, cost_time=0:00:02.447311 2021-04-15 01:51:06,066 INFO : Epoch=0182 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:12:03.160152, arrival_time=2021-04-15 02:03:09.227047, cost_time=2:01:51.952685 2021-04-15 01:51:06,068 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 01:51:08,200 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.48ms, fps=1200 images/s, loss=0.0105, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:39.663942, arrival_time=2021-04-15 01:51:47.864734, cost_time=0:00:02.132467 2021-04-15 01:51:10,105 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:35.528064, arrival_time=2021-04-15 01:51:45.633664, cost_time=0:00:04.037271 2021-04-15 01:51:12,019 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.928092, arrival_time=2021-04-15 01:51:44.947282, cost_time=0:00:05.950860 2021-04-15 01:51:13,931 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.31ms, fps=1339 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:30.665544, arrival_time=2021-04-15 01:51:44.596824, cost_time=0:00:07.862941 2021-04-15 01:51:15,842 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:28.541248, arrival_time=2021-04-15 01:51:44.383956, cost_time=0:00:09.774379 2021-04-15 01:51:17,752 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:26.484232, arrival_time=2021-04-15 01:51:44.236798, cost_time=0:00:11.684228 2021-04-15 01:51:19,665 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.55ms, fps=1339 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.474114, arrival_time=2021-04-15 01:51:44.139238, cost_time=0:00:13.596720 2021-04-15 01:51:21,583 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.35ms, fps=1335 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.497156, arrival_time=2021-04-15 01:51:44.080787, cost_time=0:00:15.515268 2021-04-15 01:51:23,493 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.522872, arrival_time=2021-04-15 01:51:44.016281, cost_time=0:00:17.425090 2021-04-15 01:51:25,403 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.561600, arrival_time=2021-04-15 01:51:43.964893, cost_time=0:00:19.334961 2021-04-15 01:51:27,312 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.609180, arrival_time=2021-04-15 01:51:43.921771, cost_time=0:00:21.244251 2021-04-15 01:51:29,216 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.39ms, fps=1345 images/s, loss=0.0082, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.660780, arrival_time=2021-04-15 01:51:43.877647, cost_time=0:00:23.148552 2021-04-15 01:51:31,133 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.725394, arrival_time=2021-04-15 01:51:43.858931, cost_time=0:00:25.065212 2021-04-15 01:51:33,042 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.789520, arrival_time=2021-04-15 01:51:43.831652, cost_time=0:00:26.973817 2021-04-15 01:51:34,950 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.857254, arrival_time=2021-04-15 01:51:43.807868, cost_time=0:00:28.882290 2021-04-15 01:51:36,861 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.928560, arrival_time=2021-04-15 01:51:43.790448, cost_time=0:00:30.793570 2021-04-15 01:51:38,767 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.63ms, fps=1344 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.001074, arrival_time=2021-04-15 01:51:43.768804, cost_time=0:00:32.699406 2021-04-15 01:51:40,675 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.076192, arrival_time=2021-04-15 01:51:43.751654, cost_time=0:00:34.607132 2021-04-15 01:51:42,588 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.16ms, fps=1338 images/s, loss=0.0082, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.153278, arrival_time=2021-04-15 01:51:43.741987, cost_time=0:00:36.520384 2021-04-15 01:51:43,616 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.23ms, fps=1324 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:43.616421, cost_time=0:00:37.548099 2021-04-15 01:51:44,351 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.30ms, fps=3493 images/s, loss=0.2602, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:02.198970, arrival_time=2021-04-15 01:51:46.550171, cost_time=0:00:00.732987 2021-04-15 01:51:44,943 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.47ms, fps=4326 images/s, loss=0.2636, top1-acc=93.38%, top5-acc=99.77%, remaining_time=0:00:01.325080, arrival_time=2021-04-15 01:51:46.268379, cost_time=0:00:01.325083 2021-04-15 01:51:45,537 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.42ms, fps=4309 images/s, loss=0.2700, top1-acc=93.11%, top5-acc=99.82%, remaining_time=0:00:00.639850, arrival_time=2021-04-15 01:51:46.177614, cost_time=0:00:01.919552 2021-04-15 01:51:46,079 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=4285 images/s, loss=0.2565, top1-acc=93.31%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:46.079550, cost_time=0:00:02.461364 2021-04-15 01:51:46,208 INFO : Epoch=0183 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:11:22.981409, arrival_time=2021-04-15 02:03:09.189671, cost_time=2:02:32.094059 2021-04-15 01:51:46,209 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 01:51:48,287 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.86ms, fps=1232 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:38.649312, arrival_time=2021-04-15 01:52:26.936810, cost_time=0:00:02.077917 2021-04-15 01:51:50,199 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.60ms, fps=1339 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.108656, arrival_time=2021-04-15 01:52:25.307962, cost_time=0:00:03.989624 2021-04-15 01:51:52,128 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.42ms, fps=1327 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:32.750638, arrival_time=2021-04-15 01:52:24.879131, cost_time=0:00:05.918802 2021-04-15 01:51:54,033 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.51ms, fps=1344 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.512820, arrival_time=2021-04-15 01:52:24.546417, cost_time=0:00:07.823811 2021-04-15 01:51:55,948 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.42ms, fps=1338 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:28.436858, arrival_time=2021-04-15 01:52:24.385148, cost_time=0:00:09.738645 2021-04-15 01:51:57,859 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:26.406304, arrival_time=2021-04-15 01:52:24.265699, cost_time=0:00:11.649817 2021-04-15 01:51:59,766 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.51ms, fps=1343 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:24.402042, arrival_time=2021-04-15 01:52:24.168344, cost_time=0:00:13.556711 2021-04-15 01:52:01,681 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.50ms, fps=1337 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.434284, arrival_time=2021-04-15 01:52:24.115890, cost_time=0:00:15.471932 2021-04-15 01:52:03,598 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.0076, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.480684, arrival_time=2021-04-15 01:52:24.079551, cost_time=0:00:17.389280 2021-04-15 01:52:05,516 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.39ms, fps=1336 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.534144, arrival_time=2021-04-15 01:52:24.050131, cost_time=0:00:19.306406 2021-04-15 01:52:07,423 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.585358, arrival_time=2021-04-15 01:52:24.008738, cost_time=0:00:21.213779 2021-04-15 01:52:09,338 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.648012, arrival_time=2021-04-15 01:52:23.986051, cost_time=0:00:23.128459 2021-04-15 01:52:11,253 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.61ms, fps=1336 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.714834, arrival_time=2021-04-15 01:52:23.968771, cost_time=0:00:25.044347 2021-04-15 01:52:13,159 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.780056, arrival_time=2021-04-15 01:52:23.939850, cost_time=0:00:26.950121 2021-04-15 01:52:15,071 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.850906, arrival_time=2021-04-15 01:52:23.922127, cost_time=0:00:28.861637 2021-04-15 01:52:16,982 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.42ms, fps=1340 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.923844, arrival_time=2021-04-15 01:52:23.906095, cost_time=0:00:30.772656 2021-04-15 01:52:18,895 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.54ms, fps=1339 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.998968, arrival_time=2021-04-15 01:52:23.894130, cost_time=0:00:32.685593 2021-04-15 01:52:20,810 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.39ms, fps=1337 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.075616, arrival_time=2021-04-15 01:52:23.885868, cost_time=0:00:34.600668 2021-04-15 01:52:22,714 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.19ms, fps=1344 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.152798, arrival_time=2021-04-15 01:52:23.867738, cost_time=0:00:36.505361 2021-04-15 01:52:23,746 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.25ms, fps=1319 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:23.746025, cost_time=0:00:37.536441 2021-04-15 01:52:24,479 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.46ms, fps=3501 images/s, loss=0.2339, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:02.193690, arrival_time=2021-04-15 01:52:26.672813, cost_time=0:00:00.731230 2021-04-15 01:52:25,069 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.41ms, fps=4339 images/s, loss=0.2519, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:01.321600, arrival_time=2021-04-15 01:52:26.391093, cost_time=0:00:01.321606 2021-04-15 01:52:25,661 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.51ms, fps=4324 images/s, loss=0.2507, top1-acc=93.45%, top5-acc=99.80%, remaining_time=0:00:00.637980, arrival_time=2021-04-15 01:52:26.299802, cost_time=0:00:01.913946 2021-04-15 01:52:26,205 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=4269 images/s, loss=0.2511, top1-acc=93.40%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:26.205620, cost_time=0:00:02.457768 2021-04-15 01:52:26,306 INFO : Epoch=0184 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:10:42.799360, arrival_time=2021-04-15 02:03:09.106169, cost_time=2:03:12.192601 2021-04-15 01:52:26,308 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 01:52:28,405 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.38ms, fps=1221 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.002898, arrival_time=2021-04-15 01:53:07.407957, cost_time=0:00:02.096931 2021-04-15 01:52:30,312 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.234320, arrival_time=2021-04-15 01:53:05.546349, cost_time=0:00:04.003902 2021-04-15 01:52:32,218 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.46ms, fps=1343 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:32.702332, arrival_time=2021-04-15 01:53:04.920524, cost_time=0:00:05.910064 2021-04-15 01:52:34,134 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.87ms, fps=1336 images/s, loss=0.0071, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:30.522648, arrival_time=2021-04-15 01:53:04.657110, cost_time=0:00:07.826333 2021-04-15 01:52:36,039 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:28.415542, arrival_time=2021-04-15 01:53:04.455033, cost_time=0:00:09.731350 2021-04-15 01:52:37,957 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:26.405488, arrival_time=2021-04-15 01:53:04.363182, cost_time=0:00:11.649479 2021-04-15 01:52:39,871 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.68ms, fps=1338 images/s, loss=0.0077, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:24.414012, arrival_time=2021-04-15 01:53:04.285487, cost_time=0:00:13.563325 2021-04-15 01:52:41,787 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.53ms, fps=1336 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:22.445188, arrival_time=2021-04-15 01:53:04.232739, cost_time=0:00:15.479431 2021-04-15 01:52:43,706 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.48ms, fps=1334 images/s, loss=0.0078, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.491708, arrival_time=2021-04-15 01:53:04.198494, cost_time=0:00:17.398660 2021-04-15 01:52:45,611 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.75ms, fps=1345 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.530880, arrival_time=2021-04-15 01:53:04.141996, cost_time=0:00:19.302995 2021-04-15 01:52:47,531 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.45ms, fps=1334 images/s, loss=0.0080, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.592582, arrival_time=2021-04-15 01:53:04.123736, cost_time=0:00:21.223032 2021-04-15 01:52:49,440 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.49ms, fps=1341 images/s, loss=0.0081, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.650520, arrival_time=2021-04-15 01:53:04.091034, cost_time=0:00:23.132387 2021-04-15 01:52:51,348 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.52ms, fps=1342 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.713052, arrival_time=2021-04-15 01:53:04.061992, cost_time=0:00:25.040821 2021-04-15 01:52:53,264 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.36ms, fps=1336 images/s, loss=0.0080, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.782688, arrival_time=2021-04-15 01:53:04.047521, cost_time=0:00:26.956716 2021-04-15 01:52:55,170 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.49ms, fps=1344 images/s, loss=0.0079, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.851182, arrival_time=2021-04-15 01:53:04.021819, cost_time=0:00:28.862514 2021-04-15 01:52:57,080 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.0078, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.923772, arrival_time=2021-04-15 01:53:04.004292, cost_time=0:00:30.772379 2021-04-15 01:52:58,988 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.998162, arrival_time=2021-04-15 01:53:03.986625, cost_time=0:00:32.680342 2021-04-15 01:53:00,896 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.99ms, fps=1342 images/s, loss=0.0077, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.074560, arrival_time=2021-04-15 01:53:03.971457, cost_time=0:00:34.588773 2021-04-15 01:53:02,813 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.73ms, fps=1336 images/s, loss=0.0077, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.152798, arrival_time=2021-04-15 01:53:03.966165, cost_time=0:00:36.505241 2021-04-15 01:53:03,840 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.33ms, fps=1324 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:03.840714, cost_time=0:00:37.532600 2021-04-15 01:53:04,554 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=2.19ms, fps=3597 images/s, loss=0.2286, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:02.135250, arrival_time=2021-04-15 01:53:06.689464, cost_time=0:00:00.711749 2021-04-15 01:53:05,145 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.11ms, fps=4336 images/s, loss=0.2567, top1-acc=93.30%, top5-acc=99.84%, remaining_time=0:00:01.302520, arrival_time=2021-04-15 01:53:06.447500, cost_time=0:00:01.302525 2021-04-15 01:53:05,735 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.27ms, fps=4336 images/s, loss=0.2563, top1-acc=93.35%, top5-acc=99.84%, remaining_time=0:00:00.631100, arrival_time=2021-04-15 01:53:06.366861, cost_time=0:00:01.893306 2021-04-15 01:53:06,276 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=4294 images/s, loss=0.2538, top1-acc=93.48%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:06.276309, cost_time=0:00:02.433879 2021-04-15 01:53:06,382 INFO : Epoch=0185 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:10:02.616360, arrival_time=2021-04-15 02:03:08.999005, cost_time=2:03:52.268442 2021-04-15 01:53:06,383 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 01:53:08,476 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.44ms, fps=1224 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.906922, arrival_time=2021-04-15 01:53:47.382831, cost_time=0:00:02.091766 2021-04-15 01:53:10,396 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.30ms, fps=1333 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.310352, arrival_time=2021-04-15 01:53:45.706918, cost_time=0:00:04.012546 2021-04-15 01:53:12,317 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.94ms, fps=1333 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:32.829654, arrival_time=2021-04-15 01:53:45.146796, cost_time=0:00:05.933065 2021-04-15 01:53:14,232 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:30.608136, arrival_time=2021-04-15 01:53:44.840372, cost_time=0:00:07.848231 2021-04-15 01:53:16,140 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0076, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:28.487812, arrival_time=2021-04-15 01:53:44.627886, cost_time=0:00:09.756084 2021-04-15 01:53:18,050 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.0076, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:26.443840, arrival_time=2021-04-15 01:53:44.494435, cost_time=0:00:11.666424 2021-04-15 01:53:19,971 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.66ms, fps=1333 images/s, loss=0.0075, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.457356, arrival_time=2021-04-15 01:53:44.428741, cost_time=0:00:13.587387 2021-04-15 01:53:21,877 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.34ms, fps=1344 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:22.464908, arrival_time=2021-04-15 01:53:44.341945, cost_time=0:00:15.493048 2021-04-15 01:53:23,796 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.33ms, fps=1334 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.507926, arrival_time=2021-04-15 01:53:44.304337, cost_time=0:00:17.412416 2021-04-15 01:53:25,702 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.545568, arrival_time=2021-04-15 01:53:44.247879, cost_time=0:00:19.318321 2021-04-15 01:53:27,610 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.595162, arrival_time=2021-04-15 01:53:44.205553, cost_time=0:00:21.226405 2021-04-15 01:53:29,523 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.655156, arrival_time=2021-04-15 01:53:44.178912, cost_time=0:00:23.139761 2021-04-15 01:53:31,432 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.78ms, fps=1342 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.716616, arrival_time=2021-04-15 01:53:44.148572, cost_time=0:00:25.047894 2021-04-15 01:53:33,346 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.56ms, fps=1338 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.784872, arrival_time=2021-04-15 01:53:44.131015, cost_time=0:00:26.962123 2021-04-15 01:53:35,256 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.48ms, fps=1341 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.854218, arrival_time=2021-04-15 01:53:44.110594, cost_time=0:00:28.872380 2021-04-15 01:53:37,163 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.925284, arrival_time=2021-04-15 01:53:44.088351, cost_time=0:00:30.779028 2021-04-15 01:53:39,076 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.000060, arrival_time=2021-04-15 01:53:44.076713, cost_time=0:00:32.692670 2021-04-15 01:53:40,988 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.075952, arrival_time=2021-04-15 01:53:44.064323, cost_time=0:00:34.604393 2021-04-15 01:53:42,901 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.23ms, fps=1338 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.153182, arrival_time=2021-04-15 01:53:44.054664, cost_time=0:00:36.517495 2021-04-15 01:53:43,933 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.50ms, fps=1318 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:43.933588, cost_time=0:00:37.549598 2021-04-15 01:53:44,637 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.44ms, fps=3648 images/s, loss=0.2233, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:00:02.104980, arrival_time=2021-04-15 01:53:46.742168, cost_time=0:00:00.701658 2021-04-15 01:53:45,231 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.36ms, fps=4308 images/s, loss=0.2381, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:01.296220, arrival_time=2021-04-15 01:53:46.527978, cost_time=0:00:01.296229 2021-04-15 01:53:45,826 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.36ms, fps=4310 images/s, loss=0.2499, top1-acc=93.32%, top5-acc=99.87%, remaining_time=0:00:00.630210, arrival_time=2021-04-15 01:53:46.456363, cost_time=0:00:01.890632 2021-04-15 01:53:46,367 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.08ms, fps=4289 images/s, loss=0.2595, top1-acc=93.35%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:46.367437, cost_time=0:00:02.431943 2021-04-15 01:53:46,503 INFO : Epoch=0186 complete, best val top1-acc=93.51%, top5-acc=99.75% (epoch=177), remaining_time=0:09:22.437876, arrival_time=2021-04-15 02:03:08.941009, cost_time=2:04:32.388923 2021-04-15 01:53:46,504 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 01:53:48,593 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.40ms, fps=1226 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:38.841636, arrival_time=2021-04-15 01:54:27.434542, cost_time=0:00:02.088262 2021-04-15 01:53:50,508 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.235376, arrival_time=2021-04-15 01:54:25.743877, cost_time=0:00:04.004021 2021-04-15 01:53:52,425 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:32.764582, arrival_time=2021-04-15 01:54:25.190433, cost_time=0:00:05.921301 2021-04-15 01:53:54,336 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.69ms, fps=1340 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:30.544020, arrival_time=2021-04-15 01:54:24.880280, cost_time=0:00:07.831786 2021-04-15 01:53:56,252 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:28.463576, arrival_time=2021-04-15 01:54:24.715827, cost_time=0:00:09.747795 2021-04-15 01:53:58,163 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.427112, arrival_time=2021-04-15 01:54:24.590678, cost_time=0:00:11.659019 2021-04-15 01:54:00,077 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.32ms, fps=1338 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.431778, arrival_time=2021-04-15 01:54:24.509498, cost_time=0:00:13.573239 2021-04-15 01:54:01,982 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.46ms, fps=1344 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:22.442984, arrival_time=2021-04-15 01:54:24.425326, cost_time=0:00:15.477880 2021-04-15 01:54:03,899 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.487680, arrival_time=2021-04-15 01:54:24.387329, cost_time=0:00:17.395183 2021-04-15 01:54:05,817 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.39ms, fps=1335 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.540768, arrival_time=2021-04-15 01:54:24.358577, cost_time=0:00:19.313346 2021-04-15 01:54:07,722 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.588970, arrival_time=2021-04-15 01:54:24.311908, cost_time=0:00:21.218473 2021-04-15 01:54:09,639 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.52ms, fps=1336 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.652344, arrival_time=2021-04-15 01:54:24.292133, cost_time=0:00:23.135311 2021-04-15 01:54:11,555 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.718266, arrival_time=2021-04-15 01:54:24.273964, cost_time=0:00:25.051098 2021-04-15 01:54:13,463 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.59ms, fps=1342 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.783696, arrival_time=2021-04-15 01:54:24.247419, cost_time=0:00:26.959255 2021-04-15 01:54:15,378 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.854770, arrival_time=2021-04-15 01:54:24.233554, cost_time=0:00:28.874312 2021-04-15 01:54:17,286 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.60ms, fps=1342 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.926040, arrival_time=2021-04-15 01:54:24.212916, cost_time=0:00:30.782410 2021-04-15 01:54:19,202 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.35ms, fps=1337 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.000788, arrival_time=2021-04-15 01:54:24.202802, cost_time=0:00:32.697545 2021-04-15 01:54:21,107 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.075808, arrival_time=2021-04-15 01:54:24.183189, cost_time=0:00:34.602921 2021-04-15 01:54:23,013 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.25ms, fps=1344 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.152906, arrival_time=2021-04-15 01:54:24.166092, cost_time=0:00:36.508726 2021-04-15 01:54:24,045 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.30ms, fps=1318 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:24.045232, cost_time=0:00:37.540777 2021-04-15 01:54:24,777 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=3.21ms, fps=3505 images/s, loss=0.2665, top1-acc=93.40%, top5-acc=99.77%, remaining_time=0:00:02.191380, arrival_time=2021-04-15 01:54:26.968871, cost_time=0:00:00.730460 2021-04-15 01:54:25,366 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.33ms, fps=4352 images/s, loss=0.2483, top1-acc=93.67%, top5-acc=99.75%, remaining_time=0:00:01.319040, arrival_time=2021-04-15 01:54:26.685101, cost_time=0:00:01.319050 2021-04-15 01:54:25,965 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.40ms, fps=4276 images/s, loss=0.2495, top1-acc=93.67%, top5-acc=99.74%, remaining_time=0:00:00.639360, arrival_time=2021-04-15 01:54:26.604468, cost_time=0:00:01.918091 2021-04-15 01:54:26,506 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.07ms, fps=4291 images/s, loss=0.2487, top1-acc=93.56%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:26.506088, cost_time=0:00:02.459100 2021-04-15 01:54:26,761 INFO : Epoch=0187 complete, best val top1-acc=93.56%, top5-acc=99.74% (epoch=187), remaining_time=0:08:42.269592, arrival_time=2021-04-15 02:03:09.031119, cost_time=2:05:12.647263 2021-04-15 01:54:26,763 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 01:54:28,908 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.34ms, fps=1194 images/s, loss=0.0052, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.889374, arrival_time=2021-04-15 01:55:08.797784, cost_time=0:00:02.144589 2021-04-15 01:54:30,825 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.87ms, fps=1336 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.738912, arrival_time=2021-04-15 01:55:06.563966, cost_time=0:00:04.061237 2021-04-15 01:54:32,730 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.60ms, fps=1344 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:33.016736, arrival_time=2021-04-15 01:55:05.747428, cost_time=0:00:05.966866 2021-04-15 01:54:34,644 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.60ms, fps=1338 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:30.732780, arrival_time=2021-04-15 01:55:05.376803, cost_time=0:00:07.880202 2021-04-15 01:54:36,556 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.43ms, fps=1339 images/s, loss=0.0075, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:28.594684, arrival_time=2021-04-15 01:55:05.151215, cost_time=0:00:09.792691 2021-04-15 01:54:38,467 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.0075, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:26.526936, arrival_time=2021-04-15 01:55:04.993942, cost_time=0:00:11.703050 2021-04-15 01:54:40,382 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=2.02ms, fps=1337 images/s, loss=0.0074, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.514182, arrival_time=2021-04-15 01:55:04.897045, cost_time=0:00:13.619009 2021-04-15 01:54:42,289 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.50ms, fps=1343 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.511540, arrival_time=2021-04-15 01:55:04.800553, cost_time=0:00:15.525198 2021-04-15 01:54:44,205 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.542800, arrival_time=2021-04-15 01:55:04.748611, cost_time=0:00:17.441991 2021-04-15 01:54:46,114 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.576384, arrival_time=2021-04-15 01:55:04.690614, cost_time=0:00:19.350394 2021-04-15 01:54:48,027 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.624574, arrival_time=2021-04-15 01:55:04.652374, cost_time=0:00:21.263976 2021-04-15 01:54:49,935 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.675676, arrival_time=2021-04-15 01:55:04.611584, cost_time=0:00:23.172086 2021-04-15 01:54:51,848 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.81ms, fps=1339 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.735030, arrival_time=2021-04-15 01:55:04.583036, cost_time=0:00:25.084134 2021-04-15 01:54:53,767 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.801672, arrival_time=2021-04-15 01:55:04.569620, cost_time=0:00:27.004125 2021-04-15 01:54:55,671 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.34ms, fps=1345 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.865028, arrival_time=2021-04-15 01:55:04.536558, cost_time=0:00:28.907709 2021-04-15 01:54:57,576 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.932916, arrival_time=2021-04-15 01:55:04.509725, cost_time=0:00:30.812995 2021-04-15 01:54:59,493 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.005624, arrival_time=2021-04-15 01:55:04.498602, cost_time=0:00:32.729146 2021-04-15 01:55:01,396 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.078496, arrival_time=2021-04-15 01:55:04.475319, cost_time=0:00:34.633002 2021-04-15 01:55:03,308 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.154028, arrival_time=2021-04-15 01:55:04.462073, cost_time=0:00:36.544222 2021-04-15 01:55:04,338 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.24ms, fps=1321 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:04.338101, cost_time=0:00:37.574258 2021-04-15 01:55:05,072 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=2.35ms, fps=3493 images/s, loss=0.2541, top1-acc=93.40%, top5-acc=99.92%, remaining_time=0:00:02.198610, arrival_time=2021-04-15 01:55:07.271445, cost_time=0:00:00.732870 2021-04-15 01:55:05,663 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.24ms, fps=4338 images/s, loss=0.2635, top1-acc=93.30%, top5-acc=99.82%, remaining_time=0:00:01.323400, arrival_time=2021-04-15 01:55:06.986751, cost_time=0:00:01.323402 2021-04-15 01:55:06,255 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.55ms, fps=4325 images/s, loss=0.2581, top1-acc=93.44%, top5-acc=99.82%, remaining_time=0:00:00.638570, arrival_time=2021-04-15 01:55:06.894230, cost_time=0:00:01.915705 2021-04-15 01:55:06,805 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.13ms, fps=4224 images/s, loss=0.2559, top1-acc=93.46%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:06.805305, cost_time=0:00:02.465347 2021-04-15 01:55:06,937 INFO : Epoch=0188 complete, best val top1-acc=93.56%, top5-acc=99.74% (epoch=187), remaining_time=0:08:02.095080, arrival_time=2021-04-15 02:03:09.032183, cost_time=2:05:52.822894 2021-04-15 01:55:06,938 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 01:55:09,053 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.33ms, fps=1210 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:39.336024, arrival_time=2021-04-15 01:55:48.389284, cost_time=0:00:02.114841 2021-04-15 01:55:10,959 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.385328, arrival_time=2021-04-15 01:55:46.344800, cost_time=0:00:04.021051 2021-04-15 01:55:12,885 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.41ms, fps=1329 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.906678, arrival_time=2021-04-15 01:55:45.792085, cost_time=0:00:05.946981 2021-04-15 01:55:14,797 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.49ms, fps=1340 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:30.647760, arrival_time=2021-04-15 01:55:45.444790, cost_time=0:00:07.858417 2021-04-15 01:55:16,704 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.49ms, fps=1343 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:28.515552, arrival_time=2021-04-15 01:55:45.219606, cost_time=0:00:09.765584 2021-04-15 01:55:18,624 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.33ms, fps=1333 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:26.488720, arrival_time=2021-04-15 01:55:45.113427, cost_time=0:00:11.686171 2021-04-15 01:55:20,528 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.40ms, fps=1345 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:24.461640, arrival_time=2021-04-15 01:55:44.989875, cost_time=0:00:13.589804 2021-04-15 01:55:22,443 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.482076, arrival_time=2021-04-15 01:55:44.925409, cost_time=0:00:15.504916 2021-04-15 01:55:24,359 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.80ms, fps=1337 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.517360, arrival_time=2021-04-15 01:55:44.876380, cost_time=0:00:17.420427 2021-04-15 01:55:26,264 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.69ms, fps=1344 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.552864, arrival_time=2021-04-15 01:55:44.817175, cost_time=0:00:19.325890 2021-04-15 01:55:28,181 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.31ms, fps=1336 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.608148, arrival_time=2021-04-15 01:55:44.789590, cost_time=0:00:21.243028 2021-04-15 01:55:30,088 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.661616, arrival_time=2021-04-15 01:55:44.749909, cost_time=0:00:23.149876 2021-04-15 01:55:31,995 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.721434, arrival_time=2021-04-15 01:55:44.717223, cost_time=0:00:25.057364 2021-04-15 01:55:33,912 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.86ms, fps=1336 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.789576, arrival_time=2021-04-15 01:55:44.701941, cost_time=0:00:26.973935 2021-04-15 01:55:35,820 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.857208, arrival_time=2021-04-15 01:55:44.677803, cost_time=0:00:28.882155 2021-04-15 01:55:37,735 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.48ms, fps=1337 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.929244, arrival_time=2021-04-15 01:55:44.664348, cost_time=0:00:30.796593 2021-04-15 01:55:39,642 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.001724, arrival_time=2021-04-15 01:55:44.643797, cost_time=0:00:32.703658 2021-04-15 01:55:41,547 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.076320, arrival_time=2021-04-15 01:55:44.623336, cost_time=0:00:34.608597 2021-04-15 01:55:43,461 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.153362, arrival_time=2021-04-15 01:55:44.614955, cost_time=0:00:36.523175 2021-04-15 01:55:44,500 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.34ms, fps=1310 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:44.499957, cost_time=0:00:37.561539 2021-04-15 01:55:45,213 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.50ms, fps=3599 images/s, loss=0.2655, top1-acc=93.24%, top5-acc=99.80%, remaining_time=0:00:02.134110, arrival_time=2021-04-15 01:55:47.347383, cost_time=0:00:00.711372 2021-04-15 01:55:45,805 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.25ms, fps=4326 images/s, loss=0.2539, top1-acc=93.73%, top5-acc=99.80%, remaining_time=0:00:01.303460, arrival_time=2021-04-15 01:55:47.108810, cost_time=0:00:01.303458 2021-04-15 01:55:46,397 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.46ms, fps=4323 images/s, loss=0.2587, top1-acc=93.52%, top5-acc=99.82%, remaining_time=0:00:00.632000, arrival_time=2021-04-15 01:55:47.029862, cost_time=0:00:01.895987 2021-04-15 01:55:46,943 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=4254 images/s, loss=0.2523, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:46.943535, cost_time=0:00:02.441669 2021-04-15 01:55:47,081 INFO : Epoch=0189 complete, best val top1-acc=93.56%, top5-acc=99.74% (epoch=187), remaining_time=0:07:21.918741, arrival_time=2021-04-15 02:03:09.000326, cost_time=2:06:32.967383 2021-04-15 01:55:47,082 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 01:55:49,178 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.44ms, fps=1222 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:38.973696, arrival_time=2021-04-15 01:56:28.152083, cost_time=0:00:02.095365 2021-04-15 01:55:51,093 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.88ms, fps=1337 images/s, loss=0.0071, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.290992, arrival_time=2021-04-15 01:56:26.384454, cost_time=0:00:04.010333 2021-04-15 01:55:53,000 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.55ms, fps=1343 images/s, loss=0.0064, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:32.742504, arrival_time=2021-04-15 01:56:25.742997, cost_time=0:00:05.917314 2021-04-15 01:55:54,921 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.56ms, fps=1333 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.568044, arrival_time=2021-04-15 01:56:25.489009, cost_time=0:00:07.837949 2021-04-15 01:55:56,827 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.69ms, fps=1343 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:28.452042, arrival_time=2021-04-15 01:56:25.279019, cost_time=0:00:09.743869 2021-04-15 01:55:58,739 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.422352, arrival_time=2021-04-15 01:56:25.162290, cost_time=0:00:11.656915 2021-04-15 01:56:00,652 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:24.424974, arrival_time=2021-04-15 01:56:25.077461, cost_time=0:00:13.569455 2021-04-15 01:56:02,561 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=0.0068, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:22.443912, arrival_time=2021-04-15 01:56:25.005615, cost_time=0:00:15.478523 2021-04-15 01:56:04,477 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.59ms, fps=1337 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.486938, arrival_time=2021-04-15 01:56:24.964560, cost_time=0:00:17.394544 2021-04-15 01:56:06,391 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=2.16ms, fps=1338 images/s, loss=0.0067, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.535584, arrival_time=2021-04-15 01:56:24.926535, cost_time=0:00:19.307890 2021-04-15 01:56:08,306 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.37ms, fps=1337 images/s, loss=0.0069, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.593012, arrival_time=2021-04-15 01:56:24.899709, cost_time=0:00:21.223632 2021-04-15 01:56:10,220 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=0.0069, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.653560, arrival_time=2021-04-15 01:56:24.873831, cost_time=0:00:23.137254 2021-04-15 01:56:12,126 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0067, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.714240, arrival_time=2021-04-15 01:56:24.840554, cost_time=0:00:25.043211 2021-04-15 01:56:14,040 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.51ms, fps=1338 images/s, loss=0.0067, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.782968, arrival_time=2021-04-15 01:56:24.823390, cost_time=0:00:26.957404 2021-04-15 01:56:15,945 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.36ms, fps=1344 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.851274, arrival_time=2021-04-15 01:56:24.797094, cost_time=0:00:28.862792 2021-04-15 01:56:17,854 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.923664, arrival_time=2021-04-15 01:56:24.778588, cost_time=0:00:30.771907 2021-04-15 01:56:19,763 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.998162, arrival_time=2021-04-15 01:56:24.761420, cost_time=0:00:32.680243 2021-04-15 01:56:21,675 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.074864, arrival_time=2021-04-15 01:56:24.750187, cost_time=0:00:34.592305 2021-04-15 01:56:23,589 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.20ms, fps=1338 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.152834, arrival_time=2021-04-15 01:56:24.742245, cost_time=0:00:36.506387 2021-04-15 01:56:24,624 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.80ms, fps=1314 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:24.624934, cost_time=0:00:37.541917 2021-04-15 01:56:25,335 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.34ms, fps=3614 images/s, loss=0.2541, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:00:02.125050, arrival_time=2021-04-15 01:56:27.460221, cost_time=0:00:00.708354 2021-04-15 01:56:25,928 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.80ms, fps=4317 images/s, loss=0.2491, top1-acc=93.34%, top5-acc=99.77%, remaining_time=0:00:01.301700, arrival_time=2021-04-15 01:56:27.230202, cost_time=0:00:01.301692 2021-04-15 01:56:26,520 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.35ms, fps=4331 images/s, loss=0.2545, top1-acc=93.31%, top5-acc=99.79%, remaining_time=0:00:00.631060, arrival_time=2021-04-15 01:56:27.151020, cost_time=0:00:01.893167 2021-04-15 01:56:27,065 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.08ms, fps=4252 images/s, loss=0.2750, top1-acc=93.18%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:27.065920, cost_time=0:00:02.439140 2021-04-15 01:56:27,205 INFO : Epoch=0190 complete, best val top1-acc=93.56%, top5-acc=99.74% (epoch=187), remaining_time=0:06:41.741630, arrival_time=2021-04-15 02:03:08.946757, cost_time=2:07:13.090918 2021-04-15 01:56:27,206 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 01:56:29,285 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.84ms, fps=1231 images/s, loss=0.0044, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.671074, arrival_time=2021-04-15 01:57:07.956846, cost_time=0:00:02.079094 2021-04-15 01:56:31,197 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.50ms, fps=1340 images/s, loss=0.0041, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.119216, arrival_time=2021-04-15 01:57:06.316567, cost_time=0:00:03.990819 2021-04-15 01:56:33,104 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.0045, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.632114, arrival_time=2021-04-15 01:57:05.736102, cost_time=0:00:05.897365 2021-04-15 01:56:35,018 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0049, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.465552, arrival_time=2021-04-15 01:57:05.483828, cost_time=0:00:07.811698 2021-04-15 01:56:36,927 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0051, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.384736, arrival_time=2021-04-15 01:57:05.312139, cost_time=0:00:09.720795 2021-04-15 01:56:38,837 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.46ms, fps=1341 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.362512, arrival_time=2021-04-15 01:57:05.199575, cost_time=0:00:11.630545 2021-04-15 01:56:40,748 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.47ms, fps=1339 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.375834, arrival_time=2021-04-15 01:57:05.124509, cost_time=0:00:13.542151 2021-04-15 01:56:42,654 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.50ms, fps=1344 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.399368, arrival_time=2021-04-15 01:57:05.053740, cost_time=0:00:15.447845 2021-04-15 01:56:44,574 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.68ms, fps=1334 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.455562, arrival_time=2021-04-15 01:57:05.030033, cost_time=0:00:17.367895 2021-04-15 01:56:46,481 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.39ms, fps=1343 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.503520, arrival_time=2021-04-15 01:57:04.984601, cost_time=0:00:19.274489 2021-04-15 01:56:48,396 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.566954, arrival_time=2021-04-15 01:57:04.963759, cost_time=0:00:21.190283 2021-04-15 01:56:50,306 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.630228, arrival_time=2021-04-15 01:57:04.937095, cost_time=0:00:23.100340 2021-04-15 01:56:52,213 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.695694, arrival_time=2021-04-15 01:57:04.908925, cost_time=0:00:25.006708 2021-04-15 01:56:54,129 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.35ms, fps=1336 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.769192, arrival_time=2021-04-15 01:57:04.898672, cost_time=0:00:26.922960 2021-04-15 01:56:56,033 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.42ms, fps=1345 images/s, loss=0.0061, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.840372, arrival_time=2021-04-15 01:57:04.874149, cost_time=0:00:28.827250 2021-04-15 01:56:57,942 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0062, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.915600, arrival_time=2021-04-15 01:57:04.858058, cost_time=0:00:30.735933 2021-04-15 01:56:59,850 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.0062, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.992624, arrival_time=2021-04-15 01:57:04.843253, cost_time=0:00:32.644099 2021-04-15 01:57:01,761 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.071504, arrival_time=2021-04-15 01:57:04.832549, cost_time=0:00:34.554430 2021-04-15 01:57:03,688 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.25ms, fps=1329 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.152048, arrival_time=2021-04-15 01:57:04.840056, cost_time=0:00:36.481479 2021-04-15 01:57:04,719 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.42ms, fps=1319 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:04.719549, cost_time=0:00:37.513024 2021-04-15 01:57:05,430 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.37ms, fps=3608 images/s, loss=0.2490, top1-acc=93.59%, top5-acc=99.80%, remaining_time=0:00:02.128380, arrival_time=2021-04-15 01:57:07.559260, cost_time=0:00:00.709462 2021-04-15 01:57:06,023 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.42ms, fps=4326 images/s, loss=0.2386, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:01.301640, arrival_time=2021-04-15 01:57:07.324687, cost_time=0:00:01.301647 2021-04-15 01:57:06,618 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=2.47ms, fps=4303 images/s, loss=0.2531, top1-acc=93.53%, top5-acc=99.74%, remaining_time=0:00:00.632310, arrival_time=2021-04-15 01:57:07.250681, cost_time=0:00:01.896921 2021-04-15 01:57:07,166 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.09ms, fps=4235 images/s, loss=0.2490, top1-acc=93.71%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:07.166628, cost_time=0:00:02.445247 2021-04-15 01:57:07,343 INFO : Epoch=0191 complete, best val top1-acc=93.71%, top5-acc=99.79% (epoch=191), remaining_time=0:06:01.565766, arrival_time=2021-04-15 02:03:08.908947, cost_time=2:07:53.228960 2021-04-15 01:57:07,344 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 01:57:09,418 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.40ms, fps=1234 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.571564, arrival_time=2021-04-15 01:57:47.989984, cost_time=0:00:02.073745 2021-04-15 01:57:11,337 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.52ms, fps=1335 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.136992, arrival_time=2021-04-15 01:57:46.474427, cost_time=0:00:03.992841 2021-04-15 01:57:13,252 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=2.07ms, fps=1337 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:32.691708, arrival_time=2021-04-15 01:57:45.944435, cost_time=0:00:05.908142 2021-04-15 01:57:15,170 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.0054, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:30.521244, arrival_time=2021-04-15 01:57:45.691732, cost_time=0:00:07.825970 2021-04-15 01:57:17,081 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.48ms, fps=1340 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:28.433208, arrival_time=2021-04-15 01:57:45.515117, cost_time=0:00:09.737401 2021-04-15 01:57:19,001 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.42ms, fps=1334 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.422760, arrival_time=2021-04-15 01:57:45.424398, cost_time=0:00:11.657118 2021-04-15 01:57:20,906 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.411618, arrival_time=2021-04-15 01:57:45.318301, cost_time=0:00:13.562020 2021-04-15 01:57:22,824 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.48ms, fps=1336 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.445536, arrival_time=2021-04-15 01:57:45.269747, cost_time=0:00:15.479683 2021-04-15 01:57:24,738 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.485666, arrival_time=2021-04-15 01:57:45.223814, cost_time=0:00:17.393477 2021-04-15 01:57:26,659 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.70ms, fps=1333 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.542400, arrival_time=2021-04-15 01:57:45.201959, cost_time=0:00:19.314958 2021-04-15 01:57:28,575 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.23ms, fps=1336 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.598860, arrival_time=2021-04-15 01:57:45.174528, cost_time=0:00:21.231058 2021-04-15 01:57:30,483 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.654852, arrival_time=2021-04-15 01:57:45.138670, cost_time=0:00:23.139296 2021-04-15 01:57:32,391 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.47ms, fps=1343 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.715890, arrival_time=2021-04-15 01:57:45.106900, cost_time=0:00:25.046502 2021-04-15 01:57:34,298 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.781680, arrival_time=2021-04-15 01:57:45.080375, cost_time=0:00:26.954176 2021-04-15 01:57:36,208 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.851596, arrival_time=2021-04-15 01:57:45.060171, cost_time=0:00:28.863974 2021-04-15 01:57:38,122 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.37ms, fps=1338 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.925068, arrival_time=2021-04-15 01:57:45.047719, cost_time=0:00:30.778129 2021-04-15 01:57:40,032 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.42ms, fps=1341 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.999254, arrival_time=2021-04-15 01:57:45.031269, cost_time=0:00:32.687513 2021-04-15 01:57:41,937 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.50ms, fps=1344 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.074912, arrival_time=2021-04-15 01:57:45.012135, cost_time=0:00:34.592718 2021-04-15 01:57:43,852 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.23ms, fps=1337 images/s, loss=0.0055, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.152882, arrival_time=2021-04-15 01:57:45.005277, cost_time=0:00:36.507882 2021-04-15 01:57:44,897 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.67ms, fps=1302 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:44.897273, cost_time=0:00:37.552734 2021-04-15 01:57:45,675 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.91ms, fps=3302 images/s, loss=0.2440, top1-acc=93.63%, top5-acc=99.84%, remaining_time=0:00:02.325900, arrival_time=2021-04-15 01:57:48.001399, cost_time=0:00:00.775298 2021-04-15 01:57:46,264 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.48ms, fps=4346 images/s, loss=0.2401, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:01.364680, arrival_time=2021-04-15 01:57:47.629586, cost_time=0:00:01.364685 2021-04-15 01:57:46,856 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.50ms, fps=4332 images/s, loss=0.2428, top1-acc=93.80%, top5-acc=99.82%, remaining_time=0:00:00.652020, arrival_time=2021-04-15 01:57:47.508306, cost_time=0:00:01.956045 2021-04-15 01:57:47,401 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.08ms, fps=4264 images/s, loss=0.2522, top1-acc=93.72%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:47.400965, cost_time=0:00:02.500712 2021-04-15 01:57:47,658 INFO : Epoch=0192 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:05:21.397680, arrival_time=2021-04-15 02:03:09.056165, cost_time=2:08:33.544267 2021-04-15 01:57:47,659 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 01:57:49,796 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.35ms, fps=1198 images/s, loss=0.0049, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.734250, arrival_time=2021-04-15 01:58:29.530390, cost_time=0:00:02.136249 2021-04-15 01:57:51,708 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.0056, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.626624, arrival_time=2021-04-15 01:58:27.335117, cost_time=0:00:04.048477 2021-04-15 01:57:53,618 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.970256, arrival_time=2021-04-15 01:58:26.588717, cost_time=0:00:05.958472 2021-04-15 01:57:55,524 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.41ms, fps=1344 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:30.671316, arrival_time=2021-04-15 01:58:26.195637, cost_time=0:00:07.864428 2021-04-15 01:57:57,438 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.34ms, fps=1338 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:28.552198, arrival_time=2021-04-15 01:58:25.990351, cost_time=0:00:09.778165 2021-04-15 01:57:59,358 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.56ms, fps=1333 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.517144, arrival_time=2021-04-15 01:58:25.875793, cost_time=0:00:11.698757 2021-04-15 01:58:01,273 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.53ms, fps=1337 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.504858, arrival_time=2021-04-15 01:58:25.778569, cost_time=0:00:13.613808 2021-04-15 01:58:03,184 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.510960, arrival_time=2021-04-15 01:58:25.695773, cost_time=0:00:15.524768 2021-04-15 01:58:05,097 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.59ms, fps=1339 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.537924, arrival_time=2021-04-15 01:58:25.635706, cost_time=0:00:17.437874 2021-04-15 01:58:07,009 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.575040, arrival_time=2021-04-15 01:58:25.584039, cost_time=0:00:19.348989 2021-04-15 01:58:08,915 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.42ms, fps=1343 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.617694, arrival_time=2021-04-15 01:58:25.532778, cost_time=0:00:21.255194 2021-04-15 01:58:10,834 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.677500, arrival_time=2021-04-15 01:58:25.512393, cost_time=0:00:23.174994 2021-04-15 01:58:12,747 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.736548, arrival_time=2021-04-15 01:58:25.483657, cost_time=0:00:25.087128 2021-04-15 01:58:14,663 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.67ms, fps=1336 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.801560, arrival_time=2021-04-15 01:58:25.465387, cost_time=0:00:27.003911 2021-04-15 01:58:16,579 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.868570, arrival_time=2021-04-15 01:58:25.447701, cost_time=0:00:28.919239 2021-04-15 01:58:18,496 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.41ms, fps=1335 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.938208, arrival_time=2021-04-15 01:58:25.434617, cost_time=0:00:30.836510 2021-04-15 01:58:20,407 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.38ms, fps=1340 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.008484, arrival_time=2021-04-15 01:58:25.416112, cost_time=0:00:32.747734 2021-04-15 01:58:22,314 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.40ms, fps=1343 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.080384, arrival_time=2021-04-15 01:58:25.394682, cost_time=0:00:34.654319 2021-04-15 01:58:24,228 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.20ms, fps=1338 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.154808, arrival_time=2021-04-15 01:58:25.383545, cost_time=0:00:36.568842 2021-04-15 01:58:25,260 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.42ms, fps=1319 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:25.260066, cost_time=0:00:37.600162 2021-04-15 01:58:25,968 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.34ms, fps=3626 images/s, loss=0.2160, top1-acc=94.49%, top5-acc=99.92%, remaining_time=0:00:02.118180, arrival_time=2021-04-15 01:58:28.086188, cost_time=0:00:00.706061 2021-04-15 01:58:26,560 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.51ms, fps=4321 images/s, loss=0.2246, top1-acc=94.37%, top5-acc=99.84%, remaining_time=0:00:01.298820, arrival_time=2021-04-15 01:58:27.859621, cost_time=0:00:01.298814 2021-04-15 01:58:27,156 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=2.08ms, fps=4299 images/s, loss=0.2428, top1-acc=93.82%, top5-acc=99.82%, remaining_time=0:00:00.631600, arrival_time=2021-04-15 01:58:27.788345, cost_time=0:00:01.894799 2021-04-15 01:58:27,704 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.10ms, fps=4242 images/s, loss=0.2532, top1-acc=93.64%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:27.704031, cost_time=0:00:02.442069 2021-04-15 01:58:27,856 INFO : Epoch=0193 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:04:41.223803, arrival_time=2021-04-15 02:03:09.080029, cost_time=2:09:13.742015 2021-04-15 01:58:27,857 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 01:58:29,947 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.52ms, fps=1225 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.868978, arrival_time=2021-04-15 01:59:08.816237, cost_time=0:00:02.089726 2021-04-15 01:58:31,863 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.55ms, fps=1337 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.248928, arrival_time=2021-04-15 01:59:07.112037, cost_time=0:00:04.005558 2021-04-15 01:58:33,772 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.730884, arrival_time=2021-04-15 01:59:06.503684, cost_time=0:00:05.915222 2021-04-15 01:58:35,684 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.0054, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.526080, arrival_time=2021-04-15 01:59:06.210814, cost_time=0:00:07.827191 2021-04-15 01:58:37,606 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=1333 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.466204, arrival_time=2021-04-15 01:59:06.072449, cost_time=0:00:09.748710 2021-04-15 01:58:39,518 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.44ms, fps=1339 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.431192, arrival_time=2021-04-15 01:59:05.949635, cost_time=0:00:11.660838 2021-04-15 01:58:41,438 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.37ms, fps=1334 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.444756, arrival_time=2021-04-15 01:59:05.882722, cost_time=0:00:13.580429 2021-04-15 01:58:43,343 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.64ms, fps=1344 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.454004, arrival_time=2021-04-15 01:59:05.797035, cost_time=0:00:15.485497 2021-04-15 01:58:45,271 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=2.93ms, fps=1328 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.509622, arrival_time=2021-04-15 01:59:05.780996, cost_time=0:00:17.413831 2021-04-15 01:58:47,179 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.55ms, fps=1342 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.549024, arrival_time=2021-04-15 01:59:05.728456, cost_time=0:00:19.321895 2021-04-15 01:58:49,085 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.596108, arrival_time=2021-04-15 01:59:05.681273, cost_time=0:00:21.227629 2021-04-15 01:58:51,000 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.96ms, fps=1337 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.657360, arrival_time=2021-04-15 01:59:05.658165, cost_time=0:00:23.143175 2021-04-15 01:58:52,906 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.38ms, fps=1344 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.717144, arrival_time=2021-04-15 01:59:05.623551, cost_time=0:00:25.048860 2021-04-15 01:58:54,818 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.46ms, fps=1340 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.784144, arrival_time=2021-04-15 01:59:05.602108, cost_time=0:00:26.960308 2021-04-15 01:58:56,727 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.40ms, fps=1341 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.853390, arrival_time=2021-04-15 01:59:05.580715, cost_time=0:00:28.869794 2021-04-15 01:58:58,633 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.924492, arrival_time=2021-04-15 01:59:05.557621, cost_time=0:00:30.775591 2021-04-15 01:59:00,546 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.46ms, fps=1338 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.999540, arrival_time=2021-04-15 01:59:05.546400, cost_time=0:00:32.689229 2021-04-15 01:59:02,461 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=2.05ms, fps=1337 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.075904, arrival_time=2021-04-15 01:59:05.537549, cost_time=0:00:34.603984 2021-04-15 01:59:04,377 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.43ms, fps=1337 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.153266, arrival_time=2021-04-15 01:59:05.531039, cost_time=0:00:36.520108 2021-04-15 01:59:05,406 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.24ms, fps=1322 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:05.406920, cost_time=0:00:37.549402 2021-04-15 01:59:06,170 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.32ms, fps=3360 images/s, loss=0.2684, top1-acc=92.62%, top5-acc=99.80%, remaining_time=0:00:02.285790, arrival_time=2021-04-15 01:59:08.456479, cost_time=0:00:00.761929 2021-04-15 01:59:06,761 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.43ms, fps=4334 images/s, loss=0.2681, top1-acc=93.07%, top5-acc=99.77%, remaining_time=0:00:01.352960, arrival_time=2021-04-15 01:59:08.114688, cost_time=0:00:01.352969 2021-04-15 01:59:07,358 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.39ms, fps=4296 images/s, loss=0.2611, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:00.649770, arrival_time=2021-04-15 01:59:08.007908, cost_time=0:00:01.949302 2021-04-15 01:59:07,900 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.09ms, fps=4284 images/s, loss=0.2486, top1-acc=93.64%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:07.900164, cost_time=0:00:02.491443 2021-04-15 01:59:08,025 INFO : Epoch=0194 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:04:01.048788, arrival_time=2021-04-15 02:03:09.073799, cost_time=2:09:53.910798 2021-04-15 01:59:08,026 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 01:59:10,106 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.38ms, fps=1231 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.687256, arrival_time=2021-04-15 01:59:48.793772, cost_time=0:00:02.079961 2021-04-15 01:59:12,028 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.48ms, fps=1332 images/s, loss=0.0048, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.217248, arrival_time=2021-04-15 01:59:47.245778, cost_time=0:00:04.001961 2021-04-15 01:59:13,936 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.701502, arrival_time=2021-04-15 01:59:46.638033, cost_time=0:00:05.909901 2021-04-15 01:59:15,850 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.45ms, fps=1338 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:30.513132, arrival_time=2021-04-15 01:59:46.363481, cost_time=0:00:07.823867 2021-04-15 01:59:17,758 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:28.417002, arrival_time=2021-04-15 01:59:46.175327, cost_time=0:00:09.731855 2021-04-15 01:59:19,669 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:26.390528, arrival_time=2021-04-15 01:59:46.059897, cost_time=0:00:11.642892 2021-04-15 01:59:21,582 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.43ms, fps=1338 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.401286, arrival_time=2021-04-15 01:59:45.984147, cost_time=0:00:13.556294 2021-04-15 01:59:23,487 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.60ms, fps=1345 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.418276, arrival_time=2021-04-15 01:59:45.905645, cost_time=0:00:15.460885 2021-04-15 01:59:25,403 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.66ms, fps=1337 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.465738, arrival_time=2021-04-15 01:59:45.868886, cost_time=0:00:17.376589 2021-04-15 01:59:27,318 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.41ms, fps=1337 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.520704, arrival_time=2021-04-15 01:59:45.839620, cost_time=0:00:19.292443 2021-04-15 01:59:29,225 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.38ms, fps=1343 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.573748, arrival_time=2021-04-15 01:59:45.799159, cost_time=0:00:21.198941 2021-04-15 01:59:31,136 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.52ms, fps=1340 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.636004, arrival_time=2021-04-15 01:59:45.772013, cost_time=0:00:23.109530 2021-04-15 01:59:33,040 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.64ms, fps=1344 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.699588, arrival_time=2021-04-15 01:59:45.740497, cost_time=0:00:25.014349 2021-04-15 01:59:34,953 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.49ms, fps=1339 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.770648, arrival_time=2021-04-15 01:59:45.723719, cost_time=0:00:26.926606 2021-04-15 01:59:36,859 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.842074, arrival_time=2021-04-15 01:59:45.701386, cost_time=0:00:28.832833 2021-04-15 01:59:38,768 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.916860, arrival_time=2021-04-15 01:59:45.684885, cost_time=0:00:30.741558 2021-04-15 01:59:40,683 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.40ms, fps=1337 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.994626, arrival_time=2021-04-15 01:59:45.678271, cost_time=0:00:32.657180 2021-04-15 01:59:42,586 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.30ms, fps=1346 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.071984, arrival_time=2021-04-15 01:59:45.658209, cost_time=0:00:34.559761 2021-04-15 01:59:44,503 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.23ms, fps=1335 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.151916, arrival_time=2021-04-15 01:59:45.655693, cost_time=0:00:36.477312 2021-04-15 01:59:45,534 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.23ms, fps=1320 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:45.534403, cost_time=0:00:37.507936 2021-04-15 01:59:46,281 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.20ms, fps=3435 images/s, loss=0.2237, top1-acc=93.87%, top5-acc=99.84%, remaining_time=0:00:02.235600, arrival_time=2021-04-15 01:59:48.517058, cost_time=0:00:00.745202 2021-04-15 01:59:46,871 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=2.11ms, fps=4343 images/s, loss=0.2617, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:00:01.334980, arrival_time=2021-04-15 01:59:48.206252, cost_time=0:00:01.334973 2021-04-15 01:59:47,463 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.32ms, fps=4324 images/s, loss=0.2569, top1-acc=93.15%, top5-acc=99.83%, remaining_time=0:00:00.642480, arrival_time=2021-04-15 01:59:48.106183, cost_time=0:00:01.927449 2021-04-15 01:59:48,003 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.09ms, fps=4297 images/s, loss=0.2571, top1-acc=93.07%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:48.003916, cost_time=0:00:02.467677 2021-04-15 01:59:48,139 INFO : Epoch=0195 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:03:20.872445, arrival_time=2021-04-15 02:03:09.011994, cost_time=2:10:34.025342 2021-04-15 01:59:48,140 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 01:59:50,244 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.07ms, fps=1217 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:39.124356, arrival_time=2021-04-15 02:00:29.368780, cost_time=0:00:02.103455 2021-04-15 01:59:52,147 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=2.16ms, fps=1346 images/s, loss=0.0067, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.255616, arrival_time=2021-04-15 02:00:27.402971, cost_time=0:00:04.006323 2021-04-15 01:59:54,051 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.36ms, fps=1345 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:32.705984, arrival_time=2021-04-15 02:00:26.757600, cost_time=0:00:05.910718 2021-04-15 01:59:55,957 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=2.02ms, fps=1344 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:30.484116, arrival_time=2021-04-15 02:00:26.441557, cost_time=0:00:07.816437 2021-04-15 01:59:57,862 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.56ms, fps=1344 images/s, loss=0.0052, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.386342, arrival_time=2021-04-15 02:00:26.248571, cost_time=0:00:09.721342 2021-04-15 01:59:59,771 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.0051, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.362104, arrival_time=2021-04-15 02:00:26.133328, cost_time=0:00:11.630330 2021-04-15 02:00:01,680 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.45ms, fps=1341 images/s, loss=0.0051, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.370290, arrival_time=2021-04-15 02:00:26.050310, cost_time=0:00:13.539036 2021-04-15 02:00:03,586 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.48ms, fps=1343 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.396004, arrival_time=2021-04-15 02:00:25.982404, cost_time=0:00:15.445487 2021-04-15 02:00:05,509 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.41ms, fps=1331 images/s, loss=0.0051, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.456834, arrival_time=2021-04-15 02:00:25.966738, cost_time=0:00:17.369009 2021-04-15 02:00:07,412 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.60ms, fps=1346 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.500928, arrival_time=2021-04-15 02:00:25.913752, cost_time=0:00:19.271840 2021-04-15 02:00:09,316 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.37ms, fps=1346 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.555000, arrival_time=2021-04-15 02:00:25.870967, cost_time=0:00:21.174978 2021-04-15 02:00:11,219 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.50ms, fps=1345 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.616548, arrival_time=2021-04-15 02:00:25.836266, cost_time=0:00:23.078734 2021-04-15 02:00:13,130 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.686916, arrival_time=2021-04-15 02:00:25.817261, cost_time=0:00:24.989356 2021-04-15 02:00:15,031 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.49ms, fps=1347 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.756368, arrival_time=2021-04-15 02:00:25.788195, cost_time=0:00:26.890931 2021-04-15 02:00:16,938 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.53ms, fps=1343 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.831310, arrival_time=2021-04-15 02:00:25.769998, cost_time=0:00:28.797714 2021-04-15 02:00:18,842 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.907860, arrival_time=2021-04-15 02:00:25.750299, cost_time=0:00:30.701549 2021-04-15 02:00:20,747 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.986826, arrival_time=2021-04-15 02:00:25.733841, cost_time=0:00:32.606118 2021-04-15 02:00:22,654 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.067840, arrival_time=2021-04-15 02:00:25.721978, cost_time=0:00:34.513157 2021-04-15 02:00:24,558 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.21ms, fps=1345 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.150020, arrival_time=2021-04-15 02:00:25.708176, cost_time=0:00:36.417253 2021-04-15 02:00:25,588 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.59ms, fps=1321 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:25.588385, cost_time=0:00:37.447494 2021-04-15 02:00:26,316 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.44ms, fps=3527 images/s, loss=0.2612, top1-acc=93.40%, top5-acc=99.77%, remaining_time=0:00:02.177490, arrival_time=2021-04-15 02:00:28.493626, cost_time=0:00:00.725834 2021-04-15 02:00:26,901 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=0.19ms, fps=4374 images/s, loss=0.2629, top1-acc=92.97%, top5-acc=99.86%, remaining_time=0:00:01.311420, arrival_time=2021-04-15 02:00:28.213133, cost_time=0:00:01.311414 2021-04-15 02:00:27,490 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.44ms, fps=4347 images/s, loss=0.2648, top1-acc=93.33%, top5-acc=99.87%, remaining_time=0:00:00.633540, arrival_time=2021-04-15 02:00:28.124486, cost_time=0:00:01.900630 2021-04-15 02:00:28,032 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.09ms, fps=4284 images/s, loss=0.2567, top1-acc=93.52%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:28.032838, cost_time=0:00:02.442563 2021-04-15 02:00:28,135 INFO : Epoch=0196 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:02:40.694308, arrival_time=2021-04-15 02:03:08.829626, cost_time=2:11:14.021074 2021-04-15 02:00:28,137 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 02:00:30,234 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=2.25ms, fps=1221 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.003828, arrival_time=2021-04-15 02:01:09.238298, cost_time=0:00:02.096983 2021-04-15 02:00:32,160 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=7.66ms, fps=1330 images/s, loss=0.0050, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.399760, arrival_time=2021-04-15 02:01:07.559926, cost_time=0:00:04.022691 2021-04-15 02:00:34,066 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.806414, arrival_time=2021-04-15 02:01:06.872751, cost_time=0:00:05.928859 2021-04-15 02:00:35,975 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.41ms, fps=1342 images/s, loss=0.0053, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:30.565860, arrival_time=2021-04-15 02:01:06.540795, cost_time=0:00:07.837386 2021-04-15 02:00:37,893 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.38ms, fps=1335 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:28.486790, arrival_time=2021-04-15 02:01:06.380016, cost_time=0:00:09.755753 2021-04-15 02:00:39,798 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.431192, arrival_time=2021-04-15 02:01:06.229409, cost_time=0:00:11.660822 2021-04-15 02:00:41,702 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.51ms, fps=1344 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.417540, arrival_time=2021-04-15 02:01:06.120227, cost_time=0:00:13.565297 2021-04-15 02:00:43,610 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:22.435792, arrival_time=2021-04-15 02:01:06.046318, cost_time=0:00:15.472933 2021-04-15 02:00:45,519 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:20.472416, arrival_time=2021-04-15 02:01:05.992086, cost_time=0:00:17.382196 2021-04-15 02:00:47,429 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.38ms, fps=1341 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.520704, arrival_time=2021-04-15 02:01:05.950504, cost_time=0:00:19.292421 2021-04-15 02:00:49,337 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.55ms, fps=1342 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.574780, arrival_time=2021-04-15 02:01:05.912419, cost_time=0:00:21.200249 2021-04-15 02:00:51,250 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.48ms, fps=1339 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.637904, arrival_time=2021-04-15 02:01:05.887841, cost_time=0:00:23.112434 2021-04-15 02:00:53,157 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.69ms, fps=1343 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.702426, arrival_time=2021-04-15 02:01:05.859908, cost_time=0:00:25.019949 2021-04-15 02:00:55,065 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.771152, arrival_time=2021-04-15 02:01:05.836394, cost_time=0:00:26.927857 2021-04-15 02:00:56,968 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.841522, arrival_time=2021-04-15 02:01:05.809986, cost_time=0:00:28.830983 2021-04-15 02:00:58,875 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.916068, arrival_time=2021-04-15 02:01:05.791590, cost_time=0:00:30.738091 2021-04-15 02:01:00,784 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.993040, arrival_time=2021-04-15 02:01:05.777249, cost_time=0:00:32.646822 2021-04-15 02:01:02,687 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.45ms, fps=1345 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.071104, arrival_time=2021-04-15 02:01:05.758449, cost_time=0:00:34.549866 2021-04-15 02:01:04,595 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.151316, arrival_time=2021-04-15 02:01:05.747055, cost_time=0:00:36.458339 2021-04-15 02:01:05,618 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.39ms, fps=1330 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:05.618874, cost_time=0:00:37.481485 2021-04-15 02:01:06,356 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.21ms, fps=3478 images/s, loss=0.2559, top1-acc=93.36%, top5-acc=99.69%, remaining_time=0:00:02.208090, arrival_time=2021-04-15 02:01:08.564892, cost_time=0:00:00.736027 2021-04-15 02:01:06,950 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.32ms, fps=4318 images/s, loss=0.2591, top1-acc=93.34%, top5-acc=99.75%, remaining_time=0:00:01.329220, arrival_time=2021-04-15 02:01:08.279206, cost_time=0:00:01.329226 2021-04-15 02:01:07,540 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.32ms, fps=4340 images/s, loss=0.2611, top1-acc=93.36%, top5-acc=99.78%, remaining_time=0:00:00.639820, arrival_time=2021-04-15 02:01:08.180046, cost_time=0:00:01.919448 2021-04-15 02:01:08,081 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.10ms, fps=4288 images/s, loss=0.2694, top1-acc=93.60%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:08.081624, cost_time=0:00:02.460878 2021-04-15 02:01:08,182 INFO : Epoch=0197 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:02:00.518811, arrival_time=2021-04-15 02:03:08.701702, cost_time=2:11:54.068680 2021-04-15 02:01:08,184 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 02:01:10,266 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.35ms, fps=1229 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:38.730222, arrival_time=2021-04-15 02:01:48.996883, cost_time=0:00:02.082272 2021-04-15 02:01:12,175 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.118512, arrival_time=2021-04-15 02:01:47.293638, cost_time=0:00:03.990736 2021-04-15 02:01:14,081 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=2.17ms, fps=1343 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.630786, arrival_time=2021-04-15 02:01:46.712312, cost_time=0:00:05.897139 2021-04-15 02:01:15,987 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.430452, arrival_time=2021-04-15 02:01:46.417443, cost_time=0:00:07.802687 2021-04-15 02:01:17,906 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.34ms, fps=1334 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:28.387510, arrival_time=2021-04-15 02:01:46.293563, cost_time=0:00:09.721761 2021-04-15 02:01:19,813 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.53ms, fps=1342 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.360200, arrival_time=2021-04-15 02:01:46.174087, cost_time=0:00:11.629473 2021-04-15 02:01:21,718 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.50ms, fps=1345 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:24.361092, arrival_time=2021-04-15 02:01:46.079480, cost_time=0:00:13.533973 2021-04-15 02:01:23,624 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.61ms, fps=1344 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.388000, arrival_time=2021-04-15 02:01:46.012295, cost_time=0:00:15.439995 2021-04-15 02:01:25,531 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.431288, arrival_time=2021-04-15 02:01:45.963042, cost_time=0:00:17.347362 2021-04-15 02:01:27,442 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.0056, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.487680, arrival_time=2021-04-15 02:01:45.930028, cost_time=0:00:19.258049 2021-04-15 02:01:29,343 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.542874, arrival_time=2021-04-15 02:01:45.886653, cost_time=0:00:21.159484 2021-04-15 02:01:31,252 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.609632, arrival_time=2021-04-15 02:01:45.861868, cost_time=0:00:23.067853 2021-04-15 02:01:33,171 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.76ms, fps=1334 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.685794, arrival_time=2021-04-15 02:01:45.857330, cost_time=0:00:24.987230 2021-04-15 02:01:35,075 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.756312, arrival_time=2021-04-15 02:01:45.831399, cost_time=0:00:26.890789 2021-04-15 02:01:36,979 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.39ms, fps=1344 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.830620, arrival_time=2021-04-15 02:01:45.810400, cost_time=0:00:28.795485 2021-04-15 02:01:38,884 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.907428, arrival_time=2021-04-15 02:01:45.791450, cost_time=0:00:30.699719 2021-04-15 02:01:40,787 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.39ms, fps=1345 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.986436, arrival_time=2021-04-15 02:01:45.774347, cost_time=0:00:32.603618 2021-04-15 02:01:42,691 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.49ms, fps=1345 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.067344, arrival_time=2021-04-15 02:01:45.759254, cost_time=0:00:34.507563 2021-04-15 02:01:44,598 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.149930, arrival_time=2021-04-15 02:01:45.748709, cost_time=0:00:36.414394 2021-04-15 02:01:45,623 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.47ms, fps=1328 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:45.623285, cost_time=0:00:37.438997 2021-04-15 02:01:46,334 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=2.35ms, fps=3610 images/s, loss=0.2396, top1-acc=93.28%, top5-acc=99.80%, remaining_time=0:00:02.127540, arrival_time=2021-04-15 02:01:48.461853, cost_time=0:00:00.709183 2021-04-15 02:01:46,932 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.26ms, fps=4280 images/s, loss=0.2573, top1-acc=93.22%, top5-acc=99.80%, remaining_time=0:00:01.307680, arrival_time=2021-04-15 02:01:48.240484, cost_time=0:00:01.307687 2021-04-15 02:01:47,521 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.48ms, fps=4351 images/s, loss=0.2528, top1-acc=93.41%, top5-acc=99.79%, remaining_time=0:00:00.632150, arrival_time=2021-04-15 02:01:48.153721, cost_time=0:00:01.896460 2021-04-15 02:01:48,067 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.09ms, fps=4255 images/s, loss=0.2451, top1-acc=93.53%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:48.067193, cost_time=0:00:02.442065 2021-04-15 02:01:48,165 INFO : Epoch=0198 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:01:20.343952, arrival_time=2021-04-15 02:03:08.509379, cost_time=2:12:34.051225 2021-04-15 02:01:48,166 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 02:01:50,239 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.35ms, fps=1235 images/s, loss=0.0053, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.555568, arrival_time=2021-04-15 02:02:28.795184, cost_time=0:00:02.072883 2021-04-15 02:01:52,149 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.0051, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.045824, arrival_time=2021-04-15 02:02:27.195345, cost_time=0:00:03.982489 2021-04-15 02:01:54,060 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.53ms, fps=1340 images/s, loss=0.0057, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:32.613024, arrival_time=2021-04-15 02:02:26.673678, cost_time=0:00:05.893915 2021-04-15 02:01:55,972 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:30.441840, arrival_time=2021-04-15 02:02:26.414250, cost_time=0:00:07.805581 2021-04-15 02:01:57,873 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:28.343710, arrival_time=2021-04-15 02:02:26.217216, cost_time=0:00:09.706760 2021-04-15 02:01:59,781 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.326744, arrival_time=2021-04-15 02:02:26.108204, cost_time=0:00:11.614731 2021-04-15 02:02:01,693 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=2.05ms, fps=1339 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:24.348492, arrival_time=2021-04-15 02:02:26.042282, cost_time=0:00:13.526967 2021-04-15 02:02:03,612 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.48ms, fps=1334 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.396584, arrival_time=2021-04-15 02:02:26.009203, cost_time=0:00:15.445882 2021-04-15 02:02:05,518 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.61ms, fps=1344 images/s, loss=0.0058, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.436376, arrival_time=2021-04-15 02:02:25.954880, cost_time=0:00:17.351685 2021-04-15 02:02:07,422 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.50ms, fps=1345 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.485568, arrival_time=2021-04-15 02:02:25.908209, cost_time=0:00:19.255826 2021-04-15 02:02:09,327 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.38ms, fps=1345 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.543390, arrival_time=2021-04-15 02:02:25.870386, cost_time=0:00:21.160170 2021-04-15 02:02:11,229 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.29ms, fps=1346 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.606060, arrival_time=2021-04-15 02:02:25.835011, cost_time=0:00:23.062220 2021-04-15 02:02:13,143 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.51ms, fps=1337 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.680712, arrival_time=2021-04-15 02:02:25.824638, cost_time=0:00:24.977197 2021-04-15 02:02:15,046 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.33ms, fps=1346 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.751776, arrival_time=2021-04-15 02:02:25.797941, cost_time=0:00:26.879430 2021-04-15 02:02:16,958 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.65ms, fps=1339 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.829286, arrival_time=2021-04-15 02:02:25.787342, cost_time=0:00:28.791212 2021-04-15 02:02:18,866 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.907356, arrival_time=2021-04-15 02:02:25.773441, cost_time=0:00:30.699350 2021-04-15 02:02:20,768 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.40ms, fps=1346 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.986072, arrival_time=2021-04-15 02:02:25.754089, cost_time=0:00:32.601225 2021-04-15 02:02:22,671 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.30ms, fps=1345 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.067120, arrival_time=2021-04-15 02:02:25.738965, cost_time=0:00:34.505112 2021-04-15 02:02:24,574 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.25ms, fps=1346 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.149726, arrival_time=2021-04-15 02:02:25.724520, cost_time=0:00:36.408068 2021-04-15 02:02:25,599 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.22ms, fps=1328 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:25.599184, cost_time=0:00:37.432455 2021-04-15 02:02:26,319 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=2.49ms, fps=3565 images/s, loss=0.2700, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:02.154390, arrival_time=2021-04-15 02:02:28.473615, cost_time=0:00:00.718128 2021-04-15 02:02:26,908 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.36ms, fps=4350 images/s, loss=0.2659, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:01.306940, arrival_time=2021-04-15 02:02:28.215001, cost_time=0:00:01.306937 2021-04-15 02:02:27,500 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.99ms, fps=4325 images/s, loss=0.2587, top1-acc=93.37%, top5-acc=99.84%, remaining_time=0:00:00.633080, arrival_time=2021-04-15 02:02:28.133496, cost_time=0:00:01.899249 2021-04-15 02:02:28,042 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.07ms, fps=4285 images/s, loss=0.2521, top1-acc=93.45%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:28.042344, cost_time=0:00:02.441279 2021-04-15 02:02:28,167 INFO : Epoch=0199 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:00:40.171122, arrival_time=2021-04-15 02:03:08.338611, cost_time=2:13:14.053280 2021-04-15 02:02:28,168 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 02:02:30,279 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.31ms, fps=1213 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.256602, arrival_time=2021-04-15 02:03:09.536087, cost_time=0:00:02.110574 2021-04-15 02:02:32,180 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.40ms, fps=1347 images/s, loss=0.0049, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.305600, arrival_time=2021-04-15 02:03:07.486516, cost_time=0:00:04.011993 2021-04-15 02:02:34,086 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.742504, arrival_time=2021-04-15 02:03:06.828750, cost_time=0:00:05.917334 2021-04-15 02:02:35,993 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.37ms, fps=1343 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.514224, arrival_time=2021-04-15 02:03:06.507313, cost_time=0:00:07.824176 2021-04-15 02:02:37,896 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:28.403570, arrival_time=2021-04-15 02:03:06.299718, cost_time=0:00:09.727237 2021-04-15 02:02:39,797 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.357208, arrival_time=2021-04-15 02:03:06.154284, cost_time=0:00:11.628162 2021-04-15 02:02:41,699 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.30ms, fps=1346 images/s, loss=0.0053, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:24.354414, arrival_time=2021-04-15 02:03:06.053533, cost_time=0:00:13.530212 2021-04-15 02:02:43,606 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.384636, arrival_time=2021-04-15 02:03:05.991229, cost_time=0:00:15.437680 2021-04-15 02:02:45,510 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.42ms, fps=1345 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.424080, arrival_time=2021-04-15 02:03:05.934182, cost_time=0:00:17.341177 2021-04-15 02:02:47,420 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.481344, arrival_time=2021-04-15 02:03:05.901658, cost_time=0:00:19.251401 2021-04-15 02:02:49,331 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.545626, arrival_time=2021-04-15 02:03:05.877506, cost_time=0:00:21.162965 2021-04-15 02:02:51,261 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=24.74ms, fps=1327 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.625288, arrival_time=2021-04-15 02:03:05.886788, cost_time=0:00:23.092542 2021-04-15 02:02:53,175 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.39ms, fps=1338 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.695364, arrival_time=2021-04-15 02:03:05.870349, cost_time=0:00:25.005984 2021-04-15 02:02:55,082 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.52ms, fps=1343 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.765216, arrival_time=2021-04-15 02:03:05.847252, cost_time=0:00:26.913039 2021-04-15 02:02:56,988 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.59ms, fps=1343 images/s, loss=0.0053, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.837934, arrival_time=2021-04-15 02:03:05.826377, cost_time=0:00:28.819357 2021-04-15 02:02:58,896 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.0053, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.913764, arrival_time=2021-04-15 02:03:05.810590, cost_time=0:00:30.727909 2021-04-15 02:03:00,801 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.47ms, fps=1344 images/s, loss=0.0052, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.990882, arrival_time=2021-04-15 02:03:05.792489, cost_time=0:00:32.632703 2021-04-15 02:03:02,704 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=0.0054, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.069840, arrival_time=2021-04-15 02:03:05.774494, cost_time=0:00:34.535738 2021-04-15 02:03:04,608 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.0054, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.150722, arrival_time=2021-04-15 02:03:05.759255, cost_time=0:00:36.439540 2021-04-15 02:03:05,632 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.24ms, fps=1329 images/s, loss=0.0054, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:05.632078, cost_time=0:00:37.463177 2021-04-15 02:03:06,389 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.19ms, fps=3387 images/s, loss=0.2707, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:00:02.267370, arrival_time=2021-04-15 02:03:08.657037, cost_time=0:00:00.755793 2021-04-15 02:03:06,977 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.28ms, fps=4356 images/s, loss=0.2520, top1-acc=93.46%, top5-acc=99.79%, remaining_time=0:00:01.343880, arrival_time=2021-04-15 02:03:08.321620, cost_time=0:00:01.343880 2021-04-15 02:03:07,568 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.25ms, fps=4339 images/s, loss=0.2579, top1-acc=93.44%, top5-acc=99.83%, remaining_time=0:00:00.644730, arrival_time=2021-04-15 02:03:08.212785, cost_time=0:00:01.934203 2021-04-15 02:03:08,107 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=4306 images/s, loss=0.2504, top1-acc=93.59%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:08.107086, cost_time=0:00:02.473248 2021-04-15 02:03:08,206 INFO : Epoch=0200 complete, best val top1-acc=93.72%, top5-acc=99.79% (epoch=192), remaining_time=0:00:00, arrival_time=2021-04-15 02:03:08.206534, cost_time=2:13:54.092316