2021-04-10 01:22:09,191 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 01:22:09,195 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar100'), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_resnet20'), ('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://127.0.0.1:36597', 'modifications': ['model.name=cifar100_resnet20'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/resnet20'), 'world_size': 1} 2021-04-10 01:22:09,252 INFO : Model details: n_params=0.28M, flops=40.82M. 2021-04-10 01:22:15,781 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:17,546 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.89ms, fps=1450 images/s, loss=4.6341, top1-acc=2.19%, top5-acc=6.76%, remaining_time=0:00:32.837556, arrival_time=2021-04-10 01:22:50.384246, cost_time=0:00:01.765457 2021-04-10 01:22:18,242 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.82ms, fps=3686 images/s, loss=4.5618, top1-acc=2.97%, top5-acc=10.18%, remaining_time=0:00:21.656976, arrival_time=2021-04-10 01:22:39.898981, cost_time=0:00:02.461023 2021-04-10 01:22:18,940 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.91ms, fps=3666 images/s, loss=4.4780, top1-acc=3.41%, top5-acc=12.43%, remaining_time=0:00:17.483950, arrival_time=2021-04-10 01:22:36.424658, cost_time=0:00:03.159745 2021-04-10 01:22:19,638 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.47ms, fps=3670 images/s, loss=4.4065, top1-acc=3.85%, top5-acc=14.34%, remaining_time=0:00:15.045108, arrival_time=2021-04-10 01:22:34.683802, cost_time=0:00:03.857705 2021-04-10 01:22:20,333 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.39ms, fps=3689 images/s, loss=4.3459, top1-acc=4.41%, top5-acc=15.95%, remaining_time=0:00:13.292132, arrival_time=2021-04-10 01:22:33.625280, cost_time=0:00:04.552125 2021-04-10 01:22:21,025 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.45ms, fps=3698 images/s, loss=4.2972, top1-acc=4.84%, top5-acc=17.38%, remaining_time=0:00:11.888440, arrival_time=2021-04-10 01:22:32.914343, cost_time=0:00:05.244891 2021-04-10 01:22:21,718 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.90ms, fps=3700 images/s, loss=4.2558, top1-acc=5.21%, top5-acc=18.52%, remaining_time=0:00:10.687194, arrival_time=2021-04-10 01:22:32.405501, cost_time=0:00:05.937335 2021-04-10 01:22:22,417 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.18ms, fps=3663 images/s, loss=4.2210, top1-acc=5.72%, top5-acc=19.68%, remaining_time=0:00:09.623128, arrival_time=2021-04-10 01:22:32.040803, cost_time=0:00:06.636615 2021-04-10 01:22:23,110 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.55ms, fps=3697 images/s, loss=4.1856, top1-acc=6.04%, top5-acc=20.69%, remaining_time=0:00:08.632640, arrival_time=2021-04-10 01:22:31.743180, cost_time=0:00:07.329555 2021-04-10 01:22:23,805 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.41ms, fps=3685 images/s, loss=4.1523, top1-acc=6.41%, top5-acc=21.71%, remaining_time=0:00:07.703712, arrival_time=2021-04-10 01:22:31.509417, cost_time=0:00:08.024726 2021-04-10 01:22:24,507 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.79ms, fps=3649 images/s, loss=4.1239, top1-acc=6.85%, top5-acc=22.62%, remaining_time=0:00:06.822724, arrival_time=2021-04-10 01:22:31.330416, cost_time=0:00:08.726691 2021-04-10 01:22:25,207 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.12ms, fps=3661 images/s, loss=4.0968, top1-acc=7.17%, top5-acc=23.33%, remaining_time=0:00:05.970028, arrival_time=2021-04-10 01:22:31.177397, cost_time=0:00:09.426355 2021-04-10 01:22:25,902 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.33ms, fps=3686 images/s, loss=4.0719, top1-acc=7.51%, top5-acc=24.15%, remaining_time=0:00:05.138496, arrival_time=2021-04-10 01:22:31.040789, cost_time=0:00:10.121320 2021-04-10 01:22:26,599 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.46ms, fps=3675 images/s, loss=4.0494, top1-acc=7.78%, top5-acc=24.84%, remaining_time=0:00:04.327344, arrival_time=2021-04-10 01:22:30.926737, cost_time=0:00:10.818378 2021-04-10 01:22:27,291 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.35ms, fps=3701 images/s, loss=4.0252, top1-acc=8.16%, top5-acc=25.53%, remaining_time=0:00:03.529902, arrival_time=2021-04-10 01:22:30.821416, cost_time=0:00:11.510549 2021-04-10 01:22:27,985 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.09ms, fps=3691 images/s, loss=4.0017, top1-acc=8.44%, top5-acc=26.25%, remaining_time=0:00:02.746008, arrival_time=2021-04-10 01:22:30.731577, cost_time=0:00:12.204485 2021-04-10 01:22:28,682 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.56ms, fps=3679 images/s, loss=3.9840, top1-acc=8.69%, top5-acc=26.83%, remaining_time=0:00:01.973088, arrival_time=2021-04-10 01:22:30.655115, cost_time=0:00:12.900972 2021-04-10 01:22:29,379 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.97ms, fps=3676 images/s, loss=3.9619, top1-acc=8.98%, top5-acc=27.55%, remaining_time=0:00:01.208720, arrival_time=2021-04-10 01:22:30.587830, cost_time=0:00:13.598109 2021-04-10 01:22:30,083 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.66ms, fps=3639 images/s, loss=3.9425, top1-acc=9.27%, top5-acc=28.15%, remaining_time=0:00:00.451644, arrival_time=2021-04-10 01:22:30.534768, cost_time=0:00:14.302083 2021-04-10 01:22:30,458 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.09ms, fps=3630 images/s, loss=3.9303, top1-acc=9.42%, top5-acc=28.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:30.458317, cost_time=0:00:14.677367 2021-04-10 01:22:30,970 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.32ms, fps=5014 images/s, loss=3.7940, top1-acc=10.12%, top5-acc=32.58%, remaining_time=0:00:01.531650, arrival_time=2021-04-10 01:22:32.501773, cost_time=0:00:00.510548 2021-04-10 01:22:31,221 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=0.42ms, fps=10217 images/s, loss=3.7934, top1-acc=10.37%, top5-acc=33.03%, remaining_time=0:00:00.761860, arrival_time=2021-04-10 01:22:31.983226, cost_time=0:00:00.761864 2021-04-10 01:22:31,508 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.29ms, fps=8928 images/s, loss=3.7982, top1-acc=10.13%, top5-acc=33.46%, remaining_time=0:00:00.349710, arrival_time=2021-04-10 01:22:31.858336, cost_time=0:00:01.049122 2021-04-10 01:22:31,705 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.10ms, fps=11797 images/s, loss=3.8175, top1-acc=9.82%, top5-acc=33.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:31.705752, cost_time=0:00:01.246292 2021-04-10 01:22:31,793 INFO : Epoch=0001 complete, best val top1-acc=9.82%, top5-acc=33.20% (epoch=1), remaining_time=0:53:06.647894, arrival_time=2021-04-10 02:15:38.441508, cost_time=0:00:16.013306 2021-04-10 01:22:31,796 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:32,718 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.42ms, fps=2778 images/s, loss=3.5462, top1-acc=14.73%, top5-acc=40.35%, remaining_time=0:00:17.140086, arrival_time=2021-04-10 01:22:49.858548, cost_time=0:00:00.921510 2021-04-10 01:22:33,417 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.65ms, fps=3664 images/s, loss=3.5085, top1-acc=15.20%, top5-acc=41.56%, remaining_time=0:00:14.262512, arrival_time=2021-04-10 01:22:47.680214, cost_time=0:00:01.620745 2021-04-10 01:22:34,115 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.98ms, fps=3674 images/s, loss=3.4840, top1-acc=15.62%, top5-acc=41.99%, remaining_time=0:00:12.826488, arrival_time=2021-04-10 01:22:46.941491, cost_time=0:00:02.318048 2021-04-10 01:22:34,811 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.34ms, fps=3679 images/s, loss=3.4831, top1-acc=15.54%, top5-acc=42.07%, remaining_time=0:00:11.756784, arrival_time=2021-04-10 01:22:46.568274, cost_time=0:00:03.014545 2021-04-10 01:22:35,508 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.66ms, fps=3674 images/s, loss=3.4596, top1-acc=16.09%, top5-acc=42.45%, remaining_time=0:00:10.838602, arrival_time=2021-04-10 01:22:46.347400, cost_time=0:00:03.711843 2021-04-10 01:22:36,207 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.37ms, fps=3669 images/s, loss=3.4542, top1-acc=16.13%, top5-acc=42.71%, remaining_time=0:00:09.996408, arrival_time=2021-04-10 01:22:46.203493, cost_time=0:00:04.410187 2021-04-10 01:22:36,901 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.42ms, fps=3690 images/s, loss=3.4363, top1-acc=16.46%, top5-acc=43.20%, remaining_time=0:00:09.187794, arrival_time=2021-04-10 01:22:46.089000, cost_time=0:00:05.104307 2021-04-10 01:22:37,596 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.62ms, fps=3684 images/s, loss=3.4162, top1-acc=16.68%, top5-acc=43.62%, remaining_time=0:00:08.409420, arrival_time=2021-04-10 01:22:46.005929, cost_time=0:00:05.799589 2021-04-10 01:22:38,298 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.66ms, fps=3650 images/s, loss=3.4032, top1-acc=16.91%, top5-acc=43.86%, remaining_time=0:00:07.657334, arrival_time=2021-04-10 01:22:45.955859, cost_time=0:00:06.501489 2021-04-10 01:22:39,014 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.16ms, fps=3580 images/s, loss=3.3905, top1-acc=17.16%, top5-acc=44.27%, remaining_time=0:00:06.928608, arrival_time=2021-04-10 01:22:45.942881, cost_time=0:00:07.217327 2021-04-10 01:22:39,712 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.52ms, fps=3671 images/s, loss=3.3768, top1-acc=17.38%, top5-acc=44.60%, remaining_time=0:00:06.188302, arrival_time=2021-04-10 01:22:45.900534, cost_time=0:00:07.915276 2021-04-10 01:22:40,413 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.77ms, fps=3655 images/s, loss=3.3683, top1-acc=17.53%, top5-acc=44.87%, remaining_time=0:00:05.457028, arrival_time=2021-04-10 01:22:45.870245, cost_time=0:00:08.616313 2021-04-10 01:22:41,112 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.46ms, fps=3662 images/s, loss=3.3588, top1-acc=17.71%, top5-acc=45.16%, remaining_time=0:00:04.729560, arrival_time=2021-04-10 01:22:45.842321, cost_time=0:00:09.315818 2021-04-10 01:22:41,817 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.83ms, fps=3637 images/s, loss=3.3444, top1-acc=18.03%, top5-acc=45.53%, remaining_time=0:00:04.008032, arrival_time=2021-04-10 01:22:45.825061, cost_time=0:00:10.020134 2021-04-10 01:22:42,516 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.85ms, fps=3660 images/s, loss=3.3291, top1-acc=18.27%, top5-acc=45.99%, remaining_time=0:00:03.287436, arrival_time=2021-04-10 01:22:45.804330, cost_time=0:00:10.719958 2021-04-10 01:22:43,214 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=3.08ms, fps=3674 images/s, loss=3.3182, top1-acc=18.50%, top5-acc=46.31%, remaining_time=0:00:02.568888, arrival_time=2021-04-10 01:22:45.783077, cost_time=0:00:11.417292 2021-04-10 01:22:43,920 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.80ms, fps=3628 images/s, loss=3.3045, top1-acc=18.78%, top5-acc=46.68%, remaining_time=0:00:01.854138, arrival_time=2021-04-10 01:22:45.774312, cost_time=0:00:12.123216 2021-04-10 01:22:44,624 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.65ms, fps=3638 images/s, loss=3.2912, top1-acc=19.02%, top5-acc=47.02%, remaining_time=0:00:01.140208, arrival_time=2021-04-10 01:22:45.764519, cost_time=0:00:12.827415 2021-04-10 01:22:45,319 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.42ms, fps=3683 images/s, loss=3.2784, top1-acc=19.21%, top5-acc=47.42%, remaining_time=0:00:00.427038, arrival_time=2021-04-10 01:22:45.746858, cost_time=0:00:13.522915 2021-04-10 01:22:45,699 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.29ms, fps=3583 images/s, loss=3.2711, top1-acc=19.32%, top5-acc=47.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:45.699811, cost_time=0:00:13.902947 2021-04-10 01:22:46,102 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.47ms, fps=6374 images/s, loss=3.4710, top1-acc=17.15%, top5-acc=44.57%, remaining_time=0:00:01.204740, arrival_time=2021-04-10 01:22:47.307116, cost_time=0:00:00.401582 2021-04-10 01:22:46,328 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.46ms, fps=11462 images/s, loss=3.4687, top1-acc=16.97%, top5-acc=44.36%, remaining_time=0:00:00.627980, arrival_time=2021-04-10 01:22:46.956749, cost_time=0:00:00.627974 2021-04-10 01:22:46,602 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=0.42ms, fps=9374 images/s, loss=3.4594, top1-acc=17.30%, top5-acc=44.78%, remaining_time=0:00:00.300610, arrival_time=2021-04-10 01:22:46.903182, cost_time=0:00:00.901819 2021-04-10 01:22:46,821 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.06ms, fps=10642 images/s, loss=3.4320, top1-acc=17.28%, top5-acc=45.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:46.821037, cost_time=0:00:01.120299 2021-04-10 01:22:46,885 INFO : Epoch=0002 complete, best val top1-acc=17.28%, top5-acc=45.01% (epoch=2), remaining_time=0:51:19.382328, arrival_time=2021-04-10 02:14:06.267500, cost_time=0:00:31.104871 2021-04-10 01:22:46,886 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:22:47,860 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=6.45ms, fps=2628 images/s, loss=3.0643, top1-acc=23.52%, top5-acc=54.10%, remaining_time=0:00:18.115284, arrival_time=2021-04-10 01:23:05.975686, cost_time=0:00:00.973942 2021-04-10 01:22:48,577 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.16ms, fps=3575 images/s, loss=3.0152, top1-acc=23.55%, top5-acc=54.75%, remaining_time=0:00:14.877280, arrival_time=2021-04-10 01:23:03.454353, cost_time=0:00:01.690590 2021-04-10 01:22:49,283 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.76ms, fps=3627 images/s, loss=2.9759, top1-acc=24.60%, top5-acc=55.52%, remaining_time=0:00:13.263566, arrival_time=2021-04-10 01:23:02.547018, cost_time=0:00:02.397026 2021-04-10 01:22:49,984 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.73ms, fps=3654 images/s, loss=2.9586, top1-acc=24.79%, top5-acc=56.26%, remaining_time=0:00:12.082512, arrival_time=2021-04-10 01:23:02.067107, cost_time=0:00:03.098092 2021-04-10 01:22:50,687 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.57ms, fps=3645 images/s, loss=2.9446, top1-acc=25.09%, top5-acc=56.76%, remaining_time=0:00:11.098920, arrival_time=2021-04-10 01:23:01.786367, cost_time=0:00:03.801020 2021-04-10 01:22:51,386 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.58ms, fps=3665 images/s, loss=2.9285, top1-acc=25.40%, top5-acc=57.14%, remaining_time=0:00:10.200000, arrival_time=2021-04-10 01:23:01.586404, cost_time=0:00:04.500002 2021-04-10 01:22:52,083 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.82ms, fps=3675 images/s, loss=2.9207, top1-acc=25.58%, top5-acc=57.41%, remaining_time=0:00:09.354744, arrival_time=2021-04-10 01:23:01.438283, cost_time=0:00:05.197060 2021-04-10 01:22:52,780 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.32ms, fps=3676 images/s, loss=2.9134, top1-acc=25.69%, top5-acc=57.58%, remaining_time=0:00:08.546416, arrival_time=2021-04-10 01:23:01.326862, cost_time=0:00:05.894045 2021-04-10 01:22:53,474 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.90ms, fps=3690 images/s, loss=2.8985, top1-acc=26.01%, top5-acc=57.93%, remaining_time=0:00:07.759412, arrival_time=2021-04-10 01:23:01.234208, cost_time=0:00:06.588190 2021-04-10 01:22:54,178 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.87ms, fps=3644 images/s, loss=2.8900, top1-acc=26.22%, top5-acc=58.12%, remaining_time=0:00:06.999936, arrival_time=2021-04-10 01:23:01.177961, cost_time=0:00:07.291574 2021-04-10 01:22:54,871 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.54ms, fps=3692 images/s, loss=2.8849, top1-acc=26.27%, top5-acc=58.25%, remaining_time=0:00:06.243084, arrival_time=2021-04-10 01:23:01.114876, cost_time=0:00:07.985395 2021-04-10 01:22:55,607 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.44ms, fps=3481 images/s, loss=2.8766, top1-acc=26.50%, top5-acc=58.51%, remaining_time=0:00:05.523452, arrival_time=2021-04-10 01:23:01.131098, cost_time=0:00:08.721185 2021-04-10 01:22:56,313 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.49ms, fps=3629 images/s, loss=2.8668, top1-acc=26.71%, top5-acc=58.74%, remaining_time=0:00:04.786122, arrival_time=2021-04-10 01:23:01.099724, cost_time=0:00:09.427167 2021-04-10 01:22:57,016 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.59ms, fps=3688 images/s, loss=2.8605, top1-acc=26.84%, top5-acc=58.83%, remaining_time=0:00:04.052048, arrival_time=2021-04-10 01:23:01.068609, cost_time=0:00:10.130147 2021-04-10 01:22:57,707 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.28ms, fps=3705 images/s, loss=2.8482, top1-acc=27.00%, top5-acc=59.10%, remaining_time=0:00:03.318578, arrival_time=2021-04-10 01:23:01.026430, cost_time=0:00:10.821451 2021-04-10 01:22:58,421 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.77ms, fps=3592 images/s, loss=2.8440, top1-acc=27.04%, top5-acc=59.21%, remaining_time=0:00:02.595276, arrival_time=2021-04-10 01:23:01.016364, cost_time=0:00:11.534534 2021-04-10 01:22:59,124 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.33ms, fps=3642 images/s, loss=2.8394, top1-acc=27.14%, top5-acc=59.31%, remaining_time=0:00:01.871740, arrival_time=2021-04-10 01:23:00.996380, cost_time=0:00:12.238218 2021-04-10 01:22:59,824 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.89ms, fps=3659 images/s, loss=2.8319, top1-acc=27.28%, top5-acc=59.49%, remaining_time=0:00:01.150064, arrival_time=2021-04-10 01:23:00.974708, cost_time=0:00:12.938181 2021-04-10 01:23:00,602 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.60ms, fps=3294 images/s, loss=2.8270, top1-acc=27.38%, top5-acc=59.63%, remaining_time=0:00:00.433134, arrival_time=2021-04-10 01:23:01.035602, cost_time=0:00:13.715928 2021-04-10 01:23:00,985 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.72ms, fps=3557 images/s, loss=2.8244, top1-acc=27.40%, top5-acc=59.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:00.985476, cost_time=0:00:14.099025 2021-04-10 01:23:01,350 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=39.05ms, fps=7036 images/s, loss=2.9650, top1-acc=25.47%, top5-acc=58.28%, remaining_time=0:00:01.091460, arrival_time=2021-04-10 01:23:02.442290, cost_time=0:00:00.363817 2021-04-10 01:23:01,543 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.31ms, fps=13292 images/s, loss=2.9837, top1-acc=25.41%, top5-acc=57.68%, remaining_time=0:00:00.556800, arrival_time=2021-04-10 01:23:02.100623, cost_time=0:00:00.556808 2021-04-10 01:23:01,854 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=0.51ms, fps=8251 images/s, loss=2.9691, top1-acc=25.61%, top5-acc=57.76%, remaining_time=0:00:00.289150, arrival_time=2021-04-10 01:23:02.143651, cost_time=0:00:00.867450 2021-04-10 01:23:02,137 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.12ms, fps=8229 images/s, loss=2.9756, top1-acc=25.47%, top5-acc=57.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:02.137139, cost_time=0:00:01.150106 2021-04-10 01:23:02,213 INFO : Epoch=0003 complete, best val top1-acc=25.47%, top5-acc=57.41% (epoch=3), remaining_time=0:50:49.115568, arrival_time=2021-04-10 02:13:51.329085, cost_time=0:00:46.433231 2021-04-10 01:23:02,214 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:03,142 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.27ms, fps=2760 images/s, loss=2.6648, top1-acc=30.62%, top5-acc=64.30%, remaining_time=0:00:17.254476, arrival_time=2021-04-10 01:23:20.396593, cost_time=0:00:00.927659 2021-04-10 01:23:03,853 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.94ms, fps=3605 images/s, loss=2.6334, top1-acc=32.05%, top5-acc=65.18%, remaining_time=0:00:14.419328, arrival_time=2021-04-10 01:23:18.272349, cost_time=0:00:01.638550 2021-04-10 01:23:04,555 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.46ms, fps=3650 images/s, loss=2.6259, top1-acc=31.89%, top5-acc=64.99%, remaining_time=0:00:12.951984, arrival_time=2021-04-10 01:23:17.507041, cost_time=0:00:02.340726 2021-04-10 01:23:05,265 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.90ms, fps=3605 images/s, loss=2.6196, top1-acc=32.14%, top5-acc=64.86%, remaining_time=0:00:11.899836, arrival_time=2021-04-10 01:23:17.165661, cost_time=0:00:03.051225 2021-04-10 01:23:05,965 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.81ms, fps=3666 images/s, loss=2.6071, top1-acc=32.34%, top5-acc=65.30%, remaining_time=0:00:10.951752, arrival_time=2021-04-10 01:23:16.916735, cost_time=0:00:03.750611 2021-04-10 01:23:06,665 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.15ms, fps=3655 images/s, loss=2.5976, top1-acc=32.47%, top5-acc=65.31%, remaining_time=0:00:10.090112, arrival_time=2021-04-10 01:23:16.756030, cost_time=0:00:04.451534 2021-04-10 01:23:07,372 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.73ms, fps=3625 images/s, loss=2.5904, top1-acc=32.61%, top5-acc=65.37%, remaining_time=0:00:09.285066, arrival_time=2021-04-10 01:23:16.657924, cost_time=0:00:05.158400 2021-04-10 01:23:08,077 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.41ms, fps=3639 images/s, loss=2.5873, top1-acc=32.71%, top5-acc=65.49%, remaining_time=0:00:08.500944, arrival_time=2021-04-10 01:23:16.577953, cost_time=0:00:05.862696 2021-04-10 01:23:08,770 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.95ms, fps=3693 images/s, loss=2.5816, top1-acc=32.72%, top5-acc=65.59%, remaining_time=0:00:07.721782, arrival_time=2021-04-10 01:23:16.492364, cost_time=0:00:06.556216 2021-04-10 01:23:09,482 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=2.34ms, fps=3600 images/s, loss=2.5820, top1-acc=32.61%, top5-acc=65.71%, remaining_time=0:00:06.977184, arrival_time=2021-04-10 01:23:16.459454, cost_time=0:00:07.267864 2021-04-10 01:23:10,180 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.91ms, fps=3671 images/s, loss=2.5705, top1-acc=32.70%, top5-acc=66.02%, remaining_time=0:00:06.227776, arrival_time=2021-04-10 01:23:16.407917, cost_time=0:00:07.965775 2021-04-10 01:23:10,880 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.38ms, fps=3658 images/s, loss=2.5654, top1-acc=32.84%, top5-acc=66.03%, remaining_time=0:00:05.488644, arrival_time=2021-04-10 01:23:16.369287, cost_time=0:00:08.666261 2021-04-10 01:23:11,580 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.48ms, fps=3663 images/s, loss=2.5590, top1-acc=32.94%, top5-acc=66.11%, remaining_time=0:00:04.754904, arrival_time=2021-04-10 01:23:16.334964, cost_time=0:00:09.365673 2021-04-10 01:23:12,273 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.57ms, fps=3696 images/s, loss=2.5491, top1-acc=33.19%, top5-acc=66.33%, remaining_time=0:00:04.023600, arrival_time=2021-04-10 01:23:16.296887, cost_time=0:00:10.058962 2021-04-10 01:23:12,970 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=2.15ms, fps=3675 images/s, loss=2.5407, top1-acc=33.37%, top5-acc=66.51%, remaining_time=0:00:03.298476, arrival_time=2021-04-10 01:23:16.268708, cost_time=0:00:10.755910 2021-04-10 01:23:13,667 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.82ms, fps=3672 images/s, loss=2.5333, top1-acc=33.48%, top5-acc=66.71%, remaining_time=0:00:02.577024, arrival_time=2021-04-10 01:23:16.244850, cost_time=0:00:11.453514 2021-04-10 01:23:14,365 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.48ms, fps=3670 images/s, loss=2.5276, top1-acc=33.56%, top5-acc=66.75%, remaining_time=0:00:01.858454, arrival_time=2021-04-10 01:23:16.224293, cost_time=0:00:12.151443 2021-04-10 01:23:15,063 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.50ms, fps=3671 images/s, loss=2.5228, top1-acc=33.65%, top5-acc=66.84%, remaining_time=0:00:01.142176, arrival_time=2021-04-10 01:23:16.205963, cost_time=0:00:12.849456 2021-04-10 01:23:15,779 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.77ms, fps=3581 images/s, loss=2.5147, top1-acc=33.86%, top5-acc=67.01%, remaining_time=0:00:00.428364, arrival_time=2021-04-10 01:23:16.207456, cost_time=0:00:13.564783 2021-04-10 01:23:16,156 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.52ms, fps=3611 images/s, loss=2.5125, top1-acc=33.92%, top5-acc=67.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:16.156153, cost_time=0:00:13.941844 2021-04-10 01:23:16,554 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=2.97ms, fps=6444 images/s, loss=2.6390, top1-acc=33.16%, top5-acc=65.00%, remaining_time=0:00:01.191690, arrival_time=2021-04-10 01:23:17.746173, cost_time=0:00:00.397229 2021-04-10 01:23:16,825 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=0.51ms, fps=9478 images/s, loss=2.6483, top1-acc=32.71%, top5-acc=64.86%, remaining_time=0:00:00.668060, arrival_time=2021-04-10 01:23:17.493354, cost_time=0:00:00.668057 2021-04-10 01:23:17,170 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.30ms, fps=7445 images/s, loss=2.6597, top1-acc=31.97%, top5-acc=64.44%, remaining_time=0:00:00.337710, arrival_time=2021-04-10 01:23:17.508030, cost_time=0:00:01.013125 2021-04-10 01:23:17,427 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=9034 images/s, loss=2.6593, top1-acc=31.64%, top5-acc=64.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:17.427511, cost_time=0:00:01.270297 2021-04-10 01:23:17,513 INFO : Epoch=0004 complete, best val top1-acc=31.64%, top5-acc=64.32% (epoch=4), remaining_time=0:50:24.937776, arrival_time=2021-04-10 02:13:42.451500, cost_time=0:01:01.733425 2021-04-10 01:23:17,514 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:23:18,474 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.58ms, fps=2667 images/s, loss=2.3557, top1-acc=37.27%, top5-acc=70.12%, remaining_time=0:00:17.852280, arrival_time=2021-04-10 01:23:36.326940, cost_time=0:00:00.959800 2021-04-10 01:23:19,183 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.05ms, fps=3616 images/s, loss=2.3557, top1-acc=37.05%, top5-acc=69.90%, remaining_time=0:00:14.679632, arrival_time=2021-04-10 01:23:33.862680, cost_time=0:00:01.668133 2021-04-10 01:23:19,888 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.64ms, fps=3634 images/s, loss=2.3572, top1-acc=36.71%, top5-acc=70.03%, remaining_time=0:00:13.131596, arrival_time=2021-04-10 01:23:33.019675, cost_time=0:00:02.373173 2021-04-10 01:23:20,591 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.64ms, fps=3645 images/s, loss=2.3544, top1-acc=37.08%, top5-acc=70.08%, remaining_time=0:00:11.996868, arrival_time=2021-04-10 01:23:32.587894, cost_time=0:00:03.076117 2021-04-10 01:23:21,299 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=2.05ms, fps=3617 images/s, loss=2.3351, top1-acc=37.65%, top5-acc=70.40%, remaining_time=0:00:11.050448, arrival_time=2021-04-10 01:23:32.349747, cost_time=0:00:03.784415 2021-04-10 01:23:22,001 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.59ms, fps=3649 images/s, loss=2.3361, top1-acc=37.40%, top5-acc=70.51%, remaining_time=0:00:10.169672, arrival_time=2021-04-10 01:23:32.171155, cost_time=0:00:04.486611 2021-04-10 01:23:22,703 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=2.10ms, fps=3650 images/s, loss=2.3280, top1-acc=37.57%, top5-acc=70.79%, remaining_time=0:00:09.339246, arrival_time=2021-04-10 01:23:32.042739, cost_time=0:00:05.188465 2021-04-10 01:23:23,400 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.15ms, fps=3676 images/s, loss=2.3209, top1-acc=37.88%, top5-acc=71.10%, remaining_time=0:00:08.534352, arrival_time=2021-04-10 01:23:31.935020, cost_time=0:00:05.885760 2021-04-10 01:23:24,103 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=2.15ms, fps=3646 images/s, loss=2.3221, top1-acc=37.94%, top5-acc=71.16%, remaining_time=0:00:07.759730, arrival_time=2021-04-10 01:23:31.863113, cost_time=0:00:06.588440 2021-04-10 01:23:24,852 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=11.76ms, fps=3419 images/s, loss=2.3172, top1-acc=38.07%, top5-acc=71.20%, remaining_time=0:00:07.044288, arrival_time=2021-04-10 01:23:31.897004, cost_time=0:00:07.337846 2021-04-10 01:23:25,580 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=2.61ms, fps=3521 images/s, loss=2.3112, top1-acc=38.27%, top5-acc=71.33%, remaining_time=0:00:06.305778, arrival_time=2021-04-10 01:23:31.886194, cost_time=0:00:08.065514 2021-04-10 01:23:26,282 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=2.16ms, fps=3650 images/s, loss=2.3056, top1-acc=38.35%, top5-acc=71.62%, remaining_time=0:00:05.552788, arrival_time=2021-04-10 01:23:31.835212, cost_time=0:00:08.767525 2021-04-10 01:23:26,986 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=2.48ms, fps=3642 images/s, loss=2.3016, top1-acc=38.37%, top5-acc=71.71%, remaining_time=0:00:04.808364, arrival_time=2021-04-10 01:23:31.794316, cost_time=0:00:09.471028 2021-04-10 01:23:27,689 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.51ms, fps=3644 images/s, loss=2.3021, top1-acc=38.33%, top5-acc=71.68%, remaining_time=0:00:04.069688, arrival_time=2021-04-10 01:23:31.758747, cost_time=0:00:10.174184 2021-04-10 01:23:28,386 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.51ms, fps=3672 images/s, loss=2.2985, top1-acc=38.42%, top5-acc=71.76%, remaining_time=0:00:03.334080, arrival_time=2021-04-10 01:23:31.720863, cost_time=0:00:10.871934 2021-04-10 01:23:29,084 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=2.30ms, fps=3671 images/s, loss=2.2939, top1-acc=38.46%, top5-acc=71.85%, remaining_time=0:00:02.603196, arrival_time=2021-04-10 01:23:31.687905, cost_time=0:00:11.569732 2021-04-10 01:23:29,782 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.41ms, fps=3676 images/s, loss=2.2901, top1-acc=38.54%, top5-acc=71.88%, remaining_time=0:00:01.876186, arrival_time=2021-04-10 01:23:31.658308, cost_time=0:00:12.267296 2021-04-10 01:23:30,478 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=2.40ms, fps=3679 images/s, loss=2.2841, top1-acc=38.68%, top5-acc=72.00%, remaining_time=0:00:01.152320, arrival_time=2021-04-10 01:23:31.630779, cost_time=0:00:12.963555 2021-04-10 01:23:31,177 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.69ms, fps=3664 images/s, loss=2.2825, top1-acc=38.61%, top5-acc=71.99%, remaining_time=0:00:00.431460, arrival_time=2021-04-10 01:23:31.609246, cost_time=0:00:13.662900 2021-04-10 01:23:31,555 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=0.09ms, fps=3602 images/s, loss=2.2787, top1-acc=38.68%, top5-acc=72.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:31.555886, cost_time=0:00:14.041053 2021-04-10 01:23:31,922 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.27ms, fps=7004 images/s, loss=3.0840, top1-acc=25.78%, top5-acc=57.07%, remaining_time=0:00:01.096410, arrival_time=2021-04-10 01:23:33.018840, cost_time=0:00:00.365469 2021-04-10 01:23:32,144 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.50ms, fps=11555 images/s, loss=3.0836, top1-acc=26.39%, top5-acc=56.58%, remaining_time=0:00:00.587540, arrival_time=2021-04-10 01:23:32.732051, cost_time=0:00:00.587539 2021-04-10 01:23:32,374 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=26.28ms, fps=11151 images/s, loss=3.1017, top1-acc=26.38%, top5-acc=56.11%, remaining_time=0:00:00.272560, arrival_time=2021-04-10 01:23:32.647145, cost_time=0:00:00.817667 2021-04-10 01:23:32,581 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=11258 images/s, loss=3.0942, top1-acc=25.93%, top5-acc=55.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:32.581101, cost_time=0:00:01.024159 2021-04-10 01:23:32,607 INFO : Epoch=0005 complete, best val top1-acc=31.64%, top5-acc=64.32% (epoch=4), remaining_time=0:49:56.266845, arrival_time=2021-04-10 02:13:28.874473, cost_time=0:01:16.827356 2021-04-10 01:23:32,608 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:23:33,494 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.47ms, fps=2890 images/s, loss=2.2221, top1-acc=40.20%, top5-acc=74.02%, remaining_time=0:00:16.478112, arrival_time=2021-04-10 01:23:49.972402, cost_time=0:00:00.885919 2021-04-10 01:23:34,219 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.19ms, fps=3531 images/s, loss=2.2087, top1-acc=41.02%, top5-acc=74.28%, remaining_time=0:00:14.179792, arrival_time=2021-04-10 01:23:48.399560, cost_time=0:00:01.611337 2021-04-10 01:23:34,926 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.54ms, fps=3628 images/s, loss=2.1871, top1-acc=40.83%, top5-acc=74.37%, remaining_time=0:00:12.823666, arrival_time=2021-04-10 01:23:47.749614, cost_time=0:00:02.317523 2021-04-10 01:23:35,621 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.67ms, fps=3686 images/s, loss=2.1807, top1-acc=41.13%, top5-acc=74.35%, remaining_time=0:00:11.748984, arrival_time=2021-04-10 01:23:47.369984, cost_time=0:00:03.012565 2021-04-10 01:23:36,319 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.89ms, fps=3666 images/s, loss=2.1787, top1-acc=41.06%, top5-acc=74.44%, remaining_time=0:00:10.837434, arrival_time=2021-04-10 01:23:47.157312, cost_time=0:00:03.711432 2021-04-10 01:23:37,019 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.93ms, fps=3664 images/s, loss=2.1793, top1-acc=40.87%, top5-acc=74.30%, remaining_time=0:00:09.997768, arrival_time=2021-04-10 01:23:47.017045, cost_time=0:00:04.410770 2021-04-10 01:23:37,724 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.80ms, fps=3636 images/s, loss=2.1721, top1-acc=40.89%, top5-acc=74.41%, remaining_time=0:00:09.208080, arrival_time=2021-04-10 01:23:46.932089, cost_time=0:00:05.115623 2021-04-10 01:23:38,419 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.51ms, fps=3685 images/s, loss=2.1662, top1-acc=41.11%, top5-acc=74.62%, remaining_time=0:00:08.425544, arrival_time=2021-04-10 01:23:46.844666, cost_time=0:00:05.810708 2021-04-10 01:23:39,121 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.45ms, fps=3646 images/s, loss=2.1581, top1-acc=41.35%, top5-acc=74.73%, remaining_time=0:00:07.671220, arrival_time=2021-04-10 01:23:46.793060, cost_time=0:00:06.513341 2021-04-10 01:23:39,831 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.98ms, fps=3612 images/s, loss=2.1539, top1-acc=41.51%, top5-acc=74.76%, remaining_time=0:00:06.933984, arrival_time=2021-04-10 01:23:46.765306, cost_time=0:00:07.222920 2021-04-10 01:23:40,533 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.03ms, fps=3648 images/s, loss=2.1514, top1-acc=41.53%, top5-acc=74.84%, remaining_time=0:00:06.195956, arrival_time=2021-04-10 01:23:46.729477, cost_time=0:00:07.925096 2021-04-10 01:23:41,236 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.88ms, fps=3644 images/s, loss=2.1495, top1-acc=41.50%, top5-acc=74.83%, remaining_time=0:00:05.464476, arrival_time=2021-04-10 01:23:46.701101, cost_time=0:00:08.628109 2021-04-10 01:23:41,942 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.62ms, fps=3630 images/s, loss=2.1450, top1-acc=41.57%, top5-acc=74.95%, remaining_time=0:00:04.738800, arrival_time=2021-04-10 01:23:46.681241, cost_time=0:00:09.334004 2021-04-10 01:23:42,644 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.44ms, fps=3649 images/s, loss=2.1418, top1-acc=41.68%, top5-acc=75.05%, remaining_time=0:00:04.014472, arrival_time=2021-04-10 01:23:46.659078, cost_time=0:00:10.036178 2021-04-10 01:23:43,344 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.12ms, fps=3659 images/s, loss=2.1416, top1-acc=41.70%, top5-acc=75.08%, remaining_time=0:00:03.292450, arrival_time=2021-04-10 01:23:46.637255, cost_time=0:00:10.736299 2021-04-10 01:23:44,064 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.79ms, fps=3561 images/s, loss=2.1352, top1-acc=41.88%, top5-acc=75.20%, remaining_time=0:00:02.577600, arrival_time=2021-04-10 01:23:46.641979, cost_time=0:00:11.455997 2021-04-10 01:23:44,764 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.33ms, fps=3657 images/s, loss=2.1355, top1-acc=41.85%, top5-acc=75.20%, remaining_time=0:00:01.859234, arrival_time=2021-04-10 01:23:46.624143, cost_time=0:00:12.156476 2021-04-10 01:23:45,466 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.78ms, fps=3651 images/s, loss=2.1337, top1-acc=41.86%, top5-acc=75.24%, remaining_time=0:00:01.142944, arrival_time=2021-04-10 01:23:46.609531, cost_time=0:00:12.858185 2021-04-10 01:23:46,168 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.29ms, fps=3650 images/s, loss=2.1318, top1-acc=41.95%, top5-acc=75.24%, remaining_time=0:00:00.428208, arrival_time=2021-04-10 01:23:46.596652, cost_time=0:00:13.560013 2021-04-10 01:23:46,544 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=0.08ms, fps=3626 images/s, loss=2.1275, top1-acc=42.02%, top5-acc=75.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:46.544181, cost_time=0:00:13.935774 2021-04-10 01:23:46,933 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.46ms, fps=6606 images/s, loss=2.6394, top1-acc=33.55%, top5-acc=66.84%, remaining_time=0:00:01.162440, arrival_time=2021-04-10 01:23:48.095694, cost_time=0:00:00.387485 2021-04-10 01:23:47,194 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.44ms, fps=9851 images/s, loss=2.5945, top1-acc=34.57%, top5-acc=67.44%, remaining_time=0:00:00.648220, arrival_time=2021-04-10 01:23:47.842221, cost_time=0:00:00.648223 2021-04-10 01:23:47,433 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=0.29ms, fps=10710 images/s, loss=2.6111, top1-acc=34.23%, top5-acc=66.74%, remaining_time=0:00:00.295930, arrival_time=2021-04-10 01:23:47.729479, cost_time=0:00:00.887787 2021-04-10 01:23:47,713 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.11ms, fps=8307 images/s, loss=2.6069, top1-acc=34.05%, top5-acc=66.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:47.713286, cost_time=0:00:01.167533 2021-04-10 01:23:47,793 INFO : Epoch=0006 complete, best val top1-acc=34.05%, top5-acc=66.72% (epoch=6), remaining_time=0:49:35.105818, arrival_time=2021-04-10 02:13:22.899686, cost_time=0:01:32.013580 2021-04-10 01:23:47,794 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:23:48,788 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=2.36ms, fps=2576 images/s, loss=1.9926, top1-acc=45.43%, top5-acc=77.58%, remaining_time=0:00:18.485796, arrival_time=2021-04-10 01:24:07.274667, cost_time=0:00:00.993855 2021-04-10 01:23:49,514 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.54ms, fps=3535 images/s, loss=1.9816, top1-acc=45.64%, top5-acc=78.01%, remaining_time=0:00:15.126672, arrival_time=2021-04-10 01:24:04.640668, cost_time=0:00:01.718932 2021-04-10 01:23:50,219 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.68ms, fps=3633 images/s, loss=1.9929, top1-acc=45.29%, top5-acc=77.81%, remaining_time=0:00:13.414294, arrival_time=2021-04-10 01:24:03.633552, cost_time=0:00:02.424279 2021-04-10 01:23:50,928 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.96ms, fps=3614 images/s, loss=1.9872, top1-acc=45.32%, top5-acc=78.07%, remaining_time=0:00:12.218544, arrival_time=2021-04-10 01:24:03.146573, cost_time=0:00:03.132968 2021-04-10 01:23:51,629 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.16ms, fps=3651 images/s, loss=1.9862, top1-acc=45.34%, top5-acc=78.10%, remaining_time=0:00:11.197470, arrival_time=2021-04-10 01:24:02.827266, cost_time=0:00:03.834741 2021-04-10 01:23:52,344 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.40ms, fps=3584 images/s, loss=1.9842, top1-acc=45.61%, top5-acc=78.06%, remaining_time=0:00:10.312608, arrival_time=2021-04-10 01:24:02.657418, cost_time=0:00:04.549667 2021-04-10 01:23:53,045 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.38ms, fps=3659 images/s, loss=1.9930, top1-acc=45.27%, top5-acc=77.86%, remaining_time=0:00:09.450252, arrival_time=2021-04-10 01:24:02.495407, cost_time=0:00:05.250156 2021-04-10 01:23:53,752 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=2.69ms, fps=3622 images/s, loss=1.9898, top1-acc=45.32%, top5-acc=77.92%, remaining_time=0:00:08.638288, arrival_time=2021-04-10 01:24:02.390868, cost_time=0:00:05.957441 2021-04-10 01:23:54,457 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.36ms, fps=3635 images/s, loss=2.0005, top1-acc=45.20%, top5-acc=77.83%, remaining_time=0:00:07.847074, arrival_time=2021-04-10 01:24:02.304713, cost_time=0:00:06.662620 2021-04-10 01:23:55,167 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.44ms, fps=3611 images/s, loss=2.0017, top1-acc=45.14%, top5-acc=77.78%, remaining_time=0:00:07.077216, arrival_time=2021-04-10 01:24:02.244358, cost_time=0:00:07.372103 2021-04-10 01:23:55,861 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.40ms, fps=3688 images/s, loss=1.9992, top1-acc=45.10%, top5-acc=77.84%, remaining_time=0:00:06.306810, arrival_time=2021-04-10 01:24:02.168690, cost_time=0:00:08.066829 2021-04-10 01:23:56,565 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=2.00ms, fps=3642 images/s, loss=1.9964, top1-acc=45.20%, top5-acc=77.81%, remaining_time=0:00:05.554536, arrival_time=2021-04-10 01:24:02.119880, cost_time=0:00:08.770289 2021-04-10 01:23:57,263 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.77ms, fps=3669 images/s, loss=2.0001, top1-acc=45.21%, top5-acc=77.78%, remaining_time=0:00:04.807176, arrival_time=2021-04-10 01:24:02.070853, cost_time=0:00:09.468681 2021-04-10 01:23:57,958 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=2.06ms, fps=3686 images/s, loss=2.0036, top1-acc=45.09%, top5-acc=77.73%, remaining_time=0:00:04.065376, arrival_time=2021-04-10 01:24:02.024039, cost_time=0:00:10.163505 2021-04-10 01:23:58,679 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.45ms, fps=3555 images/s, loss=2.0012, top1-acc=45.15%, top5-acc=77.81%, remaining_time=0:00:03.337898, arrival_time=2021-04-10 01:24:02.017379, cost_time=0:00:10.884479 2021-04-10 01:23:59,382 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=2.19ms, fps=3644 images/s, loss=1.9978, top1-acc=45.24%, top5-acc=77.88%, remaining_time=0:00:02.607156, arrival_time=2021-04-10 01:24:01.989558, cost_time=0:00:11.587414 2021-04-10 01:24:00,083 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=5.36ms, fps=3653 images/s, loss=1.9981, top1-acc=45.27%, top5-acc=77.85%, remaining_time=0:00:01.879436, arrival_time=2021-04-10 01:24:01.963046, cost_time=0:00:12.288617 2021-04-10 01:24:00,791 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.98ms, fps=3621 images/s, loss=1.9967, top1-acc=45.34%, top5-acc=77.87%, remaining_time=0:00:01.155184, arrival_time=2021-04-10 01:24:01.946251, cost_time=0:00:12.995903 2021-04-10 01:24:01,492 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.26ms, fps=3655 images/s, loss=1.9974, top1-acc=45.30%, top5-acc=77.84%, remaining_time=0:00:00.432540, arrival_time=2021-04-10 01:24:01.924583, cost_time=0:00:13.697043 2021-04-10 01:24:01,887 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.13ms, fps=3442 images/s, loss=1.9972, top1-acc=45.31%, top5-acc=77.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:01.887594, cost_time=0:00:14.092614 2021-04-10 01:24:02,201 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.19ms, fps=8192 images/s, loss=2.4670, top1-acc=35.62%, top5-acc=69.41%, remaining_time=0:00:00.937440, arrival_time=2021-04-10 01:24:03.138709, cost_time=0:00:00.312485 2021-04-10 01:24:02,408 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.28ms, fps=12366 images/s, loss=2.5046, top1-acc=35.84%, top5-acc=69.02%, remaining_time=0:00:00.520000, arrival_time=2021-04-10 01:24:02.928817, cost_time=0:00:00.520005 2021-04-10 01:24:02,681 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=27.55ms, fps=9408 images/s, loss=2.5146, top1-acc=36.24%, top5-acc=68.95%, remaining_time=0:00:00.264220, arrival_time=2021-04-10 01:24:02.945688, cost_time=0:00:00.792673 2021-04-10 01:24:02,867 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=12513 images/s, loss=2.5034, top1-acc=36.67%, top5-acc=69.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:02.867326, cost_time=0:00:00.978613 2021-04-10 01:24:02,924 INFO : Epoch=0007 complete, best val top1-acc=36.67%, top5-acc=69.16% (epoch=7), remaining_time=0:49:14.104513, arrival_time=2021-04-10 02:13:17.028472, cost_time=0:01:47.143684 2021-04-10 01:24:02,924 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:24:03,814 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.51ms, fps=2878 images/s, loss=1.9003, top1-acc=47.03%, top5-acc=79.69%, remaining_time=0:00:16.544514, arrival_time=2021-04-10 01:24:20.358690, cost_time=0:00:00.889486 2021-04-10 01:24:04,510 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.09ms, fps=3682 images/s, loss=1.9159, top1-acc=46.80%, top5-acc=79.61%, remaining_time=0:00:13.949936, arrival_time=2021-04-10 01:24:18.459911, cost_time=0:00:01.585225 2021-04-10 01:24:05,211 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.90ms, fps=3652 images/s, loss=1.9154, top1-acc=46.61%, top5-acc=79.79%, remaining_time=0:00:12.653184, arrival_time=2021-04-10 01:24:17.864622, cost_time=0:00:02.286708 2021-04-10 01:24:05,912 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.41ms, fps=3655 images/s, loss=1.9177, top1-acc=46.55%, top5-acc=79.79%, remaining_time=0:00:11.651796, arrival_time=2021-04-10 01:24:17.564115, cost_time=0:00:02.987623 2021-04-10 01:24:06,611 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.33ms, fps=3664 images/s, loss=1.9244, top1-acc=46.63%, top5-acc=79.43%, remaining_time=0:00:10.765018, arrival_time=2021-04-10 01:24:17.376323, cost_time=0:00:03.686629 2021-04-10 01:24:07,314 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.85ms, fps=3641 images/s, loss=1.9253, top1-acc=46.88%, top5-acc=79.43%, remaining_time=0:00:09.950712, arrival_time=2021-04-10 01:24:17.265488, cost_time=0:00:04.390018 2021-04-10 01:24:08,021 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=2.13ms, fps=3628 images/s, loss=1.9216, top1-acc=47.06%, top5-acc=79.38%, remaining_time=0:00:09.173178, arrival_time=2021-04-10 01:24:17.194147, cost_time=0:00:05.096192 2021-04-10 01:24:08,719 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.60ms, fps=3667 images/s, loss=1.9248, top1-acc=46.99%, top5-acc=79.39%, remaining_time=0:00:08.402692, arrival_time=2021-04-10 01:24:17.122374, cost_time=0:00:05.794926 2021-04-10 01:24:09,419 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=2.09ms, fps=3663 images/s, loss=1.9244, top1-acc=46.95%, top5-acc=79.44%, remaining_time=0:00:07.648854, arrival_time=2021-04-10 01:24:17.067949, cost_time=0:00:06.494342 2021-04-10 01:24:10,116 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.36ms, fps=3674 images/s, loss=1.9261, top1-acc=46.89%, top5-acc=79.34%, remaining_time=0:00:06.904128, arrival_time=2021-04-10 01:24:17.020734, cost_time=0:00:07.191769 2021-04-10 01:24:10,821 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.21ms, fps=3637 images/s, loss=1.9251, top1-acc=46.91%, top5-acc=79.31%, remaining_time=0:00:06.173510, arrival_time=2021-04-10 01:24:16.994621, cost_time=0:00:07.896345 2021-04-10 01:24:11,540 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.08ms, fps=3565 images/s, loss=1.9195, top1-acc=47.12%, top5-acc=79.42%, remaining_time=0:00:05.456268, arrival_time=2021-04-10 01:24:16.996236, cost_time=0:00:08.615120 2021-04-10 01:24:12,242 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.36ms, fps=3649 images/s, loss=1.9186, top1-acc=47.09%, top5-acc=79.37%, remaining_time=0:00:04.730418, arrival_time=2021-04-10 01:24:16.972645, cost_time=0:00:09.317541 2021-04-10 01:24:12,939 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.56ms, fps=3676 images/s, loss=1.9181, top1-acc=47.16%, top5-acc=79.42%, remaining_time=0:00:04.005736, arrival_time=2021-04-10 01:24:16.944780, cost_time=0:00:10.014279 2021-04-10 01:24:13,660 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.44ms, fps=3553 images/s, loss=1.9162, top1-acc=47.31%, top5-acc=79.46%, remaining_time=0:00:03.292174, arrival_time=2021-04-10 01:24:16.952172, cost_time=0:00:10.735290 2021-04-10 01:24:14,356 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.37ms, fps=3677 images/s, loss=1.9141, top1-acc=47.39%, top5-acc=79.48%, remaining_time=0:00:02.572164, arrival_time=2021-04-10 01:24:16.928934, cost_time=0:00:11.431886 2021-04-10 01:24:15,056 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=2.17ms, fps=3664 images/s, loss=1.9109, top1-acc=47.37%, top5-acc=79.51%, remaining_time=0:00:01.855412, arrival_time=2021-04-10 01:24:16.911611, cost_time=0:00:12.131490 2021-04-10 01:24:15,752 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.47ms, fps=3677 images/s, loss=1.9108, top1-acc=47.34%, top5-acc=79.53%, remaining_time=0:00:01.140288, arrival_time=2021-04-10 01:24:16.893158, cost_time=0:00:12.828179 2021-04-10 01:24:16,454 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.50ms, fps=3652 images/s, loss=1.9084, top1-acc=47.41%, top5-acc=79.54%, remaining_time=0:00:00.427254, arrival_time=2021-04-10 01:24:16.881714, cost_time=0:00:13.529638 2021-04-10 01:24:16,832 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.29ms, fps=3604 images/s, loss=1.9079, top1-acc=47.42%, top5-acc=79.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:16.832511, cost_time=0:00:13.907787 2021-04-10 01:24:17,178 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.17ms, fps=7419 images/s, loss=2.4135, top1-acc=38.98%, top5-acc=72.30%, remaining_time=0:00:01.035120, arrival_time=2021-04-10 01:24:18.213817, cost_time=0:00:00.345045 2021-04-10 01:24:17,422 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.40ms, fps=10511 images/s, loss=2.4261, top1-acc=38.85%, top5-acc=71.46%, remaining_time=0:00:00.589060, arrival_time=2021-04-10 01:24:18.011819, cost_time=0:00:00.589069 2021-04-10 01:24:17,703 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.19ms, fps=9141 images/s, loss=2.4253, top1-acc=38.70%, top5-acc=71.33%, remaining_time=0:00:00.289890, arrival_time=2021-04-10 01:24:17.993191, cost_time=0:00:00.869683 2021-04-10 01:24:17,903 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.09ms, fps=11642 images/s, loss=2.3992, top1-acc=38.64%, top5-acc=71.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:17.902957, cost_time=0:00:01.069319 2021-04-10 01:24:17,979 INFO : Epoch=0008 complete, best val top1-acc=38.64%, top5-acc=71.65% (epoch=8), remaining_time=0:48:52.772928, arrival_time=2021-04-10 02:13:10.752078, cost_time=0:02:02.198871 2021-04-10 01:24:17,979 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:24:18,888 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=3.75ms, fps=2818 images/s, loss=1.9030, top1-acc=48.32%, top5-acc=79.65%, remaining_time=0:00:16.895310, arrival_time=2021-04-10 01:24:35.783616, cost_time=0:00:00.908351 2021-04-10 01:24:19,598 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=2.24ms, fps=3619 images/s, loss=1.8748, top1-acc=48.96%, top5-acc=80.16%, remaining_time=0:00:14.246320, arrival_time=2021-04-10 01:24:33.845164, cost_time=0:00:01.618896 2021-04-10 01:24:20,311 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.46ms, fps=3596 images/s, loss=1.8372, top1-acc=49.01%, top5-acc=80.89%, remaining_time=0:00:12.902184, arrival_time=2021-04-10 01:24:33.213841, cost_time=0:00:02.331707 2021-04-10 01:24:21,016 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.93ms, fps=3637 images/s, loss=1.8384, top1-acc=48.96%, top5-acc=80.98%, remaining_time=0:00:11.841336, arrival_time=2021-04-10 01:24:32.857471, cost_time=0:00:03.036238 2021-04-10 01:24:21,722 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.65ms, fps=3628 images/s, loss=1.8473, top1-acc=48.81%, top5-acc=80.80%, remaining_time=0:00:10.927808, arrival_time=2021-04-10 01:24:32.650180, cost_time=0:00:03.742392 2021-04-10 01:24:22,423 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.88ms, fps=3656 images/s, loss=1.8507, top1-acc=48.67%, top5-acc=80.64%, remaining_time=0:00:10.071344, arrival_time=2021-04-10 01:24:32.494511, cost_time=0:00:04.443217 2021-04-10 01:24:23,140 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.83ms, fps=3572 images/s, loss=1.8487, top1-acc=48.69%, top5-acc=80.74%, remaining_time=0:00:09.288846, arrival_time=2021-04-10 01:24:32.429303, cost_time=0:00:05.160489 2021-04-10 01:24:23,838 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=2.25ms, fps=3672 images/s, loss=1.8435, top1-acc=48.78%, top5-acc=80.77%, remaining_time=0:00:08.494332, arrival_time=2021-04-10 01:24:32.332437, cost_time=0:00:05.858158 2021-04-10 01:24:24,544 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.87ms, fps=3630 images/s, loss=1.8416, top1-acc=48.87%, top5-acc=80.76%, remaining_time=0:00:07.730898, arrival_time=2021-04-10 01:24:32.274838, cost_time=0:00:06.563990 2021-04-10 01:24:25,249 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.92ms, fps=3634 images/s, loss=1.8338, top1-acc=49.08%, top5-acc=81.04%, remaining_time=0:00:06.978336, arrival_time=2021-04-10 01:24:32.227344, cost_time=0:00:07.269053 2021-04-10 01:24:25,951 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.11ms, fps=3645 images/s, loss=1.8378, top1-acc=48.96%, top5-acc=80.92%, remaining_time=0:00:06.232592, arrival_time=2021-04-10 01:24:32.184500, cost_time=0:00:07.971960 2021-04-10 01:24:26,653 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.62ms, fps=3653 images/s, loss=1.8335, top1-acc=48.98%, top5-acc=81.00%, remaining_time=0:00:05.493128, arrival_time=2021-04-10 01:24:32.146352, cost_time=0:00:08.673313 2021-04-10 01:24:27,372 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=2.05ms, fps=3564 images/s, loss=1.8324, top1-acc=49.10%, top5-acc=81.00%, remaining_time=0:00:04.768302, arrival_time=2021-04-10 01:24:32.140500, cost_time=0:00:09.392161 2021-04-10 01:24:28,074 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.35ms, fps=3651 images/s, loss=1.8314, top1-acc=49.08%, top5-acc=81.00%, remaining_time=0:00:04.037712, arrival_time=2021-04-10 01:24:32.111922, cost_time=0:00:10.094256 2021-04-10 01:24:28,773 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.36ms, fps=3664 images/s, loss=1.8327, top1-acc=49.08%, top5-acc=80.96%, remaining_time=0:00:03.310022, arrival_time=2021-04-10 01:24:32.083581, cost_time=0:00:10.793616 2021-04-10 01:24:29,474 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.34ms, fps=3658 images/s, loss=1.8337, top1-acc=49.06%, top5-acc=80.99%, remaining_time=0:00:02.586168, arrival_time=2021-04-10 01:24:32.060117, cost_time=0:00:11.494051 2021-04-10 01:24:30,174 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.96ms, fps=3657 images/s, loss=1.8305, top1-acc=49.19%, top5-acc=80.96%, remaining_time=0:00:01.865032, arrival_time=2021-04-10 01:24:32.039392, cost_time=0:00:12.194396 2021-04-10 01:24:30,867 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.44ms, fps=3694 images/s, loss=1.8315, top1-acc=49.16%, top5-acc=80.94%, remaining_time=0:00:01.145600, arrival_time=2021-04-10 01:24:32.013500, cost_time=0:00:12.887947 2021-04-10 01:24:31,568 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=2.34ms, fps=3657 images/s, loss=1.8320, top1-acc=49.15%, top5-acc=80.91%, remaining_time=0:00:00.429114, arrival_time=2021-04-10 01:24:31.997604, cost_time=0:00:13.588553 2021-04-10 01:24:31,945 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.08ms, fps=3614 images/s, loss=1.8307, top1-acc=49.13%, top5-acc=80.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:31.945724, cost_time=0:00:13.965843 2021-04-10 01:24:32,309 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=7053 images/s, loss=2.1510, top1-acc=41.99%, top5-acc=75.04%, remaining_time=0:00:01.088850, arrival_time=2021-04-10 01:24:33.398540, cost_time=0:00:00.362952 2021-04-10 01:24:32,525 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=2.13ms, fps=11900 images/s, loss=2.1899, top1-acc=41.70%, top5-acc=74.71%, remaining_time=0:00:00.578420, arrival_time=2021-04-10 01:24:33.103649, cost_time=0:00:00.578423 2021-04-10 01:24:32,746 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.22ms, fps=11581 images/s, loss=2.2150, top1-acc=41.39%, top5-acc=74.02%, remaining_time=0:00:00.266670, arrival_time=2021-04-10 01:24:33.013512, cost_time=0:00:00.800011 2021-04-10 01:24:32,918 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.11ms, fps=13529 images/s, loss=2.1979, top1-acc=41.52%, top5-acc=74.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:32.918763, cost_time=0:00:00.972064 2021-04-10 01:24:32,967 INFO : Epoch=0009 complete, best val top1-acc=41.52%, top5-acc=74.18% (epoch=9), remaining_time=0:48:31.420258, arrival_time=2021-04-10 02:13:04.387884, cost_time=0:02:17.187341 2021-04-10 01:24:32,968 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:24:33,922 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.47ms, fps=2682 images/s, loss=1.7694, top1-acc=50.43%, top5-acc=82.54%, remaining_time=0:00:17.751840, arrival_time=2021-04-10 01:24:51.674685, cost_time=0:00:00.954404 2021-04-10 01:24:34,638 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.91ms, fps=3581 images/s, loss=1.7733, top1-acc=50.04%, top5-acc=82.32%, remaining_time=0:00:14.694768, arrival_time=2021-04-10 01:24:49.333150, cost_time=0:00:01.669859 2021-04-10 01:24:35,346 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.25ms, fps=3618 images/s, loss=1.7568, top1-acc=50.30%, top5-acc=82.67%, remaining_time=0:00:13.159318, arrival_time=2021-04-10 01:24:48.505958, cost_time=0:00:02.378186 2021-04-10 01:24:36,047 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.48ms, fps=3658 images/s, loss=1.7557, top1-acc=50.62%, top5-acc=82.64%, remaining_time=0:00:12.006384, arrival_time=2021-04-10 01:24:48.053338, cost_time=0:00:03.078562 2021-04-10 01:24:36,748 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.36ms, fps=3650 images/s, loss=1.7644, top1-acc=50.33%, top5-acc=82.48%, remaining_time=0:00:11.038768, arrival_time=2021-04-10 01:24:47.787546, cost_time=0:00:03.780395 2021-04-10 01:24:37,451 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=2.08ms, fps=3643 images/s, loss=1.7654, top1-acc=50.57%, top5-acc=82.30%, remaining_time=0:00:10.162328, arrival_time=2021-04-10 01:24:47.614191, cost_time=0:00:04.483405 2021-04-10 01:24:38,153 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.05ms, fps=3651 images/s, loss=1.7683, top1-acc=50.42%, top5-acc=82.15%, remaining_time=0:00:09.333324, arrival_time=2021-04-10 01:24:47.486916, cost_time=0:00:05.185155 2021-04-10 01:24:38,857 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.89ms, fps=3640 images/s, loss=1.7694, top1-acc=50.39%, top5-acc=82.14%, remaining_time=0:00:08.539108, arrival_time=2021-04-10 01:24:47.396649, cost_time=0:00:05.889015 2021-04-10 01:24:39,548 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.31ms, fps=3710 images/s, loss=1.7706, top1-acc=50.43%, top5-acc=82.05%, remaining_time=0:00:07.749660, arrival_time=2021-04-10 01:24:47.297945, cost_time=0:00:06.579919 2021-04-10 01:24:40,259 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.03ms, fps=3601 images/s, loss=1.7707, top1-acc=50.48%, top5-acc=82.07%, remaining_time=0:00:06.999552, arrival_time=2021-04-10 01:24:47.259196, cost_time=0:00:07.291207 2021-04-10 01:24:40,969 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.41ms, fps=3610 images/s, loss=1.7694, top1-acc=50.49%, top5-acc=82.06%, remaining_time=0:00:06.255296, arrival_time=2021-04-10 01:24:47.224662, cost_time=0:00:08.000980 2021-04-10 01:24:41,664 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.35ms, fps=3684 images/s, loss=1.7723, top1-acc=50.50%, top5-acc=82.03%, remaining_time=0:00:05.507568, arrival_time=2021-04-10 01:24:47.172225, cost_time=0:00:08.696204 2021-04-10 01:24:42,379 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=3.79ms, fps=3583 images/s, loss=1.7721, top1-acc=50.55%, top5-acc=81.99%, remaining_time=0:00:04.778004, arrival_time=2021-04-10 01:24:47.157641, cost_time=0:00:09.411249 2021-04-10 01:24:43,082 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.65ms, fps=3646 images/s, loss=1.7724, top1-acc=50.54%, top5-acc=82.05%, remaining_time=0:00:04.045552, arrival_time=2021-04-10 01:24:47.127829, cost_time=0:00:10.113849 2021-04-10 01:24:43,782 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.69ms, fps=3660 images/s, loss=1.7750, top1-acc=50.49%, top5-acc=81.98%, remaining_time=0:00:03.316278, arrival_time=2021-04-10 01:24:47.098600, cost_time=0:00:10.813914 2021-04-10 01:24:44,486 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.82ms, fps=3640 images/s, loss=1.7740, top1-acc=50.51%, top5-acc=81.95%, remaining_time=0:00:02.591496, arrival_time=2021-04-10 01:24:47.077695, cost_time=0:00:11.517765 2021-04-10 01:24:45,186 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.96ms, fps=3659 images/s, loss=1.7734, top1-acc=50.51%, top5-acc=81.93%, remaining_time=0:00:01.868646, arrival_time=2021-04-10 01:24:47.055094, cost_time=0:00:12.218023 2021-04-10 01:24:45,888 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.40ms, fps=3651 images/s, loss=1.7753, top1-acc=50.54%, top5-acc=81.87%, remaining_time=0:00:01.148432, arrival_time=2021-04-10 01:24:47.036670, cost_time=0:00:12.919813 2021-04-10 01:24:46,596 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.59ms, fps=3615 images/s, loss=1.7767, top1-acc=50.50%, top5-acc=81.82%, remaining_time=0:00:00.430374, arrival_time=2021-04-10 01:24:47.027293, cost_time=0:00:13.628485 2021-04-10 01:24:46,976 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.10ms, fps=3584 images/s, loss=1.7759, top1-acc=50.50%, top5-acc=81.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:46.976913, cost_time=0:00:14.008540 2021-04-10 01:24:47,322 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=47.66ms, fps=7427 images/s, loss=2.6957, top1-acc=37.81%, top5-acc=68.01%, remaining_time=0:00:01.034040, arrival_time=2021-04-10 01:24:48.356772, cost_time=0:00:00.344675 2021-04-10 01:24:47,545 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=0.20ms, fps=11550 images/s, loss=2.7531, top1-acc=36.45%, top5-acc=68.03%, remaining_time=0:00:00.566980, arrival_time=2021-04-10 01:24:48.111949, cost_time=0:00:00.566980 2021-04-10 01:24:47,847 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=55.91ms, fps=8471 images/s, loss=2.7699, top1-acc=36.34%, top5-acc=67.97%, remaining_time=0:00:00.289870, arrival_time=2021-04-10 01:24:48.137510, cost_time=0:00:00.869611 2021-04-10 01:24:48,013 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.11ms, fps=14036 images/s, loss=2.7274, top1-acc=36.41%, top5-acc=68.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:48.013536, cost_time=0:00:01.035537 2021-04-10 01:24:48,047 INFO : Epoch=0010 complete, best val top1-acc=41.52%, top5-acc=74.18% (epoch=9), remaining_time=0:48:13.080220, arrival_time=2021-04-10 02:13:01.127901, cost_time=0:02:32.267385 2021-04-10 01:24:48,048 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:24:48,964 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.64ms, fps=2797 images/s, loss=1.6785, top1-acc=53.95%, top5-acc=83.83%, remaining_time=0:00:17.023278, arrival_time=2021-04-10 01:25:05.987242, cost_time=0:00:00.915227 2021-04-10 01:24:49,660 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.65ms, fps=3677 images/s, loss=1.6720, top1-acc=54.06%, top5-acc=83.67%, remaining_time=0:00:14.184016, arrival_time=2021-04-10 01:25:03.844713, cost_time=0:00:01.611815 2021-04-10 01:24:50,388 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=3.20ms, fps=3521 images/s, loss=1.6799, top1-acc=53.80%, top5-acc=83.48%, remaining_time=0:00:12.946672, arrival_time=2021-04-10 01:25:03.335283, cost_time=0:00:02.339756 2021-04-10 01:24:51,098 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.56ms, fps=3611 images/s, loss=1.6762, top1-acc=53.85%, top5-acc=83.71%, remaining_time=0:00:11.892816, arrival_time=2021-04-10 01:25:02.990992, cost_time=0:00:03.049428 2021-04-10 01:24:51,811 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.95ms, fps=3591 images/s, loss=1.6883, top1-acc=53.17%, top5-acc=83.49%, remaining_time=0:00:10.987230, arrival_time=2021-04-10 01:25:02.798798, cost_time=0:00:03.762769 2021-04-10 01:24:52,511 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.99ms, fps=3659 images/s, loss=1.7091, top1-acc=52.50%, top5-acc=83.18%, remaining_time=0:00:10.116088, arrival_time=2021-04-10 01:25:02.627821, cost_time=0:00:04.462956 2021-04-10 01:24:53,211 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.70ms, fps=3660 images/s, loss=1.7103, top1-acc=52.39%, top5-acc=83.18%, remaining_time=0:00:09.293130, arrival_time=2021-04-10 01:25:02.504749, cost_time=0:00:05.162866 2021-04-10 01:24:53,911 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.94ms, fps=3663 images/s, loss=1.7041, top1-acc=52.51%, top5-acc=83.27%, remaining_time=0:00:08.500364, arrival_time=2021-04-10 01:25:02.411454, cost_time=0:00:05.862298 2021-04-10 01:24:54,614 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.12ms, fps=3642 images/s, loss=1.7041, top1-acc=52.37%, top5-acc=83.26%, remaining_time=0:00:07.733124, arrival_time=2021-04-10 01:25:02.347732, cost_time=0:00:06.565816 2021-04-10 01:24:55,330 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.22ms, fps=3582 images/s, loss=1.7077, top1-acc=52.37%, top5-acc=83.22%, remaining_time=0:00:06.989952, arrival_time=2021-04-10 01:25:02.319986, cost_time=0:00:07.281187 2021-04-10 01:24:56,029 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.51ms, fps=3664 images/s, loss=1.7102, top1-acc=52.30%, top5-acc=83.15%, remaining_time=0:00:06.239386, arrival_time=2021-04-10 01:25:02.268812, cost_time=0:00:07.980647 2021-04-10 01:24:56,802 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=4.53ms, fps=3312 images/s, loss=1.7154, top1-acc=52.19%, top5-acc=83.02%, remaining_time=0:00:05.544276, arrival_time=2021-04-10 01:25:02.347080, cost_time=0:00:08.754080 2021-04-10 01:24:57,522 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=15.42ms, fps=3560 images/s, loss=1.7156, top1-acc=52.06%, top5-acc=83.03%, remaining_time=0:00:04.809684, arrival_time=2021-04-10 01:25:02.332106, cost_time=0:00:09.473563 2021-04-10 01:24:58,233 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.75ms, fps=3602 images/s, loss=1.7135, top1-acc=52.14%, top5-acc=83.00%, remaining_time=0:00:04.074000, arrival_time=2021-04-10 01:25:02.307812, cost_time=0:00:10.184955 2021-04-10 01:24:58,939 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.82ms, fps=3631 images/s, loss=1.7157, top1-acc=52.05%, top5-acc=82.97%, remaining_time=0:00:03.339830, arrival_time=2021-04-10 01:25:02.279373, cost_time=0:00:10.890788 2021-04-10 01:24:59,654 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.10ms, fps=3583 images/s, loss=1.7180, top1-acc=52.03%, top5-acc=82.90%, remaining_time=0:00:02.611260, arrival_time=2021-04-10 01:25:02.265841, cost_time=0:00:11.605653 2021-04-10 01:25:00,366 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.71ms, fps=3602 images/s, loss=1.7210, top1-acc=51.96%, top5-acc=82.85%, remaining_time=0:00:01.883830, arrival_time=2021-04-10 01:25:02.249896, cost_time=0:00:12.317293 2021-04-10 01:25:01,074 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.06ms, fps=3617 images/s, loss=1.7196, top1-acc=52.03%, top5-acc=82.86%, remaining_time=0:00:01.157840, arrival_time=2021-04-10 01:25:02.232236, cost_time=0:00:13.025617 2021-04-10 01:25:01,802 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.35ms, fps=3521 images/s, loss=1.7203, top1-acc=52.00%, top5-acc=82.83%, remaining_time=0:00:00.434316, arrival_time=2021-04-10 01:25:02.236382, cost_time=0:00:13.753277 2021-04-10 01:25:02,179 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.08ms, fps=3605 images/s, loss=1.7191, top1-acc=51.97%, top5-acc=82.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:02.179885, cost_time=0:00:14.131102 2021-04-10 01:25:02,480 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=13.23ms, fps=8572 images/s, loss=2.5932, top1-acc=36.29%, top5-acc=68.75%, remaining_time=0:00:00.895860, arrival_time=2021-04-10 01:25:03.376000, cost_time=0:00:00.298617 2021-04-10 01:25:02,716 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.30ms, fps=10831 images/s, loss=2.6373, top1-acc=35.72%, top5-acc=67.60%, remaining_time=0:00:00.535500, arrival_time=2021-04-10 01:25:03.252436, cost_time=0:00:00.535505 2021-04-10 01:25:02,971 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=36.61ms, fps=10077 images/s, loss=2.6707, top1-acc=35.23%, top5-acc=66.86%, remaining_time=0:00:00.263280, arrival_time=2021-04-10 01:25:03.234628, cost_time=0:00:00.789831 2021-04-10 01:25:03,197 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.09ms, fps=10274 images/s, loss=2.6954, top1-acc=34.89%, top5-acc=66.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:03.197655, cost_time=0:00:01.016159 2021-04-10 01:25:03,234 INFO : Epoch=0011 complete, best val top1-acc=41.52%, top5-acc=74.18% (epoch=9), remaining_time=0:47:57.172704, arrival_time=2021-04-10 02:13:00.407497, cost_time=0:02:47.454499 2021-04-10 01:25:03,235 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:25:04,178 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.39ms, fps=2717 images/s, loss=1.6532, top1-acc=52.62%, top5-acc=83.95%, remaining_time=0:00:17.523060, arrival_time=2021-04-10 01:25:21.701070, cost_time=0:00:00.942099 2021-04-10 01:25:04,886 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.39ms, fps=3618 images/s, loss=1.6428, top1-acc=52.87%, top5-acc=84.34%, remaining_time=0:00:14.521936, arrival_time=2021-04-10 01:25:19.408008, cost_time=0:00:01.650228 2021-04-10 01:25:05,592 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.99ms, fps=3625 images/s, loss=1.6556, top1-acc=52.49%, top5-acc=84.21%, remaining_time=0:00:13.040960, arrival_time=2021-04-10 01:25:18.633760, cost_time=0:00:02.356812 2021-04-10 01:25:06,302 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.52ms, fps=3612 images/s, loss=1.6709, top1-acc=52.33%, top5-acc=84.02%, remaining_time=0:00:11.958960, arrival_time=2021-04-10 01:25:18.261202, cost_time=0:00:03.066402 2021-04-10 01:25:07,002 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.83ms, fps=3660 images/s, loss=1.6747, top1-acc=52.06%, top5-acc=83.94%, remaining_time=0:00:10.997304, arrival_time=2021-04-10 01:25:17.999405, cost_time=0:00:03.766189 2021-04-10 01:25:07,700 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.38ms, fps=3670 images/s, loss=1.6772, top1-acc=52.15%, top5-acc=83.99%, remaining_time=0:00:10.119352, arrival_time=2021-04-10 01:25:17.819640, cost_time=0:00:04.464437 2021-04-10 01:25:08,405 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.84ms, fps=3636 images/s, loss=1.6754, top1-acc=52.35%, top5-acc=84.07%, remaining_time=0:00:09.304092, arrival_time=2021-04-10 01:25:17.709012, cost_time=0:00:05.168950 2021-04-10 01:25:09,103 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.69ms, fps=3667 images/s, loss=1.6832, top1-acc=52.37%, top5-acc=83.79%, remaining_time=0:00:08.508252, arrival_time=2021-04-10 01:25:17.611933, cost_time=0:00:05.867758 2021-04-10 01:25:09,813 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.90ms, fps=3610 images/s, loss=1.6786, top1-acc=52.61%, top5-acc=83.87%, remaining_time=0:00:07.747010, arrival_time=2021-04-10 01:25:17.560544, cost_time=0:00:06.577651 2021-04-10 01:25:10,517 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.02ms, fps=3642 images/s, loss=1.6783, top1-acc=52.65%, top5-acc=83.82%, remaining_time=0:00:06.989856, arrival_time=2021-04-10 01:25:17.506856, cost_time=0:00:07.281100 2021-04-10 01:25:11,217 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.53ms, fps=3656 images/s, loss=1.6807, top1-acc=52.68%, top5-acc=83.79%, remaining_time=0:00:06.240418, arrival_time=2021-04-10 01:25:17.458164, cost_time=0:00:07.981896 2021-04-10 01:25:11,921 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=2.11ms, fps=3640 images/s, loss=1.6797, top1-acc=52.65%, top5-acc=83.71%, remaining_time=0:00:05.500880, arrival_time=2021-04-10 01:25:17.422266, cost_time=0:00:08.685547 2021-04-10 01:25:12,626 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.89ms, fps=3633 images/s, loss=1.6818, top1-acc=52.67%, top5-acc=83.65%, remaining_time=0:00:04.767576, arrival_time=2021-04-10 01:25:17.394098, cost_time=0:00:09.390689 2021-04-10 01:25:13,329 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.11ms, fps=3647 images/s, loss=1.6797, top1-acc=52.70%, top5-acc=83.65%, remaining_time=0:00:04.037208, arrival_time=2021-04-10 01:25:17.366161, cost_time=0:00:10.092986 2021-04-10 01:25:14,032 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.77ms, fps=3644 images/s, loss=1.6792, top1-acc=52.68%, top5-acc=83.71%, remaining_time=0:00:03.310850, arrival_time=2021-04-10 01:25:17.342978, cost_time=0:00:10.796227 2021-04-10 01:25:14,736 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=1.6789, top1-acc=52.77%, top5-acc=83.70%, remaining_time=0:00:02.587608, arrival_time=2021-04-10 01:25:17.323978, cost_time=0:00:11.500467 2021-04-10 01:25:15,444 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.50ms, fps=3618 images/s, loss=1.6766, top1-acc=52.80%, top5-acc=83.74%, remaining_time=0:00:01.867190, arrival_time=2021-04-10 01:25:17.311782, cost_time=0:00:12.208603 2021-04-10 01:25:16,147 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.41ms, fps=3644 images/s, loss=1.6783, top1-acc=52.82%, top5-acc=83.70%, remaining_time=0:00:01.147728, arrival_time=2021-04-10 01:25:17.295525, cost_time=0:00:12.911886 2021-04-10 01:25:16,860 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.24ms, fps=3593 images/s, loss=1.6812, top1-acc=52.80%, top5-acc=83.68%, remaining_time=0:00:00.430260, arrival_time=2021-04-10 01:25:17.291089, cost_time=0:00:13.624937 2021-04-10 01:25:17,236 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.08ms, fps=3623 images/s, loss=1.6834, top1-acc=52.79%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:17.236764, cost_time=0:00:14.000882 2021-04-10 01:25:17,524 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.75ms, fps=8919 images/s, loss=2.2336, top1-acc=40.51%, top5-acc=74.14%, remaining_time=0:00:00.861060, arrival_time=2021-04-10 01:25:18.385952, cost_time=0:00:00.287015 2021-04-10 01:25:17,771 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=2.87ms, fps=10393 images/s, loss=2.1525, top1-acc=42.34%, top5-acc=75.68%, remaining_time=0:00:00.533900, arrival_time=2021-04-10 01:25:18.305627, cost_time=0:00:00.533896 2021-04-10 01:25:18,052 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.38ms, fps=9121 images/s, loss=2.1676, top1-acc=42.42%, top5-acc=75.14%, remaining_time=0:00:00.271670, arrival_time=2021-04-10 01:25:18.324544, cost_time=0:00:00.815023 2021-04-10 01:25:18,276 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.11ms, fps=10399 images/s, loss=2.1740, top1-acc=42.44%, top5-acc=75.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:18.276440, cost_time=0:00:01.038587 2021-04-10 01:25:18,325 INFO : Epoch=0012 complete, best val top1-acc=42.44%, top5-acc=75.36% (epoch=12), remaining_time=0:47:39.871980, arrival_time=2021-04-10 02:12:58.197272, cost_time=0:03:02.545016 2021-04-10 01:25:18,325 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:25:19,234 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=4.63ms, fps=2820 images/s, loss=1.6368, top1-acc=53.52%, top5-acc=83.75%, remaining_time=0:00:16.884336, arrival_time=2021-04-10 01:25:36.118262, cost_time=0:00:00.907755 2021-04-10 01:25:19,947 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=0.54ms, fps=3593 images/s, loss=1.6238, top1-acc=53.44%, top5-acc=84.43%, remaining_time=0:00:14.269024, arrival_time=2021-04-10 01:25:34.216603, cost_time=0:00:01.621488 2021-04-10 01:25:20,664 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.15ms, fps=3574 images/s, loss=1.6187, top1-acc=53.67%, top5-acc=84.69%, remaining_time=0:00:12.938538, arrival_time=2021-04-10 01:25:33.603019, cost_time=0:00:02.338296 2021-04-10 01:25:21,373 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.44ms, fps=3616 images/s, loss=1.6304, top1-acc=53.36%, top5-acc=84.75%, remaining_time=0:00:11.883456, arrival_time=2021-04-10 01:25:33.256566, cost_time=0:00:03.047051 2021-04-10 01:25:22,083 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.73ms, fps=3607 images/s, loss=1.6274, top1-acc=53.37%, top5-acc=84.71%, remaining_time=0:00:10.970732, arrival_time=2021-04-10 01:25:33.054037, cost_time=0:00:03.757125 2021-04-10 01:25:22,799 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.43ms, fps=3577 images/s, loss=1.6395, top1-acc=53.41%, top5-acc=84.34%, remaining_time=0:00:10.140432, arrival_time=2021-04-10 01:25:32.940182, cost_time=0:00:04.473700 2021-04-10 01:25:23,496 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.79ms, fps=3676 images/s, loss=1.6386, top1-acc=53.52%, top5-acc=84.37%, remaining_time=0:00:09.307116, arrival_time=2021-04-10 01:25:32.803844, cost_time=0:00:05.170626 2021-04-10 01:25:24,215 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.87ms, fps=3567 images/s, loss=1.6416, top1-acc=53.51%, top5-acc=84.31%, remaining_time=0:00:08.538992, arrival_time=2021-04-10 01:25:32.754182, cost_time=0:00:05.888983 2021-04-10 01:25:24,913 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.10ms, fps=3671 images/s, loss=1.6441, top1-acc=53.49%, top5-acc=84.14%, remaining_time=0:00:07.758246, arrival_time=2021-04-10 01:25:32.671499, cost_time=0:00:06.587160 2021-04-10 01:25:25,621 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.71ms, fps=3617 images/s, loss=1.6480, top1-acc=53.48%, top5-acc=84.10%, remaining_time=0:00:07.003680, arrival_time=2021-04-10 01:25:32.625412, cost_time=0:00:07.295490 2021-04-10 01:25:26,328 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.54ms, fps=3625 images/s, loss=1.6473, top1-acc=53.44%, top5-acc=84.11%, remaining_time=0:00:06.256500, arrival_time=2021-04-10 01:25:32.585060, cost_time=0:00:08.002465 2021-04-10 01:25:27,034 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.97ms, fps=3628 images/s, loss=1.6456, top1-acc=53.57%, top5-acc=84.16%, remaining_time=0:00:05.515396, arrival_time=2021-04-10 01:25:32.550148, cost_time=0:00:08.708577 2021-04-10 01:25:27,742 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.82ms, fps=3619 images/s, loss=1.6466, top1-acc=53.57%, top5-acc=84.16%, remaining_time=0:00:04.780842, arrival_time=2021-04-10 01:25:32.523731, cost_time=0:00:09.416774 2021-04-10 01:25:28,449 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.94ms, fps=3629 images/s, loss=1.6458, top1-acc=53.64%, top5-acc=84.13%, remaining_time=0:00:04.049136, arrival_time=2021-04-10 01:25:32.498172, cost_time=0:00:10.122845 2021-04-10 01:25:29,149 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.99ms, fps=3660 images/s, loss=1.6441, top1-acc=53.70%, top5-acc=84.18%, remaining_time=0:00:03.319130, arrival_time=2021-04-10 01:25:32.468448, cost_time=0:00:10.823218 2021-04-10 01:25:29,843 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.99ms, fps=3690 images/s, loss=1.6433, top1-acc=53.77%, top5-acc=84.20%, remaining_time=0:00:02.591460, arrival_time=2021-04-10 01:25:32.435108, cost_time=0:00:11.517547 2021-04-10 01:25:30,551 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.50ms, fps=3620 images/s, loss=1.6429, top1-acc=53.79%, top5-acc=84.14%, remaining_time=0:00:01.869738, arrival_time=2021-04-10 01:25:32.421126, cost_time=0:00:12.225274 2021-04-10 01:25:31,254 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.53ms, fps=3646 images/s, loss=1.6456, top1-acc=53.73%, top5-acc=84.14%, remaining_time=0:00:01.149152, arrival_time=2021-04-10 01:25:32.403303, cost_time=0:00:12.927970 2021-04-10 01:25:31,976 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.77ms, fps=3547 images/s, loss=1.6435, top1-acc=53.79%, top5-acc=84.15%, remaining_time=0:00:00.431070, arrival_time=2021-04-10 01:25:32.407784, cost_time=0:00:13.650585 2021-04-10 01:25:32,357 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.08ms, fps=3579 images/s, loss=1.6441, top1-acc=53.74%, top5-acc=84.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:32.357285, cost_time=0:00:14.031252 2021-04-10 01:25:32,689 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.31ms, fps=7735 images/s, loss=2.3016, top1-acc=39.92%, top5-acc=75.16%, remaining_time=0:00:00.992880, arrival_time=2021-04-10 01:25:33.682329, cost_time=0:00:00.330958 2021-04-10 01:25:32,902 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.30ms, fps=12039 images/s, loss=2.3410, top1-acc=39.90%, top5-acc=74.36%, remaining_time=0:00:00.544340, arrival_time=2021-04-10 01:25:33.447074, cost_time=0:00:00.544347 2021-04-10 01:25:33,152 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.44ms, fps=10259 images/s, loss=2.3112, top1-acc=40.72%, top5-acc=74.73%, remaining_time=0:00:00.264780, arrival_time=2021-04-10 01:25:33.417492, cost_time=0:00:00.794342 2021-04-10 01:25:33,375 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.06ms, fps=10442 images/s, loss=2.3048, top1-acc=40.94%, top5-acc=74.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:33.375292, cost_time=0:00:01.016923 2021-04-10 01:25:33,405 INFO : Epoch=0013 complete, best val top1-acc=42.44%, top5-acc=75.36% (epoch=12), remaining_time=0:47:22.762593, arrival_time=2021-04-10 02:12:56.168076, cost_time=0:03:17.625201 2021-04-10 01:25:33,406 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:25:34,351 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=0.84ms, fps=2709 images/s, loss=1.6159, top1-acc=53.32%, top5-acc=85.59%, remaining_time=0:00:17.575698, arrival_time=2021-04-10 01:25:51.926924, cost_time=0:00:00.944927 2021-04-10 01:25:35,064 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.10ms, fps=3595 images/s, loss=1.5820, top1-acc=54.53%, top5-acc=85.72%, remaining_time=0:00:14.587584, arrival_time=2021-04-10 01:25:49.651561, cost_time=0:00:01.657688 2021-04-10 01:25:35,778 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.42ms, fps=3586 images/s, loss=1.5755, top1-acc=54.92%, top5-acc=85.87%, remaining_time=0:00:13.126450, arrival_time=2021-04-10 01:25:48.905069, cost_time=0:00:02.372250 2021-04-10 01:25:36,480 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.79ms, fps=3649 images/s, loss=1.5867, top1-acc=54.94%, top5-acc=85.42%, remaining_time=0:00:11.990784, arrival_time=2021-04-10 01:25:48.471641, cost_time=0:00:03.074546 2021-04-10 01:25:37,186 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=2.07ms, fps=3632 images/s, loss=1.5952, top1-acc=54.70%, top5-acc=85.16%, remaining_time=0:00:11.037454, arrival_time=2021-04-10 01:25:48.223753, cost_time=0:00:03.779942 2021-04-10 01:25:37,886 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.79ms, fps=3661 images/s, loss=1.5966, top1-acc=54.54%, top5-acc=85.12%, remaining_time=0:00:10.154440, arrival_time=2021-04-10 01:25:48.040614, cost_time=0:00:04.479885 2021-04-10 01:25:38,597 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.84ms, fps=3602 images/s, loss=1.6020, top1-acc=54.24%, top5-acc=85.07%, remaining_time=0:00:09.344286, arrival_time=2021-04-10 01:25:47.941819, cost_time=0:00:05.191254 2021-04-10 01:25:39,300 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.37ms, fps=3648 images/s, loss=1.6115, top1-acc=54.19%, top5-acc=84.79%, remaining_time=0:00:08.545720, arrival_time=2021-04-10 01:25:47.845658, cost_time=0:00:05.893610 2021-04-10 01:25:40,008 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.57ms, fps=3617 images/s, loss=1.6162, top1-acc=54.20%, top5-acc=84.61%, remaining_time=0:00:07.775630, arrival_time=2021-04-10 01:25:47.783867, cost_time=0:00:06.601969 2021-04-10 01:25:40,714 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.08ms, fps=3629 images/s, loss=1.6167, top1-acc=54.27%, top5-acc=84.64%, remaining_time=0:00:07.016064, arrival_time=2021-04-10 01:25:47.730715, cost_time=0:00:07.308351 2021-04-10 01:25:41,424 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.78ms, fps=3612 images/s, loss=1.6228, top1-acc=54.08%, top5-acc=84.50%, remaining_time=0:00:06.268454, arrival_time=2021-04-10 01:25:47.692623, cost_time=0:00:08.017774 2021-04-10 01:25:42,125 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.38ms, fps=3653 images/s, loss=1.6207, top1-acc=54.07%, top5-acc=84.54%, remaining_time=0:00:05.522312, arrival_time=2021-04-10 01:25:47.648009, cost_time=0:00:08.719424 2021-04-10 01:25:42,834 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.08ms, fps=3616 images/s, loss=1.6173, top1-acc=54.27%, top5-acc=84.60%, remaining_time=0:00:04.786716, arrival_time=2021-04-10 01:25:47.621275, cost_time=0:00:09.428336 2021-04-10 01:25:43,540 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.66ms, fps=3631 images/s, loss=1.6164, top1-acc=54.37%, top5-acc=84.62%, remaining_time=0:00:04.053504, arrival_time=2021-04-10 01:25:47.593708, cost_time=0:00:10.133816 2021-04-10 01:25:44,242 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.10ms, fps=3649 images/s, loss=1.6158, top1-acc=54.39%, top5-acc=84.63%, remaining_time=0:00:03.323086, arrival_time=2021-04-10 01:25:47.565522, cost_time=0:00:10.836165 2021-04-10 01:25:44,938 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.45ms, fps=3680 images/s, loss=1.6197, top1-acc=54.29%, top5-acc=84.61%, remaining_time=0:00:02.594772, arrival_time=2021-04-10 01:25:47.533384, cost_time=0:00:11.532388 2021-04-10 01:25:45,632 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.89ms, fps=3694 images/s, loss=1.6162, top1-acc=54.36%, top5-acc=84.66%, remaining_time=0:00:01.869816, arrival_time=2021-04-10 01:25:47.501823, cost_time=0:00:12.225753 2021-04-10 01:25:46,337 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.77ms, fps=3633 images/s, loss=1.6144, top1-acc=54.41%, top5-acc=84.65%, remaining_time=0:00:01.149408, arrival_time=2021-04-10 01:25:47.486587, cost_time=0:00:12.930914 2021-04-10 01:25:47,047 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.25ms, fps=3619 images/s, loss=1.6126, top1-acc=54.45%, top5-acc=84.64%, remaining_time=0:00:00.430770, arrival_time=2021-04-10 01:25:47.478294, cost_time=0:00:13.641127 2021-04-10 01:25:47,422 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.10ms, fps=3632 images/s, loss=1.6153, top1-acc=54.42%, top5-acc=84.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:47.422477, cost_time=0:00:14.016260 2021-04-10 01:25:47,753 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.38ms, fps=7760 images/s, loss=2.0353, top1-acc=46.13%, top5-acc=77.54%, remaining_time=0:00:00.989580, arrival_time=2021-04-10 01:25:48.743040, cost_time=0:00:00.329861 2021-04-10 01:25:47,987 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.44ms, fps=10948 images/s, loss=1.9982, top1-acc=46.48%, top5-acc=78.03%, remaining_time=0:00:00.564120, arrival_time=2021-04-10 01:25:48.551868, cost_time=0:00:00.564112 2021-04-10 01:25:48,229 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=0.43ms, fps=10593 images/s, loss=2.0076, top1-acc=46.24%, top5-acc=78.07%, remaining_time=0:00:00.268750, arrival_time=2021-04-10 01:25:48.498653, cost_time=0:00:00.806246 2021-04-10 01:25:48,461 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.09ms, fps=10049 images/s, loss=1.9964, top1-acc=46.50%, top5-acc=78.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:48.461265, cost_time=0:00:01.037671 2021-04-10 01:25:48,512 INFO : Epoch=0014 complete, best val top1-acc=46.50%, top5-acc=78.62% (epoch=14), remaining_time=0:47:06.297156, arrival_time=2021-04-10 02:12:54.809482, cost_time=0:03:32.732046 2021-04-10 01:25:48,512 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:25:49,407 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=3.65ms, fps=2862 images/s, loss=1.5604, top1-acc=55.94%, top5-acc=85.35%, remaining_time=0:00:16.637700, arrival_time=2021-04-10 01:26:06.045322, cost_time=0:00:00.894501 2021-04-10 01:25:50,105 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.37ms, fps=3670 images/s, loss=1.5808, top1-acc=55.39%, top5-acc=85.23%, remaining_time=0:00:14.015232, arrival_time=2021-04-10 01:26:04.120949, cost_time=0:00:01.592636 2021-04-10 01:25:50,806 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.51ms, fps=3654 images/s, loss=1.5818, top1-acc=55.53%, top5-acc=85.01%, remaining_time=0:00:12.692028, arrival_time=2021-04-10 01:26:03.498892, cost_time=0:00:02.293735 2021-04-10 01:25:51,517 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.65ms, fps=3609 images/s, loss=1.5786, top1-acc=55.78%, top5-acc=85.09%, remaining_time=0:00:11.714508, arrival_time=2021-04-10 01:26:03.231420, cost_time=0:00:03.003713 2021-04-10 01:25:52,219 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.37ms, fps=3648 images/s, loss=1.5813, top1-acc=55.66%, top5-acc=85.12%, remaining_time=0:00:10.821958, arrival_time=2021-04-10 01:26:03.041251, cost_time=0:00:03.706163 2021-04-10 01:25:52,922 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.48ms, fps=3645 images/s, loss=1.5844, top1-acc=55.42%, top5-acc=85.21%, remaining_time=0:00:09.993824, arrival_time=2021-04-10 01:26:02.915933, cost_time=0:00:04.409028 2021-04-10 01:25:53,628 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.49ms, fps=3627 images/s, loss=1.5801, top1-acc=55.52%, top5-acc=85.18%, remaining_time=0:00:09.207576, arrival_time=2021-04-10 01:26:02.836009, cost_time=0:00:05.115352 2021-04-10 01:25:54,364 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.41ms, fps=3480 images/s, loss=1.5777, top1-acc=55.45%, top5-acc=85.18%, remaining_time=0:00:08.484356, arrival_time=2021-04-10 01:26:02.848735, cost_time=0:00:05.851299 2021-04-10 01:25:55,064 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.48ms, fps=3658 images/s, loss=1.5787, top1-acc=55.40%, top5-acc=85.23%, remaining_time=0:00:07.716270, arrival_time=2021-04-10 01:26:02.780951, cost_time=0:00:06.551518 2021-04-10 01:25:55,758 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=2.32ms, fps=3693 images/s, loss=1.5803, top1-acc=55.36%, top5-acc=85.27%, remaining_time=0:00:06.955584, arrival_time=2021-04-10 01:26:02.714072, cost_time=0:00:07.245396 2021-04-10 01:25:56,457 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.76ms, fps=3663 images/s, loss=1.5822, top1-acc=55.34%, top5-acc=85.26%, remaining_time=0:00:06.211264, arrival_time=2021-04-10 01:26:02.669134, cost_time=0:00:07.944644 2021-04-10 01:25:57,158 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.60ms, fps=3657 images/s, loss=1.5826, top1-acc=55.33%, top5-acc=85.28%, remaining_time=0:00:05.475420, arrival_time=2021-04-10 01:26:02.633980, cost_time=0:00:08.645418 2021-04-10 01:25:57,863 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.71ms, fps=3637 images/s, loss=1.5850, top1-acc=55.23%, top5-acc=85.24%, remaining_time=0:00:04.746852, arrival_time=2021-04-10 01:26:02.609924, cost_time=0:00:09.349854 2021-04-10 01:25:58,572 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.48ms, fps=3612 images/s, loss=1.5835, top1-acc=55.27%, top5-acc=85.20%, remaining_time=0:00:04.023768, arrival_time=2021-04-10 01:26:02.596312, cost_time=0:00:10.059415 2021-04-10 01:25:59,278 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.87ms, fps=3630 images/s, loss=1.5852, top1-acc=55.22%, top5-acc=85.14%, remaining_time=0:00:03.301282, arrival_time=2021-04-10 01:26:02.579605, cost_time=0:00:10.765124 2021-04-10 01:25:59,977 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.89ms, fps=3663 images/s, loss=1.5856, top1-acc=55.19%, top5-acc=85.14%, remaining_time=0:00:02.579580, arrival_time=2021-04-10 01:26:02.557497, cost_time=0:00:11.464825 2021-04-10 01:26:00,675 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.74ms, fps=3674 images/s, loss=1.5857, top1-acc=55.18%, top5-acc=85.13%, remaining_time=0:00:01.860066, arrival_time=2021-04-10 01:26:02.535234, cost_time=0:00:12.162044 2021-04-10 01:26:01,394 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=6.65ms, fps=3562 images/s, loss=1.5829, top1-acc=55.29%, top5-acc=85.21%, remaining_time=0:00:01.144992, arrival_time=2021-04-10 01:26:02.539408, cost_time=0:00:12.881204 2021-04-10 01:26:02,108 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.67ms, fps=3587 images/s, loss=1.5826, top1-acc=55.28%, top5-acc=85.18%, remaining_time=0:00:00.429336, arrival_time=2021-04-10 01:26:02.538166, cost_time=0:00:13.595671 2021-04-10 01:26:02,489 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.64ms, fps=3581 images/s, loss=1.5834, top1-acc=55.27%, top5-acc=85.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:02.489195, cost_time=0:00:13.976113 2021-04-10 01:26:02,893 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.37ms, fps=6347 images/s, loss=2.2072, top1-acc=42.54%, top5-acc=74.18%, remaining_time=0:00:01.209930, arrival_time=2021-04-10 01:26:04.103555, cost_time=0:00:00.403311 2021-04-10 01:26:03,121 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.41ms, fps=11269 images/s, loss=2.2105, top1-acc=42.27%, top5-acc=74.63%, remaining_time=0:00:00.630960, arrival_time=2021-04-10 01:26:03.752255, cost_time=0:00:00.630950 2021-04-10 01:26:03,355 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.74ms, fps=10949 images/s, loss=2.2327, top1-acc=41.84%, top5-acc=74.15%, remaining_time=0:00:00.288430, arrival_time=2021-04-10 01:26:03.644005, cost_time=0:00:00.865294 2021-04-10 01:26:03,601 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.07ms, fps=9466 images/s, loss=2.2113, top1-acc=42.32%, top5-acc=74.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:03.600985, cost_time=0:00:01.110725 2021-04-10 01:26:03,631 INFO : Epoch=0015 complete, best val top1-acc=46.50%, top5-acc=78.62% (epoch=14), remaining_time=0:46:50.169980, arrival_time=2021-04-10 02:12:53.801889, cost_time=0:03:47.851620 2021-04-10 01:26:03,632 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:26:04,561 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.39ms, fps=2759 images/s, loss=1.5566, top1-acc=56.13%, top5-acc=84.84%, remaining_time=0:00:17.255964, arrival_time=2021-04-10 01:26:21.816846, cost_time=0:00:00.927739 2021-04-10 01:26:05,260 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.17ms, fps=3661 images/s, loss=1.5309, top1-acc=56.78%, top5-acc=85.64%, remaining_time=0:00:14.325696, arrival_time=2021-04-10 01:26:19.586622, cost_time=0:00:01.627912 2021-04-10 01:26:05,962 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.69ms, fps=3652 images/s, loss=1.5198, top1-acc=56.84%, top5-acc=86.20%, remaining_time=0:00:12.889734, arrival_time=2021-04-10 01:26:18.852199, cost_time=0:00:02.329460 2021-04-10 01:26:06,668 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=2.12ms, fps=3631 images/s, loss=1.5229, top1-acc=56.48%, top5-acc=86.31%, remaining_time=0:00:11.836188, arrival_time=2021-04-10 01:26:18.504137, cost_time=0:00:03.034923 2021-04-10 01:26:07,378 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.87ms, fps=3607 images/s, loss=1.5350, top1-acc=56.24%, top5-acc=86.06%, remaining_time=0:00:10.935692, arrival_time=2021-04-10 01:26:18.313915, cost_time=0:00:03.745116 2021-04-10 01:26:08,085 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.73ms, fps=3626 images/s, loss=1.5437, top1-acc=55.98%, top5-acc=85.88%, remaining_time=0:00:10.091064, arrival_time=2021-04-10 01:26:18.176021, cost_time=0:00:04.451967 2021-04-10 01:26:08,785 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.34ms, fps=3658 images/s, loss=1.5373, top1-acc=56.26%, top5-acc=85.95%, remaining_time=0:00:09.274104, arrival_time=2021-04-10 01:26:18.059479, cost_time=0:00:05.152277 2021-04-10 01:26:09,485 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.74ms, fps=3658 images/s, loss=1.5382, top1-acc=56.30%, top5-acc=85.85%, remaining_time=0:00:08.486560, arrival_time=2021-04-10 01:26:17.972355, cost_time=0:00:05.852808 2021-04-10 01:26:10,189 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.81ms, fps=3641 images/s, loss=1.5432, top1-acc=56.25%, top5-acc=85.65%, remaining_time=0:00:07.721994, arrival_time=2021-04-10 01:26:17.911452, cost_time=0:00:06.556439 2021-04-10 01:26:10,895 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.53ms, fps=3630 images/s, loss=1.5443, top1-acc=56.21%, top5-acc=85.72%, remaining_time=0:00:06.971712, arrival_time=2021-04-10 01:26:17.866956, cost_time=0:00:07.262188 2021-04-10 01:26:11,607 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.12ms, fps=3597 images/s, loss=1.5497, top1-acc=56.13%, top5-acc=85.58%, remaining_time=0:00:06.234656, arrival_time=2021-04-10 01:26:17.842191, cost_time=0:00:07.974559 2021-04-10 01:26:12,312 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.89ms, fps=3635 images/s, loss=1.5492, top1-acc=56.15%, top5-acc=85.61%, remaining_time=0:00:05.496852, arrival_time=2021-04-10 01:26:17.809175, cost_time=0:00:08.679209 2021-04-10 01:26:13,008 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.41ms, fps=3679 images/s, loss=1.5469, top1-acc=56.22%, top5-acc=85.54%, remaining_time=0:00:04.760052, arrival_time=2021-04-10 01:26:17.768842, cost_time=0:00:09.375804 2021-04-10 01:26:13,714 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=2.36ms, fps=3630 images/s, loss=1.5460, top1-acc=56.19%, top5-acc=85.57%, remaining_time=0:00:04.032560, arrival_time=2021-04-10 01:26:17.746994, cost_time=0:00:10.081418 2021-04-10 01:26:14,419 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.23ms, fps=3637 images/s, loss=1.5522, top1-acc=55.98%, top5-acc=85.52%, remaining_time=0:00:03.307676, arrival_time=2021-04-10 01:26:17.726736, cost_time=0:00:10.785954 2021-04-10 01:26:15,117 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.41ms, fps=3668 images/s, loss=1.5524, top1-acc=56.00%, top5-acc=85.55%, remaining_time=0:00:02.584044, arrival_time=2021-04-10 01:26:17.701692, cost_time=0:00:11.484674 2021-04-10 01:26:15,815 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.51ms, fps=3670 images/s, loss=1.5536, top1-acc=56.01%, top5-acc=85.58%, remaining_time=0:00:01.863212, arrival_time=2021-04-10 01:26:17.678710, cost_time=0:00:12.182524 2021-04-10 01:26:16,531 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.58ms, fps=3576 images/s, loss=1.5499, top1-acc=56.09%, top5-acc=85.62%, remaining_time=0:00:01.146560, arrival_time=2021-04-10 01:26:17.678406, cost_time=0:00:12.898797 2021-04-10 01:26:17,226 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.34ms, fps=3687 images/s, loss=1.5528, top1-acc=56.04%, top5-acc=85.56%, remaining_time=0:00:00.429276, arrival_time=2021-04-10 01:26:17.656025, cost_time=0:00:13.593783 2021-04-10 01:26:17,603 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.13ms, fps=3618 images/s, loss=1.5550, top1-acc=56.05%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:17.603076, cost_time=0:00:13.970106 2021-04-10 01:26:17,961 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.28ms, fps=7157 images/s, loss=1.9403, top1-acc=48.05%, top5-acc=79.53%, remaining_time=0:00:01.073100, arrival_time=2021-04-10 01:26:19.034884, cost_time=0:00:00.357701 2021-04-10 01:26:18,246 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.41ms, fps=9011 images/s, loss=1.9789, top1-acc=47.81%, top5-acc=78.95%, remaining_time=0:00:00.642260, arrival_time=2021-04-10 01:26:18.888648, cost_time=0:00:00.642251 2021-04-10 01:26:18,494 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=0.41ms, fps=10363 images/s, loss=1.9861, top1-acc=47.38%, top5-acc=78.48%, remaining_time=0:00:00.296620, arrival_time=2021-04-10 01:26:18.790588, cost_time=0:00:00.889864 2021-04-10 01:26:18,707 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=10915 images/s, loss=1.9754, top1-acc=47.70%, top5-acc=78.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:18.706960, cost_time=0:00:01.102935 2021-04-10 01:26:18,789 INFO : Epoch=0016 complete, best val top1-acc=47.70%, top5-acc=78.54% (epoch=16), remaining_time=0:46:34.608376, arrival_time=2021-04-10 02:12:53.398109, cost_time=0:04:03.009426 2021-04-10 01:26:18,790 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:26:19,681 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.37ms, fps=2876 images/s, loss=1.5020, top1-acc=57.11%, top5-acc=86.91%, remaining_time=0:00:16.558278, arrival_time=2021-04-10 01:26:36.239460, cost_time=0:00:00.890229 2021-04-10 01:26:20,401 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.95ms, fps=3557 images/s, loss=1.5170, top1-acc=56.70%, top5-acc=86.45%, remaining_time=0:00:14.175392, arrival_time=2021-04-10 01:26:34.577052, cost_time=0:00:01.610832 2021-04-10 01:26:21,103 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.86ms, fps=3651 images/s, loss=1.4976, top1-acc=57.66%, top5-acc=86.81%, remaining_time=0:00:12.794948, arrival_time=2021-04-10 01:26:33.898256, cost_time=0:00:02.312340 2021-04-10 01:26:21,812 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.14ms, fps=3616 images/s, loss=1.5025, top1-acc=57.42%, top5-acc=86.79%, remaining_time=0:00:11.782680, arrival_time=2021-04-10 01:26:33.594731, cost_time=0:00:03.021187 2021-04-10 01:26:22,514 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.71ms, fps=3646 images/s, loss=1.5047, top1-acc=57.49%, top5-acc=86.86%, remaining_time=0:00:10.873642, arrival_time=2021-04-10 01:26:33.388388, cost_time=0:00:03.723856 2021-04-10 01:26:23,208 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=2.51ms, fps=3691 images/s, loss=1.5105, top1-acc=57.34%, top5-acc=86.71%, remaining_time=0:00:10.014088, arrival_time=2021-04-10 01:26:33.222939, cost_time=0:00:04.417989 2021-04-10 01:26:23,915 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.61ms, fps=3627 images/s, loss=1.5073, top1-acc=57.38%, top5-acc=86.73%, remaining_time=0:00:09.224460, arrival_time=2021-04-10 01:26:33.140066, cost_time=0:00:05.124715 2021-04-10 01:26:24,621 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.49ms, fps=3630 images/s, loss=1.5180, top1-acc=56.96%, top5-acc=86.54%, remaining_time=0:00:08.454080, arrival_time=2021-04-10 01:26:33.075403, cost_time=0:00:05.830429 2021-04-10 01:26:25,327 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.71ms, fps=3627 images/s, loss=1.5251, top1-acc=56.76%, top5-acc=86.32%, remaining_time=0:00:07.698886, arrival_time=2021-04-10 01:26:33.026566, cost_time=0:00:06.536813 2021-04-10 01:26:26,026 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.44ms, fps=3667 images/s, loss=1.5250, top1-acc=56.79%, top5-acc=86.30%, remaining_time=0:00:06.945984, arrival_time=2021-04-10 01:26:32.972335, cost_time=0:00:07.235382 2021-04-10 01:26:26,730 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.16ms, fps=3642 images/s, loss=1.5237, top1-acc=56.83%, top5-acc=86.23%, remaining_time=0:00:06.206878, arrival_time=2021-04-10 01:26:32.936859, cost_time=0:00:07.939041 2021-04-10 01:26:27,438 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.65ms, fps=3618 images/s, loss=1.5276, top1-acc=56.67%, top5-acc=86.15%, remaining_time=0:00:05.476636, arrival_time=2021-04-10 01:26:32.914893, cost_time=0:00:08.647338 2021-04-10 01:26:28,167 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=0.41ms, fps=3513 images/s, loss=1.5300, top1-acc=56.54%, top5-acc=86.12%, remaining_time=0:00:04.760514, arrival_time=2021-04-10 01:26:32.928335, cost_time=0:00:09.376819 2021-04-10 01:26:28,866 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.42ms, fps=3671 images/s, loss=1.5295, top1-acc=56.54%, top5-acc=86.09%, remaining_time=0:00:04.030040, arrival_time=2021-04-10 01:26:32.896012, cost_time=0:00:10.075150 2021-04-10 01:26:29,570 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.55ms, fps=3636 images/s, loss=1.5294, top1-acc=56.57%, top5-acc=86.08%, remaining_time=0:00:03.305744, arrival_time=2021-04-10 01:26:32.876255, cost_time=0:00:10.779665 2021-04-10 01:26:30,273 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.75ms, fps=3644 images/s, loss=1.5294, top1-acc=56.61%, top5-acc=86.06%, remaining_time=0:00:02.583612, arrival_time=2021-04-10 01:26:32.857288, cost_time=0:00:11.482701 2021-04-10 01:26:30,983 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.66ms, fps=3611 images/s, loss=1.5321, top1-acc=56.56%, top5-acc=85.98%, remaining_time=0:00:01.864720, arrival_time=2021-04-10 01:26:32.848015, cost_time=0:00:12.192430 2021-04-10 01:26:31,709 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.53ms, fps=3529 images/s, loss=1.5344, top1-acc=56.50%, top5-acc=85.94%, remaining_time=0:00:01.148304, arrival_time=2021-04-10 01:26:32.857552, cost_time=0:00:12.918368 2021-04-10 01:26:32,413 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.50ms, fps=3641 images/s, loss=1.5361, top1-acc=56.44%, top5-acc=85.96%, remaining_time=0:00:00.430170, arrival_time=2021-04-10 01:26:32.843108, cost_time=0:00:13.622058 2021-04-10 01:26:32,790 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.09ms, fps=3604 images/s, loss=1.5359, top1-acc=56.44%, top5-acc=85.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:32.790841, cost_time=0:00:14.000017 2021-04-10 01:26:33,144 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.32ms, fps=7275 images/s, loss=2.1447, top1-acc=44.88%, top5-acc=76.60%, remaining_time=0:00:01.055640, arrival_time=2021-04-10 01:26:34.199572, cost_time=0:00:00.351884 2021-04-10 01:26:33,379 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=0.20ms, fps=10885 images/s, loss=2.1374, top1-acc=45.43%, top5-acc=76.52%, remaining_time=0:00:00.588020, arrival_time=2021-04-10 01:26:33.967966, cost_time=0:00:00.588027 2021-04-10 01:26:33,652 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.41ms, fps=9413 images/s, loss=2.1257, top1-acc=45.62%, top5-acc=76.80%, remaining_time=0:00:00.286780, arrival_time=2021-04-10 01:26:33.939091, cost_time=0:00:00.860340 2021-04-10 01:26:33,855 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.05ms, fps=11471 images/s, loss=2.1170, top1-acc=45.34%, top5-acc=76.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:33.855134, cost_time=0:00:01.063233 2021-04-10 01:26:33,881 INFO : Epoch=0017 complete, best val top1-acc=47.70%, top5-acc=78.54% (epoch=16), remaining_time=0:46:18.384141, arrival_time=2021-04-10 02:12:52.265684, cost_time=0:04:18.101262 2021-04-10 01:26:33,882 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:26:34,803 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.26ms, fps=2780 images/s, loss=1.5132, top1-acc=56.99%, top5-acc=86.17%, remaining_time=0:00:17.127624, arrival_time=2021-04-10 01:26:51.930751, cost_time=0:00:00.920841 2021-04-10 01:26:35,505 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.51ms, fps=3647 images/s, loss=1.4896, top1-acc=58.05%, top5-acc=86.62%, remaining_time=0:00:14.283984, arrival_time=2021-04-10 01:26:49.789514, cost_time=0:00:01.623176 2021-04-10 01:26:36,205 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.43ms, fps=3663 images/s, loss=1.4947, top1-acc=57.62%, top5-acc=86.37%, remaining_time=0:00:12.852384, arrival_time=2021-04-10 01:26:49.057388, cost_time=0:00:02.322717 2021-04-10 01:26:36,903 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.40ms, fps=3666 images/s, loss=1.4948, top1-acc=57.79%, top5-acc=86.14%, remaining_time=0:00:11.783148, arrival_time=2021-04-10 01:26:48.686838, cost_time=0:00:03.021335 2021-04-10 01:26:37,605 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.52ms, fps=3651 images/s, loss=1.5025, top1-acc=57.54%, top5-acc=86.09%, remaining_time=0:00:10.871306, arrival_time=2021-04-10 01:26:48.476882, cost_time=0:00:03.723064 2021-04-10 01:26:38,308 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=2.12ms, fps=3644 images/s, loss=1.5036, top1-acc=57.27%, top5-acc=86.22%, remaining_time=0:00:10.033536, arrival_time=2021-04-10 01:26:48.342366, cost_time=0:00:04.426532 2021-04-10 01:26:39,011 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.41ms, fps=3646 images/s, loss=1.5076, top1-acc=57.17%, top5-acc=86.16%, remaining_time=0:00:09.232524, arrival_time=2021-04-10 01:26:48.244116, cost_time=0:00:05.129164 2021-04-10 01:26:39,717 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.51ms, fps=3629 images/s, loss=1.5045, top1-acc=57.31%, top5-acc=86.21%, remaining_time=0:00:08.461272, arrival_time=2021-04-10 01:26:48.179042, cost_time=0:00:05.835379 2021-04-10 01:26:40,423 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.14ms, fps=3632 images/s, loss=1.5088, top1-acc=57.25%, top5-acc=86.17%, remaining_time=0:00:07.703656, arrival_time=2021-04-10 01:26:48.126870, cost_time=0:00:06.540868 2021-04-10 01:26:41,125 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.84ms, fps=3651 images/s, loss=1.5120, top1-acc=57.22%, top5-acc=86.18%, remaining_time=0:00:06.952800, arrival_time=2021-04-10 01:26:48.077735, cost_time=0:00:07.242518 2021-04-10 01:26:41,833 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.59ms, fps=3617 images/s, loss=1.5129, top1-acc=57.23%, top5-acc=86.20%, remaining_time=0:00:06.216252, arrival_time=2021-04-10 01:26:48.049622, cost_time=0:00:07.951026 2021-04-10 01:26:42,543 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.47ms, fps=3608 images/s, loss=1.5112, top1-acc=57.23%, top5-acc=86.23%, remaining_time=0:00:05.485376, arrival_time=2021-04-10 01:26:48.028978, cost_time=0:00:08.661153 2021-04-10 01:26:43,244 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.83ms, fps=3656 images/s, loss=1.5129, top1-acc=57.15%, top5-acc=86.23%, remaining_time=0:00:04.753188, arrival_time=2021-04-10 01:26:47.997833, cost_time=0:00:09.362295 2021-04-10 01:26:43,950 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.37ms, fps=3632 images/s, loss=1.5157, top1-acc=57.10%, top5-acc=86.17%, remaining_time=0:00:04.027072, arrival_time=2021-04-10 01:26:47.977103, cost_time=0:00:10.067748 2021-04-10 01:26:44,648 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.71ms, fps=3671 images/s, loss=1.5128, top1-acc=57.18%, top5-acc=86.19%, remaining_time=0:00:03.301420, arrival_time=2021-04-10 01:26:47.949369, cost_time=0:00:10.765523 2021-04-10 01:26:45,352 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.18ms, fps=3637 images/s, loss=1.5122, top1-acc=57.17%, top5-acc=86.22%, remaining_time=0:00:02.580840, arrival_time=2021-04-10 01:26:47.933577, cost_time=0:00:11.470396 2021-04-10 01:26:46,047 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.32ms, fps=3690 images/s, loss=1.5128, top1-acc=57.20%, top5-acc=86.22%, remaining_time=0:00:01.860482, arrival_time=2021-04-10 01:26:47.907535, cost_time=0:00:12.164738 2021-04-10 01:26:46,754 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.39ms, fps=3625 images/s, loss=1.5148, top1-acc=57.17%, top5-acc=86.15%, remaining_time=0:00:01.144160, arrival_time=2021-04-10 01:26:47.898535, cost_time=0:00:12.871881 2021-04-10 01:26:47,478 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.80ms, fps=3540 images/s, loss=1.5120, top1-acc=57.21%, top5-acc=86.19%, remaining_time=0:00:00.429348, arrival_time=2021-04-10 01:26:47.907578, cost_time=0:00:13.595939 2021-04-10 01:26:47,856 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.07ms, fps=3597 images/s, loss=1.5152, top1-acc=57.16%, top5-acc=86.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:47.856726, cost_time=0:00:13.974446 2021-04-10 01:26:48,181 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.40ms, fps=7928 images/s, loss=2.4231, top1-acc=40.08%, top5-acc=72.89%, remaining_time=0:00:00.968640, arrival_time=2021-04-10 01:26:49.149648, cost_time=0:00:00.322885 2021-04-10 01:26:48,404 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.44ms, fps=11472 images/s, loss=2.4371, top1-acc=39.39%, top5-acc=72.81%, remaining_time=0:00:00.546520, arrival_time=2021-04-10 01:26:48.951178, cost_time=0:00:00.546519 2021-04-10 01:26:48,686 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=0.29ms, fps=9111 images/s, loss=2.4426, top1-acc=39.49%, top5-acc=72.45%, remaining_time=0:00:00.276000, arrival_time=2021-04-10 01:26:48.962107, cost_time=0:00:00.827988 2021-04-10 01:26:48,917 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=10031 images/s, loss=2.4228, top1-acc=39.40%, top5-acc=72.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:48.917790, cost_time=0:00:01.059720 2021-04-10 01:26:48,956 INFO : Epoch=0018 complete, best val top1-acc=47.70%, top5-acc=78.54% (epoch=16), remaining_time=0:46:02.113172, arrival_time=2021-04-10 02:12:51.069499, cost_time=0:04:33.176027 2021-04-10 01:26:48,957 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:26:49,875 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=2.17ms, fps=2788 images/s, loss=1.4890, top1-acc=57.73%, top5-acc=86.56%, remaining_time=0:00:17.077032, arrival_time=2021-04-10 01:27:06.952581, cost_time=0:00:00.918124 2021-04-10 01:26:50,574 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.57ms, fps=3667 images/s, loss=1.4938, top1-acc=56.93%, top5-acc=86.68%, remaining_time=0:00:14.227312, arrival_time=2021-04-10 01:27:04.801667, cost_time=0:00:01.616749 2021-04-10 01:26:51,282 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.05ms, fps=3619 images/s, loss=1.4893, top1-acc=57.41%, top5-acc=86.89%, remaining_time=0:00:12.864834, arrival_time=2021-04-10 01:27:04.147206, cost_time=0:00:02.324972 2021-04-10 01:26:51,986 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=2.15ms, fps=3639 images/s, loss=1.4859, top1-acc=57.49%, top5-acc=87.17%, remaining_time=0:00:11.812944, arrival_time=2021-04-10 01:27:03.799252, cost_time=0:00:03.028948 2021-04-10 01:26:52,714 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.77ms, fps=3516 images/s, loss=1.4920, top1-acc=57.48%, top5-acc=86.97%, remaining_time=0:00:10.971900, arrival_time=2021-04-10 01:27:03.686823, cost_time=0:00:03.757488 2021-04-10 01:26:53,420 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.96ms, fps=3631 images/s, loss=1.4949, top1-acc=57.40%, top5-acc=86.80%, remaining_time=0:00:10.116632, arrival_time=2021-04-10 01:27:03.537310, cost_time=0:00:04.463217 2021-04-10 01:26:54,129 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.86ms, fps=3617 images/s, loss=1.4893, top1-acc=57.49%, top5-acc=86.87%, remaining_time=0:00:09.308880, arrival_time=2021-04-10 01:27:03.437936, cost_time=0:00:05.171629 2021-04-10 01:26:54,841 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=2.10ms, fps=3595 images/s, loss=1.4925, top1-acc=57.54%, top5-acc=86.73%, remaining_time=0:00:08.532264, arrival_time=2021-04-10 01:27:03.373958, cost_time=0:00:05.884319 2021-04-10 01:26:55,541 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.57ms, fps=3660 images/s, loss=1.4905, top1-acc=57.62%, top5-acc=86.71%, remaining_time=0:00:07.754748, arrival_time=2021-04-10 01:27:03.296405, cost_time=0:00:06.584243 2021-04-10 01:26:56,242 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=2.13ms, fps=3658 images/s, loss=1.4878, top1-acc=57.70%, top5-acc=86.76%, remaining_time=0:00:06.993312, arrival_time=2021-04-10 01:27:03.235387, cost_time=0:00:07.284704 2021-04-10 01:26:56,942 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.99ms, fps=3657 images/s, loss=1.4850, top1-acc=57.82%, top5-acc=86.76%, remaining_time=0:00:06.242998, arrival_time=2021-04-10 01:27:03.185560, cost_time=0:00:07.985202 2021-04-10 01:26:57,644 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.09ms, fps=3649 images/s, loss=1.4844, top1-acc=57.77%, top5-acc=86.74%, remaining_time=0:00:05.501792, arrival_time=2021-04-10 01:27:03.146225, cost_time=0:00:08.687069 2021-04-10 01:26:58,352 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.75ms, fps=3617 images/s, loss=1.4860, top1-acc=57.71%, top5-acc=86.72%, remaining_time=0:00:04.769952, arrival_time=2021-04-10 01:27:03.122770, cost_time=0:00:09.395317 2021-04-10 01:26:59,056 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.38ms, fps=3643 images/s, loss=1.4865, top1-acc=57.69%, top5-acc=86.76%, remaining_time=0:00:04.039504, arrival_time=2021-04-10 01:27:03.095685, cost_time=0:00:10.098763 2021-04-10 01:26:59,756 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.98ms, fps=3659 images/s, loss=1.4855, top1-acc=57.68%, top5-acc=86.72%, remaining_time=0:00:03.311724, arrival_time=2021-04-10 01:27:03.068111, cost_time=0:00:10.799025 2021-04-10 01:27:00,462 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.96ms, fps=3628 images/s, loss=1.4871, top1-acc=57.59%, top5-acc=86.74%, remaining_time=0:00:02.588616, arrival_time=2021-04-10 01:27:03.050995, cost_time=0:00:11.505018 2021-04-10 01:27:01,165 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=2.55ms, fps=3642 images/s, loss=1.4911, top1-acc=57.50%, top5-acc=86.69%, remaining_time=0:00:01.867164, arrival_time=2021-04-10 01:27:03.032980, cost_time=0:00:12.208403 2021-04-10 01:27:01,872 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.94ms, fps=3627 images/s, loss=1.4931, top1-acc=57.47%, top5-acc=86.66%, remaining_time=0:00:01.148000, arrival_time=2021-04-10 01:27:03.020492, cost_time=0:00:12.915089 2021-04-10 01:27:02,571 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.48ms, fps=3667 images/s, loss=1.4956, top1-acc=57.36%, top5-acc=86.64%, remaining_time=0:00:00.429906, arrival_time=2021-04-10 01:27:03.000986, cost_time=0:00:13.613716 2021-04-10 01:27:02,947 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.08ms, fps=3617 images/s, loss=1.4951, top1-acc=57.39%, top5-acc=86.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:02.947590, cost_time=0:00:13.990187 2021-04-10 01:27:03,270 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.62ms, fps=7945 images/s, loss=2.1728, top1-acc=46.02%, top5-acc=76.99%, remaining_time=0:00:00.966510, arrival_time=2021-04-10 01:27:04.237402, cost_time=0:00:00.322170 2021-04-10 01:27:03,508 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.27ms, fps=10824 images/s, loss=2.1255, top1-acc=45.90%, top5-acc=77.99%, remaining_time=0:00:00.559240, arrival_time=2021-04-10 01:27:04.067183, cost_time=0:00:00.559243 2021-04-10 01:27:03,730 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.21ms, fps=11553 images/s, loss=2.1391, top1-acc=46.29%, top5-acc=77.71%, remaining_time=0:00:00.260440, arrival_time=2021-04-10 01:27:03.990413, cost_time=0:00:00.781317 2021-04-10 01:27:03,895 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.12ms, fps=14021 images/s, loss=2.1216, top1-acc=46.50%, top5-acc=77.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:03.895850, cost_time=0:00:00.947155 2021-04-10 01:27:03,943 INFO : Epoch=0019 complete, best val top1-acc=47.70%, top5-acc=78.54% (epoch=16), remaining_time=0:45:45.137586, arrival_time=2021-04-10 02:12:49.081510, cost_time=0:04:48.163618 2021-04-10 01:27:03,944 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:27:04,874 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=2.27ms, fps=2755 images/s, loss=1.5064, top1-acc=56.91%, top5-acc=86.25%, remaining_time=0:00:17.283678, arrival_time=2021-04-10 01:27:22.157938, cost_time=0:00:00.929228 2021-04-10 01:27:05,571 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.16ms, fps=3674 images/s, loss=1.4762, top1-acc=57.99%, top5-acc=86.80%, remaining_time=0:00:14.313024, arrival_time=2021-04-10 01:27:19.884682, cost_time=0:00:01.626484 2021-04-10 01:27:06,271 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.89ms, fps=3664 images/s, loss=1.4685, top1-acc=57.83%, top5-acc=87.06%, remaining_time=0:00:12.872802, arrival_time=2021-04-10 01:27:19.144282, cost_time=0:00:02.326405 2021-04-10 01:27:06,977 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.85ms, fps=3631 images/s, loss=1.4476, top1-acc=58.48%, top5-acc=87.17%, remaining_time=0:00:11.824332, arrival_time=2021-04-10 01:27:18.801348, cost_time=0:00:03.031894 2021-04-10 01:27:07,681 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.57ms, fps=3639 images/s, loss=1.4472, top1-acc=58.70%, top5-acc=87.21%, remaining_time=0:00:10.909266, arrival_time=2021-04-10 01:27:18.590387, cost_time=0:00:03.736036 2021-04-10 01:27:08,390 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.51ms, fps=3611 images/s, loss=1.4516, top1-acc=58.62%, top5-acc=87.12%, remaining_time=0:00:10.076512, arrival_time=2021-04-10 01:27:18.467213, cost_time=0:00:04.445542 2021-04-10 01:27:09,101 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.13ms, fps=3608 images/s, loss=1.4520, top1-acc=58.71%, top5-acc=87.04%, remaining_time=0:00:09.280656, arrival_time=2021-04-10 01:27:18.381681, cost_time=0:00:05.155921 2021-04-10 01:27:09,804 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.80ms, fps=3641 images/s, loss=1.4543, top1-acc=58.59%, top5-acc=87.06%, remaining_time=0:00:08.496420, arrival_time=2021-04-10 01:27:18.301148, cost_time=0:00:05.859580 2021-04-10 01:27:10,515 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.37ms, fps=3606 images/s, loss=1.4616, top1-acc=58.49%, top5-acc=86.91%, remaining_time=0:00:07.738212, arrival_time=2021-04-10 01:27:18.253503, cost_time=0:00:06.570201 2021-04-10 01:27:11,217 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.92ms, fps=3648 images/s, loss=1.4646, top1-acc=58.38%, top5-acc=86.90%, remaining_time=0:00:06.981504, arrival_time=2021-04-10 01:27:18.199112, cost_time=0:00:07.272398 2021-04-10 01:27:11,913 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.49ms, fps=3682 images/s, loss=1.4627, top1-acc=58.39%, top5-acc=86.94%, remaining_time=0:00:06.230012, arrival_time=2021-04-10 01:27:18.143686, cost_time=0:00:07.968570 2021-04-10 01:27:12,616 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.00ms, fps=3643 images/s, loss=1.4639, top1-acc=58.40%, top5-acc=86.91%, remaining_time=0:00:05.492140, arrival_time=2021-04-10 01:27:18.109060, cost_time=0:00:08.671845 2021-04-10 01:27:13,318 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.50ms, fps=3653 images/s, loss=1.4666, top1-acc=58.22%, top5-acc=86.87%, remaining_time=0:00:04.758732, arrival_time=2021-04-10 01:27:18.077144, cost_time=0:00:09.373318 2021-04-10 01:27:14,026 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.17ms, fps=3620 images/s, loss=1.4697, top1-acc=58.18%, top5-acc=86.81%, remaining_time=0:00:04.032392, arrival_time=2021-04-10 01:27:18.058430, cost_time=0:00:10.080942 2021-04-10 01:27:14,726 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.35ms, fps=3659 images/s, loss=1.4724, top1-acc=58.11%, top5-acc=86.77%, remaining_time=0:00:03.306204, arrival_time=2021-04-10 01:27:18.032393, cost_time=0:00:10.781153 2021-04-10 01:27:15,425 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.66ms, fps=3661 images/s, loss=1.4717, top1-acc=58.15%, top5-acc=86.81%, remaining_time=0:00:02.583180, arrival_time=2021-04-10 01:27:18.009020, cost_time=0:00:11.480761 2021-04-10 01:27:16,146 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=4.28ms, fps=3554 images/s, loss=1.4756, top1-acc=58.09%, top5-acc=86.71%, remaining_time=0:00:01.866124, arrival_time=2021-04-10 01:27:18.012840, cost_time=0:00:12.201542 2021-04-10 01:27:16,847 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.35ms, fps=3656 images/s, loss=1.4789, top1-acc=58.03%, top5-acc=86.64%, remaining_time=0:00:01.146896, arrival_time=2021-04-10 01:27:17.994535, cost_time=0:00:12.902553 2021-04-10 01:27:17,543 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.22ms, fps=3683 images/s, loss=1.4845, top1-acc=57.93%, top5-acc=86.54%, remaining_time=0:00:00.429420, arrival_time=2021-04-10 01:27:17.972717, cost_time=0:00:13.598273 2021-04-10 01:27:17,915 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.08ms, fps=3656 images/s, loss=1.4838, top1-acc=57.93%, top5-acc=86.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:17.915667, cost_time=0:00:13.970635 2021-04-10 01:27:18,324 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.44ms, fps=6276 images/s, loss=2.0145, top1-acc=47.11%, top5-acc=79.45%, remaining_time=0:00:01.223640, arrival_time=2021-04-10 01:27:19.548316, cost_time=0:00:00.407875 2021-04-10 01:27:18,569 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.31ms, fps=10471 images/s, loss=2.0035, top1-acc=47.85%, top5-acc=79.67%, remaining_time=0:00:00.652880, arrival_time=2021-04-10 01:27:19.222647, cost_time=0:00:00.652878 2021-04-10 01:27:18,832 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=0.56ms, fps=9790 images/s, loss=1.9902, top1-acc=47.99%, top5-acc=79.83%, remaining_time=0:00:00.305040, arrival_time=2021-04-10 01:27:19.137011, cost_time=0:00:00.915132 2021-04-10 01:27:19,061 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.05ms, fps=10149 images/s, loss=1.9615, top1-acc=48.26%, top5-acc=80.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:19.061066, cost_time=0:00:01.144353 2021-04-10 01:27:19,111 INFO : Epoch=0020 complete, best val top1-acc=48.26%, top5-acc=80.21% (epoch=20), remaining_time=0:45:29.976660, arrival_time=2021-04-10 02:12:49.087677, cost_time=0:05:03.330748 2021-04-10 01:27:19,111 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:27:20,032 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.53ms, fps=2780 images/s, loss=1.4519, top1-acc=58.16%, top5-acc=87.89%, remaining_time=0:00:17.127438, arrival_time=2021-04-10 01:27:37.160190, cost_time=0:00:00.920826 2021-04-10 01:27:20,742 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=3.15ms, fps=3610 images/s, loss=1.4170, top1-acc=59.65%, top5-acc=88.32%, remaining_time=0:00:14.351392, arrival_time=2021-04-10 01:27:35.094056, cost_time=0:00:01.630845 2021-04-10 01:27:21,451 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.12ms, fps=3617 images/s, loss=1.4345, top1-acc=58.87%, top5-acc=87.99%, remaining_time=0:00:12.944016, arrival_time=2021-04-10 01:27:34.395200, cost_time=0:00:02.339273 2021-04-10 01:27:22,157 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.08ms, fps=3626 images/s, loss=1.4463, top1-acc=58.59%, top5-acc=87.84%, remaining_time=0:00:11.879868, arrival_time=2021-04-10 01:27:34.037749, cost_time=0:00:03.046122 2021-04-10 01:27:22,864 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.74ms, fps=3624 images/s, loss=1.4525, top1-acc=58.28%, top5-acc=87.53%, remaining_time=0:00:10.958760, arrival_time=2021-04-10 01:27:33.823631, cost_time=0:00:03.752978 2021-04-10 01:27:23,586 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.64ms, fps=3551 images/s, loss=1.4543, top1-acc=58.39%, top5-acc=87.49%, remaining_time=0:00:10.142608, arrival_time=2021-04-10 01:27:33.729108, cost_time=0:00:04.474682 2021-04-10 01:27:24,294 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.43ms, fps=3619 images/s, loss=1.4544, top1-acc=58.27%, top5-acc=87.55%, remaining_time=0:00:09.328662, arrival_time=2021-04-10 01:27:33.623000, cost_time=0:00:05.182573 2021-04-10 01:27:24,988 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.52ms, fps=3694 images/s, loss=1.4573, top1-acc=58.36%, top5-acc=87.53%, remaining_time=0:00:08.520316, arrival_time=2021-04-10 01:27:33.508281, cost_time=0:00:05.876088 2021-04-10 01:27:25,688 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.36ms, fps=3656 images/s, loss=1.4474, top1-acc=58.66%, top5-acc=87.66%, remaining_time=0:00:07.746268, arrival_time=2021-04-10 01:27:33.435020, cost_time=0:00:06.576978 2021-04-10 01:27:26,397 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.07ms, fps=3615 images/s, loss=1.4437, top1-acc=58.79%, top5-acc=87.59%, remaining_time=0:00:06.994080, arrival_time=2021-04-10 01:27:33.391307, cost_time=0:00:07.285473 2021-04-10 01:27:27,104 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.82ms, fps=3624 images/s, loss=1.4430, top1-acc=58.85%, top5-acc=87.59%, remaining_time=0:00:06.248416, arrival_time=2021-04-10 01:27:33.352451, cost_time=0:00:07.992200 2021-04-10 01:27:27,807 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.41ms, fps=3641 images/s, loss=1.4452, top1-acc=58.74%, top5-acc=87.61%, remaining_time=0:00:05.507416, arrival_time=2021-04-10 01:27:33.315163, cost_time=0:00:08.695923 2021-04-10 01:27:28,507 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.37ms, fps=3662 images/s, loss=1.4505, top1-acc=58.62%, top5-acc=87.48%, remaining_time=0:00:04.770084, arrival_time=2021-04-10 01:27:33.277396, cost_time=0:00:09.395564 2021-04-10 01:27:29,204 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.90ms, fps=3677 images/s, loss=1.4521, top1-acc=58.62%, top5-acc=87.46%, remaining_time=0:00:04.036872, arrival_time=2021-04-10 01:27:33.240856, cost_time=0:00:10.092178 2021-04-10 01:27:29,906 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.50ms, fps=3649 images/s, loss=1.4546, top1-acc=58.63%, top5-acc=87.36%, remaining_time=0:00:03.310252, arrival_time=2021-04-10 01:27:33.216479, cost_time=0:00:10.794310 2021-04-10 01:27:30,607 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.84ms, fps=3656 images/s, loss=1.4567, top1-acc=58.49%, top5-acc=87.29%, remaining_time=0:00:02.586492, arrival_time=2021-04-10 01:27:33.193766, cost_time=0:00:11.495459 2021-04-10 01:27:31,333 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.64ms, fps=3530 images/s, loss=1.4574, top1-acc=58.48%, top5-acc=87.30%, remaining_time=0:00:01.869140, arrival_time=2021-04-10 01:27:33.202256, cost_time=0:00:12.221311 2021-04-10 01:27:32,031 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.49ms, fps=3671 images/s, loss=1.4560, top1-acc=58.52%, top5-acc=87.29%, remaining_time=0:00:01.148384, arrival_time=2021-04-10 01:27:33.179543, cost_time=0:00:12.919236 2021-04-10 01:27:32,742 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.76ms, fps=3604 images/s, loss=1.4566, top1-acc=58.49%, top5-acc=87.27%, remaining_time=0:00:00.430434, arrival_time=2021-04-10 01:27:33.172714, cost_time=0:00:13.630451 2021-04-10 01:27:33,129 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.56ms, fps=3522 images/s, loss=1.4582, top1-acc=58.48%, top5-acc=87.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:33.129020, cost_time=0:00:14.017230 2021-04-10 01:27:33,423 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=26.40ms, fps=8735 images/s, loss=1.8084, top1-acc=51.33%, top5-acc=81.60%, remaining_time=0:00:00.879090, arrival_time=2021-04-10 01:27:34.302648, cost_time=0:00:00.293032 2021-04-10 01:27:33,624 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.33ms, fps=12782 images/s, loss=1.8090, top1-acc=50.94%, top5-acc=81.78%, remaining_time=0:00:00.493800, arrival_time=2021-04-10 01:27:34.118136, cost_time=0:00:00.493810 2021-04-10 01:27:33,855 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=0.51ms, fps=11113 images/s, loss=1.8038, top1-acc=51.07%, top5-acc=81.80%, remaining_time=0:00:00.241570, arrival_time=2021-04-10 01:27:34.096799, cost_time=0:00:00.724700 2021-04-10 01:27:34,085 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.06ms, fps=10088 images/s, loss=1.7969, top1-acc=51.04%, top5-acc=81.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:34.085886, cost_time=0:00:00.955441 2021-04-10 01:27:34,134 INFO : Epoch=0021 complete, best val top1-acc=51.04%, top5-acc=81.52% (epoch=21), remaining_time=0:45:13.592565, arrival_time=2021-04-10 02:12:47.727277, cost_time=0:05:18.354435 2021-04-10 01:27:34,135 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:27:35,038 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=5.70ms, fps=2835 images/s, loss=1.4609, top1-acc=59.26%, top5-acc=86.37%, remaining_time=0:00:16.794312, arrival_time=2021-04-10 01:27:51.832844, cost_time=0:00:00.902923 2021-04-10 01:27:35,734 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.89ms, fps=3681 images/s, loss=1.4203, top1-acc=59.53%, top5-acc=87.64%, remaining_time=0:00:14.071024, arrival_time=2021-04-10 01:27:49.805581, cost_time=0:00:01.598988 2021-04-10 01:27:36,437 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=2.31ms, fps=3644 images/s, loss=1.4434, top1-acc=58.59%, top5-acc=87.55%, remaining_time=0:00:12.738176, arrival_time=2021-04-10 01:27:49.176017, cost_time=0:00:02.302088 2021-04-10 01:27:37,173 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.53ms, fps=3482 images/s, loss=1.4438, top1-acc=58.58%, top5-acc=87.58%, remaining_time=0:00:11.848824, arrival_time=2021-04-10 01:27:49.022474, cost_time=0:00:03.038143 2021-04-10 01:27:37,889 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.06ms, fps=3581 images/s, loss=1.4303, top1-acc=58.98%, top5-acc=87.81%, remaining_time=0:00:10.960220, arrival_time=2021-04-10 01:27:48.849388, cost_time=0:00:03.753504 2021-04-10 01:27:38,611 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.90ms, fps=3546 images/s, loss=1.4287, top1-acc=59.25%, top5-acc=87.85%, remaining_time=0:00:10.146416, arrival_time=2021-04-10 01:27:48.758295, cost_time=0:00:04.476387 2021-04-10 01:27:39,321 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.64ms, fps=3610 images/s, loss=1.4325, top1-acc=59.15%, top5-acc=87.76%, remaining_time=0:00:09.334836, arrival_time=2021-04-10 01:27:48.656411, cost_time=0:00:05.186003 2021-04-10 01:27:40,018 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=2.74ms, fps=3679 images/s, loss=1.4329, top1-acc=59.09%, top5-acc=87.78%, remaining_time=0:00:08.529596, arrival_time=2021-04-10 01:27:48.547608, cost_time=0:00:05.882449 2021-04-10 01:27:40,726 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.92ms, fps=3618 images/s, loss=1.4302, top1-acc=59.20%, top5-acc=87.69%, remaining_time=0:00:07.762274, arrival_time=2021-04-10 01:27:48.488548, cost_time=0:00:06.590644 2021-04-10 01:27:41,433 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.12ms, fps=3625 images/s, loss=1.4294, top1-acc=59.23%, top5-acc=87.65%, remaining_time=0:00:07.005792, arrival_time=2021-04-10 01:27:48.439024, cost_time=0:00:07.297682 2021-04-10 01:27:42,139 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.15ms, fps=3629 images/s, loss=1.4309, top1-acc=59.21%, top5-acc=87.66%, remaining_time=0:00:06.257446, arrival_time=2021-04-10 01:27:48.396912, cost_time=0:00:08.003749 2021-04-10 01:27:42,841 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.55ms, fps=3650 images/s, loss=1.4354, top1-acc=59.08%, top5-acc=87.65%, remaining_time=0:00:05.513800, arrival_time=2021-04-10 01:27:48.355332, cost_time=0:00:08.706018 2021-04-10 01:27:43,542 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.78ms, fps=3655 images/s, loss=1.4357, top1-acc=59.04%, top5-acc=87.62%, remaining_time=0:00:04.775826, arrival_time=2021-04-10 01:27:48.318230, cost_time=0:00:09.406871 2021-04-10 01:27:44,244 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.49ms, fps=3648 images/s, loss=1.4385, top1-acc=58.96%, top5-acc=87.54%, remaining_time=0:00:04.043648, arrival_time=2021-04-10 01:27:48.288516, cost_time=0:00:10.109166 2021-04-10 01:27:44,949 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.49ms, fps=3639 images/s, loss=1.4403, top1-acc=58.83%, top5-acc=87.53%, remaining_time=0:00:03.316140, arrival_time=2021-04-10 01:27:48.265151, cost_time=0:00:10.813513 2021-04-10 01:27:45,652 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.04ms, fps=3643 images/s, loss=1.4417, top1-acc=58.77%, top5-acc=87.52%, remaining_time=0:00:02.591244, arrival_time=2021-04-10 01:27:48.243488, cost_time=0:00:11.516690 2021-04-10 01:27:46,350 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.39ms, fps=3672 images/s, loss=1.4438, top1-acc=58.69%, top5-acc=87.48%, remaining_time=0:00:01.868100, arrival_time=2021-04-10 01:27:48.218085, cost_time=0:00:12.214420 2021-04-10 01:27:47,048 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.38ms, fps=3668 images/s, loss=1.4418, top1-acc=58.81%, top5-acc=87.53%, remaining_time=0:00:01.147824, arrival_time=2021-04-10 01:27:48.196384, cost_time=0:00:12.912984 2021-04-10 01:27:47,746 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.18ms, fps=3668 images/s, loss=1.4437, top1-acc=58.73%, top5-acc=87.50%, remaining_time=0:00:00.429834, arrival_time=2021-04-10 01:27:48.176785, cost_time=0:00:13.611456 2021-04-10 01:27:48,122 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.34ms, fps=3623 images/s, loss=1.4453, top1-acc=58.69%, top5-acc=87.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:48.122686, cost_time=0:00:13.987204 2021-04-10 01:27:48,412 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=3.29ms, fps=8852 images/s, loss=1.9860, top1-acc=48.75%, top5-acc=78.59%, remaining_time=0:00:00.867600, arrival_time=2021-04-10 01:27:49.280462, cost_time=0:00:00.289195 2021-04-10 01:27:48,625 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=12.32ms, fps=12124 images/s, loss=2.0248, top1-acc=48.01%, top5-acc=78.16%, remaining_time=0:00:00.500780, arrival_time=2021-04-10 01:27:49.125238, cost_time=0:00:00.500786 2021-04-10 01:27:48,879 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=4.70ms, fps=10089 images/s, loss=2.0204, top1-acc=48.15%, top5-acc=78.37%, remaining_time=0:00:00.251870, arrival_time=2021-04-10 01:27:49.131167, cost_time=0:00:00.755624 2021-04-10 01:27:49,118 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.10ms, fps=9741 images/s, loss=2.0105, top1-acc=47.89%, top5-acc=78.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:49.118004, cost_time=0:00:00.994253 2021-04-10 01:27:49,159 INFO : Epoch=0022 complete, best val top1-acc=51.04%, top5-acc=81.52% (epoch=21), remaining_time=0:44:57.343826, arrival_time=2021-04-10 02:12:46.503653, cost_time=0:05:33.379570 2021-04-10 01:27:49,160 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:27:50,059 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.25ms, fps=2849 images/s, loss=1.4420, top1-acc=58.40%, top5-acc=87.58%, remaining_time=0:00:16.713588, arrival_time=2021-04-10 01:28:06.772687, cost_time=0:00:00.898575 2021-04-10 01:27:50,758 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.47ms, fps=3666 images/s, loss=1.4118, top1-acc=58.87%, top5-acc=88.11%, remaining_time=0:00:14.057120, arrival_time=2021-04-10 01:28:04.815163, cost_time=0:00:01.597390 2021-04-10 01:27:51,464 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.75ms, fps=3626 images/s, loss=1.3956, top1-acc=59.31%, top5-acc=88.26%, remaining_time=0:00:12.750128, arrival_time=2021-04-10 01:28:04.214896, cost_time=0:00:02.304241 2021-04-10 01:27:52,187 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.64ms, fps=3543 images/s, loss=1.4019, top1-acc=59.48%, top5-acc=88.10%, remaining_time=0:00:11.806392, arrival_time=2021-04-10 01:28:03.994226, cost_time=0:00:03.027270 2021-04-10 01:27:52,892 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.85ms, fps=3637 images/s, loss=1.4124, top1-acc=59.20%, top5-acc=87.94%, remaining_time=0:00:10.896856, arrival_time=2021-04-10 01:28:03.789197, cost_time=0:00:03.731781 2021-04-10 01:27:53,593 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=2.15ms, fps=3658 images/s, loss=1.4130, top1-acc=59.28%, top5-acc=87.75%, remaining_time=0:00:10.046184, arrival_time=2021-04-10 01:28:03.639109, cost_time=0:00:04.432169 2021-04-10 01:27:54,325 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.75ms, fps=3503 images/s, loss=1.4146, top1-acc=59.03%, top5-acc=87.87%, remaining_time=0:00:09.296028, arrival_time=2021-04-10 01:28:03.621018, cost_time=0:00:05.164428 2021-04-10 01:27:55,028 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.63ms, fps=3643 images/s, loss=1.4196, top1-acc=58.98%, top5-acc=87.75%, remaining_time=0:00:08.508252, arrival_time=2021-04-10 01:28:03.536597, cost_time=0:00:05.867781 2021-04-10 01:27:55,734 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=2.03ms, fps=3628 images/s, loss=1.4224, top1-acc=58.99%, top5-acc=87.63%, remaining_time=0:00:07.742558, arrival_time=2021-04-10 01:28:03.477154, cost_time=0:00:06.573903 2021-04-10 01:27:56,435 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.59ms, fps=3655 images/s, loss=1.4287, top1-acc=58.81%, top5-acc=87.53%, remaining_time=0:00:06.984192, arrival_time=2021-04-10 01:28:03.419860, cost_time=0:00:07.275165 2021-04-10 01:27:57,137 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.88ms, fps=3651 images/s, loss=1.4234, top1-acc=58.96%, top5-acc=87.60%, remaining_time=0:00:06.236290, arrival_time=2021-04-10 01:28:03.373485, cost_time=0:00:07.976632 2021-04-10 01:27:57,836 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.48ms, fps=3667 images/s, loss=1.4246, top1-acc=58.96%, top5-acc=87.56%, remaining_time=0:00:05.494420, arrival_time=2021-04-10 01:28:03.330453, cost_time=0:00:08.675372 2021-04-10 01:27:58,542 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.82ms, fps=3629 images/s, loss=1.4271, top1-acc=58.92%, top5-acc=87.50%, remaining_time=0:00:04.763022, arrival_time=2021-04-10 01:28:03.305254, cost_time=0:00:09.381680 2021-04-10 01:27:59,245 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=2.51ms, fps=3644 images/s, loss=1.4290, top1-acc=58.94%, top5-acc=87.49%, remaining_time=0:00:04.033904, arrival_time=2021-04-10 01:28:03.279239, cost_time=0:00:10.084791 2021-04-10 01:27:59,952 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.92ms, fps=3624 images/s, loss=1.4300, top1-acc=58.91%, top5-acc=87.50%, remaining_time=0:00:03.309470, arrival_time=2021-04-10 01:28:03.261792, cost_time=0:00:10.791691 2021-04-10 01:28:00,658 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.42ms, fps=3629 images/s, loss=1.4298, top1-acc=58.87%, top5-acc=87.51%, remaining_time=0:00:02.587032, arrival_time=2021-04-10 01:28:03.245542, cost_time=0:00:11.497953 2021-04-10 01:28:01,377 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.58ms, fps=3565 images/s, loss=1.4297, top1-acc=58.86%, top5-acc=87.54%, remaining_time=0:00:01.868412, arrival_time=2021-04-10 01:28:03.245571, cost_time=0:00:12.216594 2021-04-10 01:28:02,078 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.39ms, fps=3652 images/s, loss=1.4294, top1-acc=58.90%, top5-acc=87.55%, remaining_time=0:00:01.148272, arrival_time=2021-04-10 01:28:03.226833, cost_time=0:00:12.918052 2021-04-10 01:28:02,790 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.81ms, fps=3600 images/s, loss=1.4296, top1-acc=58.94%, top5-acc=87.52%, remaining_time=0:00:00.430404, arrival_time=2021-04-10 01:28:03.220566, cost_time=0:00:13.629493 2021-04-10 01:28:03,166 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.10ms, fps=3623 images/s, loss=1.4308, top1-acc=58.97%, top5-acc=87.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:03.166280, cost_time=0:00:14.005788 2021-04-10 01:28:03,483 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=15.56ms, fps=8096 images/s, loss=2.1094, top1-acc=46.84%, top5-acc=77.73%, remaining_time=0:00:00.948540, arrival_time=2021-04-10 01:28:04.432351, cost_time=0:00:00.316184 2021-04-10 01:28:03,733 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=15.54ms, fps=10262 images/s, loss=2.1309, top1-acc=46.91%, top5-acc=77.21%, remaining_time=0:00:00.566160, arrival_time=2021-04-10 01:28:04.299942, cost_time=0:00:00.566153 2021-04-10 01:28:03,977 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.29ms, fps=10516 images/s, loss=2.1197, top1-acc=47.21%, top5-acc=77.29%, remaining_time=0:00:00.270040, arrival_time=2021-04-10 01:28:04.247762, cost_time=0:00:00.810121 2021-04-10 01:28:04,213 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.10ms, fps=9846 images/s, loss=2.1344, top1-acc=46.61%, top5-acc=77.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:04.213766, cost_time=0:00:01.046230 2021-04-10 01:28:04,239 INFO : Epoch=0023 complete, best val top1-acc=51.04%, top5-acc=81.52% (epoch=21), remaining_time=0:44:41.617437, arrival_time=2021-04-10 02:12:45.856473, cost_time=0:05:48.458768 2021-04-10 01:28:04,239 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:28:05,198 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.29ms, fps=2672 images/s, loss=1.4179, top1-acc=59.77%, top5-acc=87.93%, remaining_time=0:00:17.817684, arrival_time=2021-04-10 01:28:23.015594, cost_time=0:00:00.957936 2021-04-10 01:28:05,902 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.88ms, fps=3640 images/s, loss=1.4143, top1-acc=59.75%, top5-acc=87.64%, remaining_time=0:00:14.627008, arrival_time=2021-04-10 01:28:20.528997, cost_time=0:00:01.662157 2021-04-10 01:28:06,614 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.85ms, fps=3595 images/s, loss=1.4023, top1-acc=60.04%, top5-acc=87.64%, remaining_time=0:00:13.141224, arrival_time=2021-04-10 01:28:19.756086, cost_time=0:00:02.374933 2021-04-10 01:28:07,316 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.69ms, fps=3653 images/s, loss=1.3992, top1-acc=60.24%, top5-acc=87.75%, remaining_time=0:00:11.998584, arrival_time=2021-04-10 01:28:19.314902, cost_time=0:00:03.076556 2021-04-10 01:28:08,027 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.08ms, fps=3602 images/s, loss=1.4018, top1-acc=60.14%, top5-acc=87.70%, remaining_time=0:00:11.060084, arrival_time=2021-04-10 01:28:19.087629, cost_time=0:00:03.787692 2021-04-10 01:28:08,729 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.10ms, fps=3652 images/s, loss=1.4081, top1-acc=59.80%, top5-acc=87.63%, remaining_time=0:00:10.175792, arrival_time=2021-04-10 01:28:18.904884, cost_time=0:00:04.489314 2021-04-10 01:28:09,430 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.74ms, fps=3655 images/s, loss=1.4023, top1-acc=59.97%, top5-acc=87.66%, remaining_time=0:00:09.342396, arrival_time=2021-04-10 01:28:18.772507, cost_time=0:00:05.190199 2021-04-10 01:28:10,136 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.86ms, fps=3630 images/s, loss=1.4038, top1-acc=59.93%, top5-acc=87.70%, remaining_time=0:00:08.549548, arrival_time=2021-04-10 01:28:18.685659, cost_time=0:00:05.896272 2021-04-10 01:28:10,837 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.67ms, fps=3653 images/s, loss=1.4063, top1-acc=59.77%, top5-acc=87.70%, remaining_time=0:00:07.770648, arrival_time=2021-04-10 01:28:18.608166, cost_time=0:00:06.597742 2021-04-10 01:28:11,537 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.97ms, fps=3659 images/s, loss=1.4047, top1-acc=59.76%, top5-acc=87.74%, remaining_time=0:00:07.005888, arrival_time=2021-04-10 01:28:18.543648, cost_time=0:00:07.297832 2021-04-10 01:28:12,241 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.92ms, fps=3641 images/s, loss=1.4041, top1-acc=59.60%, top5-acc=87.82%, remaining_time=0:00:06.255898, arrival_time=2021-04-10 01:28:18.497421, cost_time=0:00:08.001727 2021-04-10 01:28:12,941 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.93ms, fps=3660 images/s, loss=1.4072, top1-acc=59.61%, top5-acc=87.79%, remaining_time=0:00:05.510988, arrival_time=2021-04-10 01:28:18.452408, cost_time=0:00:08.701604 2021-04-10 01:28:13,647 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.67ms, fps=3630 images/s, loss=1.4053, top1-acc=59.64%, top5-acc=87.82%, remaining_time=0:00:04.776090, arrival_time=2021-04-10 01:28:18.423484, cost_time=0:00:09.407481 2021-04-10 01:28:14,354 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.79ms, fps=3624 images/s, loss=1.4052, top1-acc=59.69%, top5-acc=87.84%, remaining_time=0:00:04.045832, arrival_time=2021-04-10 01:28:18.400285, cost_time=0:00:10.114617 2021-04-10 01:28:15,053 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.85ms, fps=3667 images/s, loss=1.4057, top1-acc=59.67%, top5-acc=87.84%, remaining_time=0:00:03.316094, arrival_time=2021-04-10 01:28:18.369206, cost_time=0:00:10.813293 2021-04-10 01:28:15,755 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.79ms, fps=3646 images/s, loss=1.4087, top1-acc=59.64%, top5-acc=87.79%, remaining_time=0:00:02.591100, arrival_time=2021-04-10 01:28:18.346935, cost_time=0:00:11.516024 2021-04-10 01:28:16,474 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.95ms, fps=3567 images/s, loss=1.4125, top1-acc=59.56%, top5-acc=87.76%, remaining_time=0:00:01.871116, arrival_time=2021-04-10 01:28:18.345267, cost_time=0:00:12.234250 2021-04-10 01:28:17,181 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=2.47ms, fps=3622 images/s, loss=1.4145, top1-acc=59.56%, top5-acc=87.68%, remaining_time=0:00:01.150384, arrival_time=2021-04-10 01:28:18.332113, cost_time=0:00:12.941889 2021-04-10 01:28:17,885 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.27ms, fps=3640 images/s, loss=1.4165, top1-acc=59.51%, top5-acc=87.65%, remaining_time=0:00:00.430914, arrival_time=2021-04-10 01:28:18.316390, cost_time=0:00:13.645695 2021-04-10 01:28:18,258 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.06ms, fps=3650 images/s, loss=1.4176, top1-acc=59.52%, top5-acc=87.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:18.258485, cost_time=0:00:14.018712 2021-04-10 01:28:18,582 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=25.90ms, fps=7930 images/s, loss=1.7605, top1-acc=52.46%, top5-acc=82.42%, remaining_time=0:00:00.968430, arrival_time=2021-04-10 01:28:19.550803, cost_time=0:00:00.322810 2021-04-10 01:28:18,777 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=2.75ms, fps=13147 images/s, loss=1.7977, top1-acc=51.64%, top5-acc=81.97%, remaining_time=0:00:00.518020, arrival_time=2021-04-10 01:28:19.295553, cost_time=0:00:00.518012 2021-04-10 01:28:19,052 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.38ms, fps=9333 images/s, loss=1.7944, top1-acc=51.61%, top5-acc=82.01%, remaining_time=0:00:00.264210, arrival_time=2021-04-10 01:28:19.316429, cost_time=0:00:00.792644 2021-04-10 01:28:19,278 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.10ms, fps=10293 images/s, loss=1.7942, top1-acc=51.62%, top5-acc=82.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:19.278080, cost_time=0:00:01.018578 2021-04-10 01:28:19,333 INFO : Epoch=0024 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:44:26.055040, arrival_time=2021-04-10 02:12:45.388280, cost_time=0:06:03.552959 2021-04-10 01:28:19,333 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:28:20,232 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.27ms, fps=2850 images/s, loss=1.4206, top1-acc=59.22%, top5-acc=87.66%, remaining_time=0:00:16.707822, arrival_time=2021-04-10 01:28:36.940203, cost_time=0:00:00.898267 2021-04-10 01:28:20,941 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.22ms, fps=3613 images/s, loss=1.4195, top1-acc=58.65%, top5-acc=87.34%, remaining_time=0:00:14.146880, arrival_time=2021-04-10 01:28:35.088556, cost_time=0:00:01.607606 2021-04-10 01:28:21,649 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.53ms, fps=3619 images/s, loss=1.4104, top1-acc=58.93%, top5-acc=87.60%, remaining_time=0:00:12.813208, arrival_time=2021-04-10 01:28:34.462830, cost_time=0:00:02.315634 2021-04-10 01:28:22,356 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.43ms, fps=3626 images/s, loss=1.4098, top1-acc=58.83%, top5-acc=87.88%, remaining_time=0:00:11.786112, arrival_time=2021-04-10 01:28:34.142217, cost_time=0:00:03.022094 2021-04-10 01:28:23,087 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.87ms, fps=3507 images/s, loss=1.3973, top1-acc=59.39%, top5-acc=88.00%, remaining_time=0:00:10.959198, arrival_time=2021-04-10 01:28:34.046449, cost_time=0:00:03.753142 2021-04-10 01:28:23,826 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.95ms, fps=3467 images/s, loss=1.3879, top1-acc=59.66%, top5-acc=88.19%, remaining_time=0:00:10.182728, arrival_time=2021-04-10 01:28:34.009290, cost_time=0:00:04.492358 2021-04-10 01:28:24,549 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.11ms, fps=3548 images/s, loss=1.3848, top1-acc=59.88%, top5-acc=88.20%, remaining_time=0:00:09.386748, arrival_time=2021-04-10 01:28:33.935669, cost_time=0:00:05.214872 2021-04-10 01:28:25,262 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=2.55ms, fps=3589 images/s, loss=1.3852, top1-acc=60.03%, top5-acc=88.22%, remaining_time=0:00:08.596760, arrival_time=2021-04-10 01:28:33.859575, cost_time=0:00:05.928786 2021-04-10 01:28:25,974 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=2.21ms, fps=3600 images/s, loss=1.3885, top1-acc=59.85%, top5-acc=88.27%, remaining_time=0:00:07.820892, arrival_time=2021-04-10 01:28:33.795368, cost_time=0:00:06.640404 2021-04-10 01:28:26,679 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.41ms, fps=3636 images/s, loss=1.3970, top1-acc=59.70%, top5-acc=88.09%, remaining_time=0:00:07.051488, arrival_time=2021-04-10 01:28:33.730724, cost_time=0:00:07.345257 2021-04-10 01:28:27,385 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.90ms, fps=3629 images/s, loss=1.3982, top1-acc=59.76%, top5-acc=88.06%, remaining_time=0:00:06.294598, arrival_time=2021-04-10 01:28:33.679917, cost_time=0:00:08.051200 2021-04-10 01:28:28,095 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.06ms, fps=3609 images/s, loss=1.4024, top1-acc=59.63%, top5-acc=87.98%, remaining_time=0:00:05.548836, arrival_time=2021-04-10 01:28:33.644243, cost_time=0:00:08.761352 2021-04-10 01:28:28,796 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.89ms, fps=3658 images/s, loss=1.4027, top1-acc=59.57%, top5-acc=87.97%, remaining_time=0:00:04.803678, arrival_time=2021-04-10 01:28:33.599638, cost_time=0:00:09.461809 2021-04-10 01:28:29,495 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.79ms, fps=3665 images/s, loss=1.4077, top1-acc=59.49%, top5-acc=87.85%, remaining_time=0:00:04.064480, arrival_time=2021-04-10 01:28:33.559674, cost_time=0:00:10.161140 2021-04-10 01:28:30,210 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.18ms, fps=3584 images/s, loss=1.4063, top1-acc=59.53%, top5-acc=87.90%, remaining_time=0:00:03.335322, arrival_time=2021-04-10 01:28:33.545372, cost_time=0:00:10.876018 2021-04-10 01:28:30,909 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=2.04ms, fps=3666 images/s, loss=1.4096, top1-acc=59.40%, top5-acc=87.84%, remaining_time=0:00:02.604348, arrival_time=2021-04-10 01:28:33.513276, cost_time=0:00:11.574826 2021-04-10 01:28:31,620 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.40ms, fps=3599 images/s, loss=1.4108, top1-acc=59.45%, top5-acc=87.80%, remaining_time=0:00:01.879176, arrival_time=2021-04-10 01:28:33.500071, cost_time=0:00:12.286855 2021-04-10 01:28:32,326 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.13ms, fps=3630 images/s, loss=1.4125, top1-acc=59.41%, top5-acc=87.76%, remaining_time=0:00:01.154912, arrival_time=2021-04-10 01:28:33.481654, cost_time=0:00:12.992752 2021-04-10 01:28:33,033 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.32ms, fps=3625 images/s, loss=1.4141, top1-acc=59.46%, top5-acc=87.70%, remaining_time=0:00:00.432612, arrival_time=2021-04-10 01:28:33.466029, cost_time=0:00:13.699383 2021-04-10 01:28:33,411 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.26ms, fps=3603 images/s, loss=1.4152, top1-acc=59.45%, top5-acc=87.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:33.411473, cost_time=0:00:14.077444 2021-04-10 01:28:33,738 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=21.90ms, fps=7856 images/s, loss=2.0183, top1-acc=46.68%, top5-acc=78.20%, remaining_time=0:00:00.977640, arrival_time=2021-04-10 01:28:34.716118, cost_time=0:00:00.325875 2021-04-10 01:28:33,970 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.21ms, fps=11084 images/s, loss=2.0191, top1-acc=46.82%, top5-acc=78.48%, remaining_time=0:00:00.557400, arrival_time=2021-04-10 01:28:34.527467, cost_time=0:00:00.557393 2021-04-10 01:28:34,179 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=2.45ms, fps=12262 images/s, loss=1.9978, top1-acc=47.29%, top5-acc=78.84%, remaining_time=0:00:00.255570, arrival_time=2021-04-10 01:28:34.434944, cost_time=0:00:00.766712 2021-04-10 01:28:34,424 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=9496 images/s, loss=1.9738, top1-acc=47.72%, top5-acc=78.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:34.424182, cost_time=0:00:01.011588 2021-04-10 01:28:34,454 INFO : Epoch=0025 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:44:10.720275, arrival_time=2021-04-10 02:12:45.174878, cost_time=0:06:18.674326 2021-04-10 01:28:34,455 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:28:35,347 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.19ms, fps=2870 images/s, loss=1.3829, top1-acc=60.39%, top5-acc=88.71%, remaining_time=0:00:16.592502, arrival_time=2021-04-10 01:28:51.939908, cost_time=0:00:00.892068 2021-04-10 01:28:36,053 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.48ms, fps=3629 images/s, loss=1.3754, top1-acc=60.98%, top5-acc=88.67%, remaining_time=0:00:14.061344, arrival_time=2021-04-10 01:28:50.114611, cost_time=0:00:01.597884 2021-04-10 01:28:36,760 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.44ms, fps=3625 images/s, loss=1.3778, top1-acc=60.79%, top5-acc=88.40%, remaining_time=0:00:12.752120, arrival_time=2021-04-10 01:28:49.512115, cost_time=0:00:02.304612 2021-04-10 01:28:37,459 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.42ms, fps=3664 images/s, loss=1.3725, top1-acc=60.84%, top5-acc=88.53%, remaining_time=0:00:11.715288, arrival_time=2021-04-10 01:28:49.174544, cost_time=0:00:03.003901 2021-04-10 01:28:38,155 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.98ms, fps=3678 images/s, loss=1.3680, top1-acc=60.86%, top5-acc=88.65%, remaining_time=0:00:10.805022, arrival_time=2021-04-10 01:28:48.960701, cost_time=0:00:03.700329 2021-04-10 01:28:38,856 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.74ms, fps=3657 images/s, loss=1.3680, top1-acc=60.90%, top5-acc=88.58%, remaining_time=0:00:09.975056, arrival_time=2021-04-10 01:28:48.831193, cost_time=0:00:04.400786 2021-04-10 01:28:39,553 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.20ms, fps=3675 images/s, loss=1.3703, top1-acc=60.87%, top5-acc=88.55%, remaining_time=0:00:09.176202, arrival_time=2021-04-10 01:28:48.729441, cost_time=0:00:05.097857 2021-04-10 01:28:40,256 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.46ms, fps=3643 images/s, loss=1.3713, top1-acc=60.88%, top5-acc=88.47%, remaining_time=0:00:08.411740, arrival_time=2021-04-10 01:28:48.668396, cost_time=0:00:05.801237 2021-04-10 01:28:40,951 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.55ms, fps=3689 images/s, loss=1.3716, top1-acc=60.89%, top5-acc=88.44%, remaining_time=0:00:07.650550, arrival_time=2021-04-10 01:28:48.601727, cost_time=0:00:06.495777 2021-04-10 01:28:41,648 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.89ms, fps=3677 images/s, loss=1.3696, top1-acc=60.86%, top5-acc=88.50%, remaining_time=0:00:06.904896, arrival_time=2021-04-10 01:28:48.552843, cost_time=0:00:07.192599 2021-04-10 01:28:42,344 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=2.15ms, fps=3679 images/s, loss=1.3690, top1-acc=60.74%, top5-acc=88.51%, remaining_time=0:00:06.167662, arrival_time=2021-04-10 01:28:48.511864, cost_time=0:00:07.888853 2021-04-10 01:28:43,043 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=2.41ms, fps=3665 images/s, loss=1.3729, top1-acc=60.55%, top5-acc=88.46%, remaining_time=0:00:05.438940, arrival_time=2021-04-10 01:28:48.482135, cost_time=0:00:08.587799 2021-04-10 01:28:43,744 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.42ms, fps=3658 images/s, loss=1.3772, top1-acc=60.42%, top5-acc=88.39%, remaining_time=0:00:04.715766, arrival_time=2021-04-10 01:28:48.459733, cost_time=0:00:09.288628 2021-04-10 01:28:44,456 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.91ms, fps=3596 images/s, loss=1.3817, top1-acc=60.41%, top5-acc=88.27%, remaining_time=0:00:04.000416, arrival_time=2021-04-10 01:28:48.456846, cost_time=0:00:10.001033 2021-04-10 01:28:45,160 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.39ms, fps=3637 images/s, loss=1.3854, top1-acc=60.32%, top5-acc=88.19%, remaining_time=0:00:03.283020, arrival_time=2021-04-10 01:28:48.443887, cost_time=0:00:10.705483 2021-04-10 01:28:45,881 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.50ms, fps=3555 images/s, loss=1.3842, top1-acc=60.36%, top5-acc=88.22%, remaining_time=0:00:02.570868, arrival_time=2021-04-10 01:28:48.452345, cost_time=0:00:11.426100 2021-04-10 01:28:46,601 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.89ms, fps=3561 images/s, loss=1.3876, top1-acc=60.24%, top5-acc=88.15%, remaining_time=0:00:01.857622, arrival_time=2021-04-10 01:28:48.458951, cost_time=0:00:12.145908 2021-04-10 01:28:47,314 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=3.07ms, fps=3592 images/s, loss=1.3875, top1-acc=60.27%, top5-acc=88.15%, remaining_time=0:00:01.143040, arrival_time=2021-04-10 01:28:48.457753, cost_time=0:00:12.859228 2021-04-10 01:28:48,020 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.79ms, fps=3629 images/s, loss=1.3905, top1-acc=60.27%, top5-acc=88.08%, remaining_time=0:00:00.428382, arrival_time=2021-04-10 01:28:48.449263, cost_time=0:00:13.565478 2021-04-10 01:28:48,398 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.08ms, fps=3610 images/s, loss=1.3926, top1-acc=60.23%, top5-acc=88.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:48.398221, cost_time=0:00:13.942884 2021-04-10 01:28:48,728 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.28ms, fps=7777 images/s, loss=2.1879, top1-acc=44.26%, top5-acc=76.05%, remaining_time=0:00:00.987540, arrival_time=2021-04-10 01:28:49.716039, cost_time=0:00:00.329183 2021-04-10 01:28:48,969 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.45ms, fps=10663 images/s, loss=2.1971, top1-acc=44.67%, top5-acc=76.04%, remaining_time=0:00:00.569740, arrival_time=2021-04-10 01:28:49.538839, cost_time=0:00:00.569747 2021-04-10 01:28:49,235 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=0.30ms, fps=9640 images/s, loss=2.2181, top1-acc=44.61%, top5-acc=75.62%, remaining_time=0:00:00.278610, arrival_time=2021-04-10 01:28:49.513892, cost_time=0:00:00.835828 2021-04-10 01:28:49,444 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=11146 images/s, loss=2.2155, top1-acc=44.57%, top5-acc=75.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:49.444039, cost_time=0:00:01.044751 2021-04-10 01:28:49,470 INFO : Epoch=0026 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:43:54.697038, arrival_time=2021-04-10 02:12:44.167670, cost_time=0:06:33.690367 2021-04-10 01:28:49,471 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:28:50,327 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.28ms, fps=2989 images/s, loss=1.3386, top1-acc=60.98%, top5-acc=88.79%, remaining_time=0:00:15.930156, arrival_time=2021-04-10 01:29:06.257945, cost_time=0:00:00.856460 2021-04-10 01:28:51,024 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.52ms, fps=3680 images/s, loss=1.3630, top1-acc=60.94%, top5-acc=88.54%, remaining_time=0:00:13.663232, arrival_time=2021-04-10 01:29:04.687263, cost_time=0:00:01.552649 2021-04-10 01:28:51,727 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.02ms, fps=3641 images/s, loss=1.3624, top1-acc=61.08%, top5-acc=88.41%, remaining_time=0:00:12.485192, arrival_time=2021-04-10 01:29:04.212943, cost_time=0:00:02.256345 2021-04-10 01:28:52,436 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=2.99ms, fps=3615 images/s, loss=1.3548, top1-acc=61.22%, top5-acc=88.61%, remaining_time=0:00:11.564280, arrival_time=2021-04-10 01:29:04.000884, cost_time=0:00:02.965207 2021-04-10 01:28:53,157 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.46ms, fps=3554 images/s, loss=1.3560, top1-acc=61.34%, top5-acc=88.53%, remaining_time=0:00:10.763558, arrival_time=2021-04-10 01:29:03.921291, cost_time=0:00:03.686132 2021-04-10 01:28:53,866 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.49ms, fps=3615 images/s, loss=1.3493, top1-acc=61.47%, top5-acc=88.64%, remaining_time=0:00:09.962952, arrival_time=2021-04-10 01:29:03.829783, cost_time=0:00:04.395445 2021-04-10 01:28:54,572 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.66ms, fps=3631 images/s, loss=1.3489, top1-acc=61.52%, top5-acc=88.65%, remaining_time=0:00:09.182124, arrival_time=2021-04-10 01:29:03.754645, cost_time=0:00:05.101194 2021-04-10 01:28:55,280 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.93ms, fps=3621 images/s, loss=1.3546, top1-acc=61.25%, top5-acc=88.62%, remaining_time=0:00:08.422528, arrival_time=2021-04-10 01:29:03.702586, cost_time=0:00:05.808611 2021-04-10 01:28:55,985 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.89ms, fps=3636 images/s, loss=1.3623, top1-acc=60.91%, top5-acc=88.51%, remaining_time=0:00:07.671538, arrival_time=2021-04-10 01:29:03.656468, cost_time=0:00:06.513546 2021-04-10 01:28:56,686 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.83ms, fps=3654 images/s, loss=1.3653, top1-acc=60.95%, top5-acc=88.41%, remaining_time=0:00:06.926304, arrival_time=2021-04-10 01:29:03.612483, cost_time=0:00:07.214859 2021-04-10 01:28:57,395 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=2.10ms, fps=3614 images/s, loss=1.3704, top1-acc=60.80%, top5-acc=88.35%, remaining_time=0:00:06.194838, arrival_time=2021-04-10 01:29:03.589914, cost_time=0:00:07.923622 2021-04-10 01:28:58,093 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.46ms, fps=3671 images/s, loss=1.3684, top1-acc=60.84%, top5-acc=88.39%, remaining_time=0:00:05.460524, arrival_time=2021-04-10 01:29:03.553712, cost_time=0:00:08.621874 2021-04-10 01:28:58,799 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.71ms, fps=3626 images/s, loss=1.3704, top1-acc=60.83%, top5-acc=88.29%, remaining_time=0:00:04.735830, arrival_time=2021-04-10 01:29:03.535326, cost_time=0:00:09.328168 2021-04-10 01:28:59,507 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.38ms, fps=3620 images/s, loss=1.3716, top1-acc=60.78%, top5-acc=88.27%, remaining_time=0:00:04.014360, arrival_time=2021-04-10 01:29:03.521641, cost_time=0:00:10.035834 2021-04-10 01:29:00,207 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.38ms, fps=3660 images/s, loss=1.3735, top1-acc=60.73%, top5-acc=88.30%, remaining_time=0:00:03.292404, arrival_time=2021-04-10 01:29:03.499763, cost_time=0:00:10.736032 2021-04-10 01:29:00,924 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.25ms, fps=3572 images/s, loss=1.3769, top1-acc=60.66%, top5-acc=88.23%, remaining_time=0:00:02.576988, arrival_time=2021-04-10 01:29:03.501574, cost_time=0:00:11.453205 2021-04-10 01:29:01,628 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.67ms, fps=3642 images/s, loss=1.3786, top1-acc=60.52%, top5-acc=88.25%, remaining_time=0:00:01.859260, arrival_time=2021-04-10 01:29:03.487369, cost_time=0:00:12.156784 2021-04-10 01:29:02,335 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.06ms, fps=3623 images/s, loss=1.3794, top1-acc=60.47%, top5-acc=88.23%, remaining_time=0:00:01.143456, arrival_time=2021-04-10 01:29:03.478825, cost_time=0:00:12.863914 2021-04-10 01:29:03,035 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.27ms, fps=3659 images/s, loss=1.3833, top1-acc=60.32%, top5-acc=88.21%, remaining_time=0:00:00.428346, arrival_time=2021-04-10 01:29:03.463981, cost_time=0:00:13.564326 2021-04-10 01:29:03,410 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.09ms, fps=3637 images/s, loss=1.3844, top1-acc=60.34%, top5-acc=88.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:03.409983, cost_time=0:00:13.938680 2021-04-10 01:29:03,744 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.19ms, fps=7676 images/s, loss=2.0458, top1-acc=47.38%, top5-acc=78.01%, remaining_time=0:00:01.000440, arrival_time=2021-04-10 01:29:04.744939, cost_time=0:00:00.333484 2021-04-10 01:29:03,945 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.29ms, fps=12749 images/s, loss=2.0532, top1-acc=46.52%, top5-acc=78.11%, remaining_time=0:00:00.534760, arrival_time=2021-04-10 01:29:04.480541, cost_time=0:00:00.534763 2021-04-10 01:29:04,198 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.28ms, fps=10137 images/s, loss=2.0654, top1-acc=46.39%, top5-acc=78.09%, remaining_time=0:00:00.262590, arrival_time=2021-04-10 01:29:04.461388, cost_time=0:00:00.787783 2021-04-10 01:29:04,411 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.06ms, fps=10908 images/s, loss=2.0575, top1-acc=46.48%, top5-acc=78.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:04.411918, cost_time=0:00:01.000960 2021-04-10 01:29:04,438 INFO : Epoch=0027 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:43:38.440635, arrival_time=2021-04-10 02:12:42.879272, cost_time=0:06:48.658365 2021-04-10 01:29:04,439 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:29:05,359 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.63ms, fps=2783 images/s, loss=1.3364, top1-acc=62.38%, top5-acc=88.36%, remaining_time=0:00:17.106978, arrival_time=2021-04-10 01:29:22.466220, cost_time=0:00:00.919729 2021-04-10 01:29:06,065 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.47ms, fps=3629 images/s, loss=1.3372, top1-acc=61.99%, top5-acc=88.67%, remaining_time=0:00:14.308096, arrival_time=2021-04-10 01:29:20.373402, cost_time=0:00:01.625912 2021-04-10 01:29:06,763 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.38ms, fps=3669 images/s, loss=1.3487, top1-acc=61.15%, top5-acc=88.53%, remaining_time=0:00:12.859854, arrival_time=2021-04-10 01:29:19.623419, cost_time=0:00:02.324062 2021-04-10 01:29:07,468 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.81ms, fps=3634 images/s, loss=1.3456, top1-acc=61.16%, top5-acc=88.64%, remaining_time=0:00:11.814192, arrival_time=2021-04-10 01:29:19.282925, cost_time=0:00:03.029284 2021-04-10 01:29:08,168 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.38ms, fps=3665 images/s, loss=1.3414, top1-acc=61.45%, top5-acc=88.57%, remaining_time=0:00:10.887074, arrival_time=2021-04-10 01:29:19.054989, cost_time=0:00:03.728450 2021-04-10 01:29:08,869 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=0.28ms, fps=3651 images/s, loss=1.3488, top1-acc=61.15%, top5-acc=88.57%, remaining_time=0:00:10.041968, arrival_time=2021-04-10 01:29:18.911629, cost_time=0:00:04.430273 2021-04-10 01:29:09,570 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.50ms, fps=3658 images/s, loss=1.3502, top1-acc=61.09%, top5-acc=88.59%, remaining_time=0:00:09.235170, arrival_time=2021-04-10 01:29:18.805216, cost_time=0:00:05.130635 2021-04-10 01:29:10,289 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.17ms, fps=3561 images/s, loss=1.3513, top1-acc=61.03%, top5-acc=88.61%, remaining_time=0:00:08.482732, arrival_time=2021-04-10 01:29:18.772360, cost_time=0:00:05.850121 2021-04-10 01:29:10,999 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=2.02ms, fps=3612 images/s, loss=1.3541, top1-acc=61.02%, top5-acc=88.49%, remaining_time=0:00:07.725916, arrival_time=2021-04-10 01:29:18.725071, cost_time=0:00:06.559730 2021-04-10 01:29:11,707 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.03ms, fps=3617 images/s, loss=1.3579, top1-acc=60.88%, top5-acc=88.50%, remaining_time=0:00:06.977376, arrival_time=2021-04-10 01:29:18.684874, cost_time=0:00:07.268122 2021-04-10 01:29:12,409 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.64ms, fps=3648 images/s, loss=1.3595, top1-acc=60.82%, top5-acc=88.45%, remaining_time=0:00:06.231388, arrival_time=2021-04-10 01:29:18.641160, cost_time=0:00:07.970338 2021-04-10 01:29:13,111 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.88ms, fps=3649 images/s, loss=1.3651, top1-acc=60.79%, top5-acc=88.36%, remaining_time=0:00:05.492520, arrival_time=2021-04-10 01:29:18.604375, cost_time=0:00:08.672439 2021-04-10 01:29:13,816 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.49ms, fps=3634 images/s, loss=1.3651, top1-acc=60.85%, top5-acc=88.33%, remaining_time=0:00:04.760844, arrival_time=2021-04-10 01:29:18.577638, cost_time=0:00:09.377432 2021-04-10 01:29:14,551 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=6.93ms, fps=3486 images/s, loss=1.3685, top1-acc=60.70%, top5-acc=88.31%, remaining_time=0:00:04.044880, arrival_time=2021-04-10 01:29:18.596651, cost_time=0:00:10.112192 2021-04-10 01:29:15,274 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=2.55ms, fps=3549 images/s, loss=1.3690, top1-acc=60.63%, top5-acc=88.33%, remaining_time=0:00:03.322718, arrival_time=2021-04-10 01:29:18.597097, cost_time=0:00:10.834936 2021-04-10 01:29:15,984 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=2.25ms, fps=3609 images/s, loss=1.3680, top1-acc=60.67%, top5-acc=88.33%, remaining_time=0:00:02.597580, arrival_time=2021-04-10 01:29:18.581757, cost_time=0:00:11.544802 2021-04-10 01:29:16,688 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.94ms, fps=3639 images/s, loss=1.3707, top1-acc=60.63%, top5-acc=88.27%, remaining_time=0:00:01.873326, arrival_time=2021-04-10 01:29:18.561520, cost_time=0:00:12.248678 2021-04-10 01:29:17,392 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.34ms, fps=3641 images/s, loss=1.3709, top1-acc=60.54%, top5-acc=88.30%, remaining_time=0:00:01.151344, arrival_time=2021-04-10 01:29:18.543345, cost_time=0:00:12.952621 2021-04-10 01:29:18,092 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.54ms, fps=3660 images/s, loss=1.3714, top1-acc=60.51%, top5-acc=88.28%, remaining_time=0:00:00.431130, arrival_time=2021-04-10 01:29:18.523118, cost_time=0:00:13.652487 2021-04-10 01:29:18,469 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.10ms, fps=3610 images/s, loss=1.3716, top1-acc=60.46%, top5-acc=88.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:18.469352, cost_time=0:00:14.029945 2021-04-10 01:29:18,770 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=11.69ms, fps=8551 images/s, loss=2.5268, top1-acc=40.78%, top5-acc=72.54%, remaining_time=0:00:00.898050, arrival_time=2021-04-10 01:29:19.668101, cost_time=0:00:00.299347 2021-04-10 01:29:19,047 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=2.74ms, fps=9255 images/s, loss=2.4869, top1-acc=41.82%, top5-acc=72.91%, remaining_time=0:00:00.576460, arrival_time=2021-04-10 01:29:19.623617, cost_time=0:00:00.576453 2021-04-10 01:29:19,292 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.46ms, fps=10451 images/s, loss=2.4878, top1-acc=41.74%, top5-acc=72.92%, remaining_time=0:00:00.273970, arrival_time=2021-04-10 01:29:19.566606, cost_time=0:00:00.821910 2021-04-10 01:29:19,522 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.11ms, fps=10109 images/s, loss=2.4882, top1-acc=42.17%, top5-acc=73.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:19.522621, cost_time=0:00:01.051978 2021-04-10 01:29:19,548 INFO : Epoch=0028 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:43:23.148276, arrival_time=2021-04-10 02:12:42.696841, cost_time=0:07:03.768311 2021-04-10 01:29:19,549 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:29:20,471 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.42ms, fps=2778 images/s, loss=1.3332, top1-acc=60.98%, top5-acc=89.30%, remaining_time=0:00:17.142132, arrival_time=2021-04-10 01:29:37.613083, cost_time=0:00:00.921625 2021-04-10 01:29:21,173 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.06ms, fps=3649 images/s, loss=1.3493, top1-acc=61.35%, top5-acc=88.65%, remaining_time=0:00:14.290848, arrival_time=2021-04-10 01:29:35.464030, cost_time=0:00:01.623969 2021-04-10 01:29:21,919 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.93ms, fps=3435 images/s, loss=1.3590, top1-acc=60.74%, top5-acc=88.71%, remaining_time=0:00:13.112340, arrival_time=2021-04-10 01:29:35.031283, cost_time=0:00:02.369709 2021-04-10 01:29:22,638 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.41ms, fps=3561 images/s, loss=1.3497, top1-acc=61.06%, top5-acc=88.89%, remaining_time=0:00:12.048036, arrival_time=2021-04-10 01:29:34.686668, cost_time=0:00:03.089250 2021-04-10 01:29:23,353 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.16ms, fps=3585 images/s, loss=1.3504, top1-acc=60.97%, top5-acc=88.84%, remaining_time=0:00:11.108702, arrival_time=2021-04-10 01:29:34.462255, cost_time=0:00:03.804355 2021-04-10 01:29:24,057 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.59ms, fps=3640 images/s, loss=1.3543, top1-acc=60.72%, top5-acc=88.77%, remaining_time=0:00:10.218224, arrival_time=2021-04-10 01:29:34.275503, cost_time=0:00:04.508022 2021-04-10 01:29:24,769 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.76ms, fps=3595 images/s, loss=1.3557, top1-acc=60.70%, top5-acc=88.78%, remaining_time=0:00:09.397332, arrival_time=2021-04-10 01:29:34.167267, cost_time=0:00:05.220727 2021-04-10 01:29:25,485 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.59ms, fps=3579 images/s, loss=1.3563, top1-acc=60.75%, top5-acc=88.79%, remaining_time=0:00:08.607896, arrival_time=2021-04-10 01:29:34.093704, cost_time=0:00:05.936493 2021-04-10 01:29:26,197 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.88ms, fps=3602 images/s, loss=1.3583, top1-acc=60.79%, top5-acc=88.68%, remaining_time=0:00:07.829902, arrival_time=2021-04-10 01:29:34.027204, cost_time=0:00:06.648016 2021-04-10 01:29:26,899 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.59ms, fps=3650 images/s, loss=1.3576, top1-acc=60.84%, top5-acc=88.70%, remaining_time=0:00:07.056096, arrival_time=2021-04-10 01:29:33.955490, cost_time=0:00:07.350148 2021-04-10 01:29:27,615 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.13ms, fps=3581 images/s, loss=1.3569, top1-acc=60.86%, top5-acc=88.75%, remaining_time=0:00:06.305864, arrival_time=2021-04-10 01:29:33.920799, cost_time=0:00:08.065604 2021-04-10 01:29:28,315 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.52ms, fps=3660 images/s, loss=1.3567, top1-acc=60.86%, top5-acc=88.74%, remaining_time=0:00:05.551648, arrival_time=2021-04-10 01:29:33.866629, cost_time=0:00:08.765780 2021-04-10 01:29:29,032 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.85ms, fps=3570 images/s, loss=1.3605, top1-acc=60.85%, top5-acc=88.67%, remaining_time=0:00:04.814568, arrival_time=2021-04-10 01:29:33.846975, cost_time=0:00:09.483218 2021-04-10 01:29:29,731 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.60ms, fps=3664 images/s, loss=1.3631, top1-acc=60.81%, top5-acc=88.62%, remaining_time=0:00:04.072992, arrival_time=2021-04-10 01:29:33.804673, cost_time=0:00:10.182412 2021-04-10 01:29:30,434 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.92ms, fps=3647 images/s, loss=1.3647, top1-acc=60.73%, top5-acc=88.56%, remaining_time=0:00:03.338036, arrival_time=2021-04-10 01:29:33.772237, cost_time=0:00:10.884954 2021-04-10 01:29:31,162 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=3.08ms, fps=3541 images/s, loss=1.3656, top1-acc=60.75%, top5-acc=88.56%, remaining_time=0:00:02.612988, arrival_time=2021-04-10 01:29:33.775542, cost_time=0:00:11.613277 2021-04-10 01:29:31,874 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.88ms, fps=3603 images/s, loss=1.3646, top1-acc=60.76%, top5-acc=88.53%, remaining_time=0:00:01.884948, arrival_time=2021-04-10 01:29:33.758879, cost_time=0:00:12.324591 2021-04-10 01:29:32,577 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.96ms, fps=3643 images/s, loss=1.3630, top1-acc=60.70%, top5-acc=88.60%, remaining_time=0:00:01.158064, arrival_time=2021-04-10 01:29:33.735470, cost_time=0:00:13.028202 2021-04-10 01:29:33,284 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.73ms, fps=3624 images/s, loss=1.3645, top1-acc=60.68%, top5-acc=88.55%, remaining_time=0:00:00.433740, arrival_time=2021-04-10 01:29:33.718091, cost_time=0:00:13.735037 2021-04-10 01:29:33,664 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.08ms, fps=3582 images/s, loss=1.3651, top1-acc=60.70%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:33.664659, cost_time=0:00:14.115475 2021-04-10 01:29:33,986 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.48ms, fps=7989 images/s, loss=2.6267, top1-acc=38.59%, top5-acc=68.48%, remaining_time=0:00:00.961260, arrival_time=2021-04-10 01:29:34.947316, cost_time=0:00:00.320422 2021-04-10 01:29:34,221 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.25ms, fps=10917 images/s, loss=2.5832, top1-acc=39.04%, top5-acc=69.32%, remaining_time=0:00:00.555300, arrival_time=2021-04-10 01:29:34.776284, cost_time=0:00:00.555303 2021-04-10 01:29:34,452 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.43ms, fps=11064 images/s, loss=2.5760, top1-acc=38.89%, top5-acc=69.27%, remaining_time=0:00:00.262390, arrival_time=2021-04-10 01:29:34.715242, cost_time=0:00:00.787183 2021-04-10 01:29:34,652 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.07ms, fps=11674 images/s, loss=2.5765, top1-acc=38.75%, top5-acc=69.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:34.652078, cost_time=0:00:00.986415 2021-04-10 01:29:34,678 INFO : Epoch=0029 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:43:07.984965, arrival_time=2021-04-10 02:12:42.663266, cost_time=0:07:18.898029 2021-04-10 01:29:34,678 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:29:35,569 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.91ms, fps=2875 images/s, loss=1.3086, top1-acc=61.80%, top5-acc=90.27%, remaining_time=0:00:16.559208, arrival_time=2021-04-10 01:29:52.128537, cost_time=0:00:00.890279 2021-04-10 01:29:36,285 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.91ms, fps=3579 images/s, loss=1.3294, top1-acc=61.50%, top5-acc=89.37%, remaining_time=0:00:14.133856, arrival_time=2021-04-10 01:29:50.419101, cost_time=0:00:01.606114 2021-04-10 01:29:36,989 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.12ms, fps=3641 images/s, loss=1.3285, top1-acc=61.68%, top5-acc=89.37%, remaining_time=0:00:12.781668, arrival_time=2021-04-10 01:29:49.770622, cost_time=0:00:02.309951 2021-04-10 01:29:37,689 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.54ms, fps=3659 images/s, loss=1.3411, top1-acc=61.59%, top5-acc=89.30%, remaining_time=0:00:11.738688, arrival_time=2021-04-10 01:29:49.427715, cost_time=0:00:03.009933 2021-04-10 01:29:38,389 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=2.12ms, fps=3656 images/s, loss=1.3396, top1-acc=61.70%, top5-acc=89.13%, remaining_time=0:00:10.835828, arrival_time=2021-04-10 01:29:49.225722, cost_time=0:00:03.710892 2021-04-10 01:29:39,111 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=2.17ms, fps=3552 images/s, loss=1.3332, top1-acc=61.77%, top5-acc=89.28%, remaining_time=0:00:10.045912, arrival_time=2021-04-10 01:29:49.157076, cost_time=0:00:04.431999 2021-04-10 01:29:39,826 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.00ms, fps=3583 images/s, loss=1.3329, top1-acc=61.72%, top5-acc=89.20%, remaining_time=0:00:09.265284, arrival_time=2021-04-10 01:29:49.091759, cost_time=0:00:05.147382 2021-04-10 01:29:40,531 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.51ms, fps=3634 images/s, loss=1.3397, top1-acc=61.47%, top5-acc=89.17%, remaining_time=0:00:08.486212, arrival_time=2021-04-10 01:29:49.017799, cost_time=0:00:05.852573 2021-04-10 01:29:41,241 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.89ms, fps=3611 images/s, loss=1.3403, top1-acc=61.56%, top5-acc=89.13%, remaining_time=0:00:07.728672, arrival_time=2021-04-10 01:29:48.969865, cost_time=0:00:06.562040 2021-04-10 01:29:41,954 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.07ms, fps=3594 images/s, loss=1.3399, top1-acc=61.55%, top5-acc=89.12%, remaining_time=0:00:06.984192, arrival_time=2021-04-10 01:29:48.938415, cost_time=0:00:07.275224 2021-04-10 01:29:42,651 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.20ms, fps=3675 images/s, loss=1.3440, top1-acc=61.38%, top5-acc=89.09%, remaining_time=0:00:06.232764, arrival_time=2021-04-10 01:29:48.883976, cost_time=0:00:07.972187 2021-04-10 01:29:43,361 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=2.19ms, fps=3605 images/s, loss=1.3448, top1-acc=61.35%, top5-acc=89.05%, remaining_time=0:00:05.499132, arrival_time=2021-04-10 01:29:48.861015, cost_time=0:00:08.682808 2021-04-10 01:29:44,060 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.76ms, fps=3668 images/s, loss=1.3475, top1-acc=61.38%, top5-acc=88.92%, remaining_time=0:00:04.762758, arrival_time=2021-04-10 01:29:48.823010, cost_time=0:00:09.381251 2021-04-10 01:29:44,754 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.83ms, fps=3692 images/s, loss=1.3495, top1-acc=61.33%, top5-acc=88.79%, remaining_time=0:00:04.030040, arrival_time=2021-04-10 01:29:48.784163, cost_time=0:00:10.075065 2021-04-10 01:29:45,462 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.15ms, fps=3619 images/s, loss=1.3505, top1-acc=61.33%, top5-acc=88.78%, remaining_time=0:00:03.306802, arrival_time=2021-04-10 01:29:48.768874, cost_time=0:00:10.782992 2021-04-10 01:29:46,168 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.38ms, fps=3627 images/s, loss=1.3511, top1-acc=61.32%, top5-acc=88.74%, remaining_time=0:00:02.585124, arrival_time=2021-04-10 01:29:48.753631, cost_time=0:00:11.489487 2021-04-10 01:29:46,868 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.47ms, fps=3658 images/s, loss=1.3529, top1-acc=61.24%, top5-acc=88.71%, remaining_time=0:00:01.864304, arrival_time=2021-04-10 01:29:48.733058, cost_time=0:00:12.189698 2021-04-10 01:29:47,576 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.20ms, fps=3619 images/s, loss=1.3555, top1-acc=61.13%, top5-acc=88.62%, remaining_time=0:00:01.146448, arrival_time=2021-04-10 01:29:48.723068, cost_time=0:00:12.897581 2021-04-10 01:29:48,283 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.65ms, fps=3623 images/s, loss=1.3565, top1-acc=61.07%, top5-acc=88.61%, remaining_time=0:00:00.429624, arrival_time=2021-04-10 01:29:48.713435, cost_time=0:00:13.604745 2021-04-10 01:29:48,662 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.09ms, fps=3597 images/s, loss=1.3601, top1-acc=61.00%, top5-acc=88.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:48.662501, cost_time=0:00:13.983453 2021-04-10 01:29:49,006 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.18ms, fps=7485 images/s, loss=1.9140, top1-acc=49.06%, top5-acc=80.47%, remaining_time=0:00:01.026090, arrival_time=2021-04-10 01:29:50.032060, cost_time=0:00:00.342029 2021-04-10 01:29:49,234 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.37ms, fps=11216 images/s, loss=1.8717, top1-acc=49.63%, top5-acc=81.35%, remaining_time=0:00:00.570580, arrival_time=2021-04-10 01:29:49.805156, cost_time=0:00:00.570574 2021-04-10 01:29:49,562 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=60.38ms, fps=7821 images/s, loss=1.8748, top1-acc=49.57%, top5-acc=81.28%, remaining_time=0:00:00.299450, arrival_time=2021-04-10 01:29:49.861813, cost_time=0:00:00.898344 2021-04-10 01:29:49,754 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=12094 images/s, loss=1.8590, top1-acc=50.20%, top5-acc=81.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:49.754674, cost_time=0:00:01.090675 2021-04-10 01:29:49,781 INFO : Epoch=0030 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:42:52.673070, arrival_time=2021-04-10 02:12:42.454463, cost_time=0:07:34.001122 2021-04-10 01:29:49,781 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:29:50,736 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.38ms, fps=2682 images/s, loss=1.3406, top1-acc=60.35%, top5-acc=89.34%, remaining_time=0:00:17.755374, arrival_time=2021-04-10 01:30:08.492133, cost_time=0:00:00.954586 2021-04-10 01:29:51,447 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.71ms, fps=3606 images/s, loss=1.3242, top1-acc=61.33%, top5-acc=88.96%, remaining_time=0:00:14.653760, arrival_time=2021-04-10 01:30:06.101126, cost_time=0:00:01.665193 2021-04-10 01:29:52,156 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.45ms, fps=3612 images/s, loss=1.3075, top1-acc=61.74%, top5-acc=89.24%, remaining_time=0:00:13.138734, arrival_time=2021-04-10 01:30:05.295384, cost_time=0:00:02.374476 2021-04-10 01:29:52,858 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.58ms, fps=3653 images/s, loss=1.3111, top1-acc=61.96%, top5-acc=89.23%, remaining_time=0:00:11.996088, arrival_time=2021-04-10 01:30:04.854197, cost_time=0:00:03.075938 2021-04-10 01:29:53,570 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.28ms, fps=3597 images/s, loss=1.3223, top1-acc=61.59%, top5-acc=89.14%, remaining_time=0:00:11.061544, arrival_time=2021-04-10 01:30:04.632002, cost_time=0:00:03.788213 2021-04-10 01:29:54,279 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.91ms, fps=3613 images/s, loss=1.3213, top1-acc=61.80%, top5-acc=89.21%, remaining_time=0:00:10.194560, arrival_time=2021-04-10 01:30:04.474273, cost_time=0:00:04.497597 2021-04-10 01:29:54,982 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.80ms, fps=3645 images/s, loss=1.3327, top1-acc=61.43%, top5-acc=88.97%, remaining_time=0:00:09.360666, arrival_time=2021-04-10 01:30:04.343244, cost_time=0:00:05.200404 2021-04-10 01:29:55,706 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.92ms, fps=3541 images/s, loss=1.3361, top1-acc=61.41%, top5-acc=88.87%, remaining_time=0:00:08.589684, arrival_time=2021-04-10 01:30:04.295807, cost_time=0:00:05.923891 2021-04-10 01:29:56,421 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.86ms, fps=3581 images/s, loss=1.3363, top1-acc=61.44%, top5-acc=88.91%, remaining_time=0:00:07.819938, arrival_time=2021-04-10 01:30:04.241576, cost_time=0:00:06.639528 2021-04-10 01:29:57,122 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.39ms, fps=3653 images/s, loss=1.3342, top1-acc=61.54%, top5-acc=88.94%, remaining_time=0:00:07.047168, arrival_time=2021-04-10 01:30:04.170039, cost_time=0:00:07.340774 2021-04-10 01:29:57,827 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.37ms, fps=3638 images/s, loss=1.3317, top1-acc=61.54%, top5-acc=89.02%, remaining_time=0:00:06.289696, arrival_time=2021-04-10 01:30:04.116781, cost_time=0:00:08.044910 2021-04-10 01:29:58,525 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.80ms, fps=3668 images/s, loss=1.3328, top1-acc=61.46%, top5-acc=89.03%, remaining_time=0:00:05.537512, arrival_time=2021-04-10 01:30:04.063049, cost_time=0:00:08.743415 2021-04-10 01:29:59,224 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=2.01ms, fps=3663 images/s, loss=1.3326, top1-acc=61.51%, top5-acc=89.01%, remaining_time=0:00:04.793976, arrival_time=2021-04-10 01:30:04.018819, cost_time=0:00:09.442729 2021-04-10 01:29:59,923 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.06ms, fps=3668 images/s, loss=1.3339, top1-acc=61.44%, top5-acc=88.99%, remaining_time=0:00:04.056416, arrival_time=2021-04-10 01:30:03.979528, cost_time=0:00:10.140979 2021-04-10 01:30:00,627 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.45ms, fps=3638 images/s, loss=1.3356, top1-acc=61.38%, top5-acc=88.96%, remaining_time=0:00:03.325892, arrival_time=2021-04-10 01:30:03.953360, cost_time=0:00:10.845229 2021-04-10 01:30:01,329 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.98ms, fps=3648 images/s, loss=1.3379, top1-acc=61.34%, top5-acc=88.94%, remaining_time=0:00:02.598228, arrival_time=2021-04-10 01:30:03.928041, cost_time=0:00:11.547712 2021-04-10 01:30:02,034 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.92ms, fps=3635 images/s, loss=1.3428, top1-acc=61.24%, top5-acc=88.84%, remaining_time=0:00:01.873898, arrival_time=2021-04-10 01:30:03.908443, cost_time=0:00:12.252357 2021-04-10 01:30:02,733 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.52ms, fps=3666 images/s, loss=1.3440, top1-acc=61.22%, top5-acc=88.82%, remaining_time=0:00:01.151216, arrival_time=2021-04-10 01:30:03.884800, cost_time=0:00:12.951175 2021-04-10 01:30:03,436 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.54ms, fps=3647 images/s, loss=1.3456, top1-acc=61.20%, top5-acc=88.81%, remaining_time=0:00:00.431184, arrival_time=2021-04-10 01:30:03.867455, cost_time=0:00:13.654153 2021-04-10 01:30:03,822 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.12ms, fps=3526 images/s, loss=1.3446, top1-acc=61.24%, top5-acc=88.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:03.822488, cost_time=0:00:14.040347 2021-04-10 01:30:04,188 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.28ms, fps=7034 images/s, loss=2.1924, top1-acc=45.08%, top5-acc=77.03%, remaining_time=0:00:01.091760, arrival_time=2021-04-10 01:30:05.279738, cost_time=0:00:00.363924 2021-04-10 01:30:04,451 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.45ms, fps=9724 images/s, loss=2.1467, top1-acc=46.21%, top5-acc=77.95%, remaining_time=0:00:00.627700, arrival_time=2021-04-10 01:30:05.079457, cost_time=0:00:00.627707 2021-04-10 01:30:04,750 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.45ms, fps=8580 images/s, loss=2.1319, top1-acc=46.77%, top5-acc=78.16%, remaining_time=0:00:00.308860, arrival_time=2021-04-10 01:30:05.059584, cost_time=0:00:00.926572 2021-04-10 01:30:04,960 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.07ms, fps=11094 images/s, loss=2.1095, top1-acc=47.05%, top5-acc=78.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:04.960440, cost_time=0:00:01.136471 2021-04-10 01:30:04,987 INFO : Epoch=0031 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:42:37.933469, arrival_time=2021-04-10 02:12:42.920462, cost_time=0:07:49.206726 2021-04-10 01:30:04,987 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:30:05,881 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.26ms, fps=2864 images/s, loss=1.3423, top1-acc=60.74%, top5-acc=89.10%, remaining_time=0:00:16.623936, arrival_time=2021-04-10 01:30:22.505422, cost_time=0:00:00.893760 2021-04-10 01:30:06,583 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.88ms, fps=3651 images/s, loss=1.3115, top1-acc=61.99%, top5-acc=89.53%, remaining_time=0:00:14.041280, arrival_time=2021-04-10 01:30:20.624625, cost_time=0:00:01.595594 2021-04-10 01:30:07,292 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.26ms, fps=3612 images/s, loss=1.2974, top1-acc=62.49%, top5-acc=89.78%, remaining_time=0:00:12.754776, arrival_time=2021-04-10 01:30:20.047637, cost_time=0:00:02.305094 2021-04-10 01:30:07,996 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.82ms, fps=3640 images/s, loss=1.3089, top1-acc=62.41%, top5-acc=89.67%, remaining_time=0:00:11.734788, arrival_time=2021-04-10 01:30:19.731461, cost_time=0:00:03.008917 2021-04-10 01:30:08,692 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.45ms, fps=3684 images/s, loss=1.3149, top1-acc=62.17%, top5-acc=89.50%, remaining_time=0:00:10.816848, arrival_time=2021-04-10 01:30:19.508941, cost_time=0:00:03.704398 2021-04-10 01:30:09,395 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.13ms, fps=3644 images/s, loss=1.3197, top1-acc=62.12%, top5-acc=89.39%, remaining_time=0:00:09.990152, arrival_time=2021-04-10 01:30:19.385422, cost_time=0:00:04.407423 2021-04-10 01:30:10,105 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.55ms, fps=3608 images/s, loss=1.3226, top1-acc=61.88%, top5-acc=89.27%, remaining_time=0:00:09.212238, arrival_time=2021-04-10 01:30:19.317834, cost_time=0:00:05.117906 2021-04-10 01:30:10,800 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.23ms, fps=3687 images/s, loss=1.3285, top1-acc=61.75%, top5-acc=89.17%, remaining_time=0:00:08.428212, arrival_time=2021-04-10 01:30:19.228592, cost_time=0:00:05.812580 2021-04-10 01:30:11,511 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.47ms, fps=3602 images/s, loss=1.3276, top1-acc=61.85%, top5-acc=89.16%, remaining_time=0:00:07.683940, arrival_time=2021-04-10 01:30:19.195710, cost_time=0:00:06.524056 2021-04-10 01:30:12,220 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.93ms, fps=3613 images/s, loss=1.3288, top1-acc=61.78%, top5-acc=89.13%, remaining_time=0:00:06.943776, arrival_time=2021-04-10 01:30:19.164603, cost_time=0:00:07.233064 2021-04-10 01:30:12,923 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.87ms, fps=3648 images/s, loss=1.3274, top1-acc=61.77%, top5-acc=89.16%, remaining_time=0:00:06.204126, arrival_time=2021-04-10 01:30:19.127459, cost_time=0:00:07.935506 2021-04-10 01:30:13,627 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.96ms, fps=3638 images/s, loss=1.3330, top1-acc=61.58%, top5-acc=89.03%, remaining_time=0:00:05.471924, arrival_time=2021-04-10 01:30:19.099550, cost_time=0:00:08.639863 2021-04-10 01:30:14,324 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.89ms, fps=3676 images/s, loss=1.3377, top1-acc=61.50%, top5-acc=88.95%, remaining_time=0:00:04.740252, arrival_time=2021-04-10 01:30:19.064834, cost_time=0:00:09.336814 2021-04-10 01:30:15,034 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.51ms, fps=3609 images/s, loss=1.3336, top1-acc=61.58%, top5-acc=89.01%, remaining_time=0:00:04.018728, arrival_time=2021-04-10 01:30:19.053335, cost_time=0:00:10.046856 2021-04-10 01:30:15,728 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=2.17ms, fps=3693 images/s, loss=1.3348, top1-acc=61.48%, top5-acc=88.99%, remaining_time=0:00:03.293784, arrival_time=2021-04-10 01:30:19.022214, cost_time=0:00:10.740663 2021-04-10 01:30:16,435 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.01ms, fps=3625 images/s, loss=1.3329, top1-acc=61.53%, top5-acc=89.05%, remaining_time=0:00:02.575800, arrival_time=2021-04-10 01:30:19.011486, cost_time=0:00:11.447938 2021-04-10 01:30:17,133 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=3.10ms, fps=3670 images/s, loss=1.3330, top1-acc=61.52%, top5-acc=89.03%, remaining_time=0:00:01.857648, arrival_time=2021-04-10 01:30:18.991530, cost_time=0:00:12.146138 2021-04-10 01:30:17,837 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.62ms, fps=3640 images/s, loss=1.3346, top1-acc=61.50%, top5-acc=88.96%, remaining_time=0:00:01.142224, arrival_time=2021-04-10 01:30:18.980007, cost_time=0:00:12.850031 2021-04-10 01:30:18,540 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.48ms, fps=3644 images/s, loss=1.3353, top1-acc=61.46%, top5-acc=88.96%, remaining_time=0:00:00.427992, arrival_time=2021-04-10 01:30:18.968813, cost_time=0:00:13.553083 2021-04-10 01:30:18,928 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.78ms, fps=3511 images/s, loss=1.3368, top1-acc=61.44%, top5-acc=88.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:18.928800, cost_time=0:00:13.940982 2021-04-10 01:30:19,258 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=2.69ms, fps=7813 images/s, loss=1.8940, top1-acc=49.37%, top5-acc=81.09%, remaining_time=0:00:00.982890, arrival_time=2021-04-10 01:30:20.240904, cost_time=0:00:00.327628 2021-04-10 01:30:19,529 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=21.11ms, fps=9438 images/s, loss=1.8785, top1-acc=50.47%, top5-acc=81.04%, remaining_time=0:00:00.599240, arrival_time=2021-04-10 01:30:20.128928, cost_time=0:00:00.599249 2021-04-10 01:30:19,769 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=30.29ms, fps=10681 images/s, loss=1.9062, top1-acc=50.23%, top5-acc=80.60%, remaining_time=0:00:00.279810, arrival_time=2021-04-10 01:30:20.049691, cost_time=0:00:00.839437 2021-04-10 01:30:19,981 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=10987 images/s, loss=1.8840, top1-acc=50.16%, top5-acc=80.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:19.981517, cost_time=0:00:01.051159 2021-04-10 01:30:20,007 INFO : Epoch=0032 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:42:22.195152, arrival_time=2021-04-10 02:12:42.203091, cost_time=0:08:04.227662 2021-04-10 01:30:20,008 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:30:20,873 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.40ms, fps=2962 images/s, loss=1.3350, top1-acc=61.87%, top5-acc=89.49%, remaining_time=0:00:16.073562, arrival_time=2021-04-10 01:30:36.946529, cost_time=0:00:00.864169 2021-04-10 01:30:21,574 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.97ms, fps=3654 images/s, loss=1.2999, top1-acc=62.71%, top5-acc=89.49%, remaining_time=0:00:13.778160, arrival_time=2021-04-10 01:30:35.352587, cost_time=0:00:01.565705 2021-04-10 01:30:22,289 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.09ms, fps=3583 images/s, loss=1.2875, top1-acc=63.12%, top5-acc=89.39%, remaining_time=0:00:12.620316, arrival_time=2021-04-10 01:30:34.910015, cost_time=0:00:02.280777 2021-04-10 01:30:22,997 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.80ms, fps=3621 images/s, loss=1.3013, top1-acc=62.38%, top5-acc=89.15%, remaining_time=0:00:11.656944, arrival_time=2021-04-10 01:30:34.654574, cost_time=0:00:02.988972 2021-04-10 01:30:23,699 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.78ms, fps=3650 images/s, loss=1.2967, top1-acc=62.42%, top5-acc=89.29%, remaining_time=0:00:10.777574, arrival_time=2021-04-10 01:30:34.477141, cost_time=0:00:03.690938 2021-04-10 01:30:24,410 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.47ms, fps=3606 images/s, loss=1.3060, top1-acc=62.02%, top5-acc=89.26%, remaining_time=0:00:09.976280, arrival_time=2021-04-10 01:30:34.386339, cost_time=0:00:04.401300 2021-04-10 01:30:25,109 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.01ms, fps=3663 images/s, loss=1.3046, top1-acc=62.07%, top5-acc=89.27%, remaining_time=0:00:09.181368, arrival_time=2021-04-10 01:30:34.290811, cost_time=0:00:05.100789 2021-04-10 01:30:25,818 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.92ms, fps=3612 images/s, loss=1.3100, top1-acc=61.92%, top5-acc=89.17%, remaining_time=0:00:08.424268, arrival_time=2021-04-10 01:30:34.243016, cost_time=0:00:05.809857 2021-04-10 01:30:26,520 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=2.52ms, fps=3652 images/s, loss=1.3063, top1-acc=62.10%, top5-acc=89.27%, remaining_time=0:00:07.669524, arrival_time=2021-04-10 01:30:34.190126, cost_time=0:00:06.511892 2021-04-10 01:30:27,233 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=2.02ms, fps=3598 images/s, loss=1.3096, top1-acc=61.94%, top5-acc=89.21%, remaining_time=0:00:06.935520, arrival_time=2021-04-10 01:30:34.168739, cost_time=0:00:07.224514 2021-04-10 01:30:27,936 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.92ms, fps=3642 images/s, loss=1.3130, top1-acc=61.93%, top5-acc=89.18%, remaining_time=0:00:06.198364, arrival_time=2021-04-10 01:30:34.135112, cost_time=0:00:07.928091 2021-04-10 01:30:28,643 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=2.02ms, fps=3627 images/s, loss=1.3193, top1-acc=61.77%, top5-acc=89.06%, remaining_time=0:00:05.468428, arrival_time=2021-04-10 01:30:34.111436, cost_time=0:00:08.634305 2021-04-10 01:30:29,358 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=3.85ms, fps=3580 images/s, loss=1.3209, top1-acc=61.73%, top5-acc=89.06%, remaining_time=0:00:04.746918, arrival_time=2021-04-10 01:30:34.105589, cost_time=0:00:09.349970 2021-04-10 01:30:30,063 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.20ms, fps=3634 images/s, loss=1.3195, top1-acc=61.82%, top5-acc=89.12%, remaining_time=0:00:04.021976, arrival_time=2021-04-10 01:30:34.085659, cost_time=0:00:10.054913 2021-04-10 01:30:30,783 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=2.32ms, fps=3561 images/s, loss=1.3203, top1-acc=61.84%, top5-acc=89.12%, remaining_time=0:00:03.304180, arrival_time=2021-04-10 01:30:34.087386, cost_time=0:00:10.774519 2021-04-10 01:30:31,491 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.09ms, fps=3616 images/s, loss=1.3201, top1-acc=61.93%, top5-acc=89.11%, remaining_time=0:00:02.583684, arrival_time=2021-04-10 01:30:34.075442, cost_time=0:00:11.483025 2021-04-10 01:30:32,198 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.47ms, fps=3625 images/s, loss=1.3214, top1-acc=61.87%, top5-acc=89.12%, remaining_time=0:00:01.864330, arrival_time=2021-04-10 01:30:34.062923, cost_time=0:00:12.189900 2021-04-10 01:30:32,905 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.97ms, fps=3624 images/s, loss=1.3231, top1-acc=61.87%, top5-acc=89.10%, remaining_time=0:00:01.146384, arrival_time=2021-04-10 01:30:34.051971, cost_time=0:00:12.896853 2021-04-10 01:30:33,612 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.32ms, fps=3626 images/s, loss=1.3253, top1-acc=61.82%, top5-acc=89.08%, remaining_time=0:00:00.429582, arrival_time=2021-04-10 01:30:34.041622, cost_time=0:00:13.603400 2021-04-10 01:30:33,989 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.08ms, fps=3603 images/s, loss=1.3255, top1-acc=61.80%, top5-acc=89.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:33.989923, cost_time=0:00:13.981292 2021-04-10 01:30:34,348 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.20ms, fps=7158 images/s, loss=1.9406, top1-acc=50.23%, top5-acc=80.51%, remaining_time=0:00:01.072800, arrival_time=2021-04-10 01:30:35.421418, cost_time=0:00:00.357604 2021-04-10 01:30:34,613 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.20ms, fps=9674 images/s, loss=1.9436, top1-acc=49.77%, top5-acc=79.80%, remaining_time=0:00:00.622640, arrival_time=2021-04-10 01:30:35.236411, cost_time=0:00:00.622630 2021-04-10 01:30:34,880 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=0.29ms, fps=9621 images/s, loss=1.9752, top1-acc=49.00%, top5-acc=79.65%, remaining_time=0:00:00.296490, arrival_time=2021-04-10 01:30:35.177009, cost_time=0:00:00.889463 2021-04-10 01:30:35,081 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.11ms, fps=11584 images/s, loss=1.9797, top1-acc=48.77%, top5-acc=79.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:35.081269, cost_time=0:00:01.090232 2021-04-10 01:30:35,116 INFO : Epoch=0033 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:42:06.944301, arrival_time=2021-04-10 02:12:42.060888, cost_time=0:08:19.336308 2021-04-10 01:30:35,117 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:30:36,016 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.39ms, fps=2846 images/s, loss=1.3064, top1-acc=62.03%, top5-acc=90.70%, remaining_time=0:00:16.731072, arrival_time=2021-04-10 01:30:52.747982, cost_time=0:00:00.899515 2021-04-10 01:30:36,723 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.67ms, fps=3629 images/s, loss=1.2857, top1-acc=62.13%, top5-acc=90.51%, remaining_time=0:00:14.128928, arrival_time=2021-04-10 01:30:50.851948, cost_time=0:00:01.605554 2021-04-10 01:30:37,418 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=2.23ms, fps=3685 images/s, loss=1.3002, top1-acc=61.72%, top5-acc=90.01%, remaining_time=0:00:12.732532, arrival_time=2021-04-10 01:30:50.150964, cost_time=0:00:02.301057 2021-04-10 01:30:38,131 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.00ms, fps=3599 images/s, loss=1.3053, top1-acc=61.68%, top5-acc=89.70%, remaining_time=0:00:11.752728, arrival_time=2021-04-10 01:30:49.883730, cost_time=0:00:03.013527 2021-04-10 01:30:38,823 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.39ms, fps=3702 images/s, loss=1.3007, top1-acc=61.70%, top5-acc=89.80%, remaining_time=0:00:10.821374, arrival_time=2021-04-10 01:30:49.644728, cost_time=0:00:03.705945 2021-04-10 01:30:39,552 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.39ms, fps=3515 images/s, loss=1.2978, top1-acc=61.85%, top5-acc=89.82%, remaining_time=0:00:10.052576, arrival_time=2021-04-10 01:30:49.604856, cost_time=0:00:04.434945 2021-04-10 01:30:40,267 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.94ms, fps=3585 images/s, loss=1.3033, top1-acc=61.76%, top5-acc=89.64%, remaining_time=0:00:09.269064, arrival_time=2021-04-10 01:30:49.536156, cost_time=0:00:05.149511 2021-04-10 01:30:40,971 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.68ms, fps=3638 images/s, loss=1.3094, top1-acc=61.68%, top5-acc=89.49%, remaining_time=0:00:08.488764, arrival_time=2021-04-10 01:30:49.460457, cost_time=0:00:05.854323 2021-04-10 01:30:41,679 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=2.56ms, fps=3618 images/s, loss=1.3090, top1-acc=61.77%, top5-acc=89.45%, remaining_time=0:00:07.729096, arrival_time=2021-04-10 01:30:49.408932, cost_time=0:00:06.562445 2021-04-10 01:30:42,402 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.05ms, fps=3549 images/s, loss=1.3146, top1-acc=61.71%, top5-acc=89.30%, remaining_time=0:00:06.993408, arrival_time=2021-04-10 01:30:49.395641, cost_time=0:00:07.284764 2021-04-10 01:30:43,101 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.92ms, fps=3663 images/s, loss=1.3164, top1-acc=61.72%, top5-acc=89.21%, remaining_time=0:00:06.242396, arrival_time=2021-04-10 01:30:49.344167, cost_time=0:00:07.984429 2021-04-10 01:30:43,801 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.87ms, fps=3659 images/s, loss=1.3188, top1-acc=61.54%, top5-acc=89.21%, remaining_time=0:00:05.500120, arrival_time=2021-04-10 01:30:49.301963, cost_time=0:00:08.684456 2021-04-10 01:30:44,499 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.60ms, fps=3671 images/s, loss=1.3190, top1-acc=61.55%, top5-acc=89.22%, remaining_time=0:00:04.763352, arrival_time=2021-04-10 01:30:49.263058, cost_time=0:00:09.382332 2021-04-10 01:30:45,225 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.14ms, fps=3533 images/s, loss=1.3216, top1-acc=61.56%, top5-acc=89.18%, remaining_time=0:00:04.043032, arrival_time=2021-04-10 01:30:49.268015, cost_time=0:00:10.107512 2021-04-10 01:30:45,934 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.45ms, fps=3613 images/s, loss=1.3249, top1-acc=61.60%, top5-acc=89.19%, remaining_time=0:00:03.317152, arrival_time=2021-04-10 01:30:49.251317, cost_time=0:00:10.816837 2021-04-10 01:30:46,643 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.79ms, fps=3613 images/s, loss=1.3286, top1-acc=61.53%, top5-acc=89.08%, remaining_time=0:00:02.593296, arrival_time=2021-04-10 01:30:49.236405, cost_time=0:00:11.525787 2021-04-10 01:30:47,350 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.88ms, fps=3624 images/s, loss=1.3273, top1-acc=61.61%, top5-acc=89.09%, remaining_time=0:00:01.870856, arrival_time=2021-04-10 01:30:49.221055, cost_time=0:00:12.232592 2021-04-10 01:30:48,059 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.84ms, fps=3616 images/s, loss=1.3291, top1-acc=61.60%, top5-acc=89.06%, remaining_time=0:00:01.150368, arrival_time=2021-04-10 01:30:49.209335, cost_time=0:00:12.941635 2021-04-10 01:30:48,758 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.67ms, fps=3663 images/s, loss=1.3305, top1-acc=61.58%, top5-acc=89.03%, remaining_time=0:00:00.430764, arrival_time=2021-04-10 01:30:49.189039, cost_time=0:00:13.640938 2021-04-10 01:30:49,132 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=0.08ms, fps=3638 images/s, loss=1.3302, top1-acc=61.56%, top5-acc=89.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:49.132567, cost_time=0:00:14.015242 2021-04-10 01:30:49,457 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.44ms, fps=7903 images/s, loss=2.6109, top1-acc=37.34%, top5-acc=69.49%, remaining_time=0:00:00.971670, arrival_time=2021-04-10 01:30:50.429251, cost_time=0:00:00.323892 2021-04-10 01:30:49,732 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.18ms, fps=9315 images/s, loss=2.6132, top1-acc=37.95%, top5-acc=68.71%, remaining_time=0:00:00.599240, arrival_time=2021-04-10 01:30:50.332116, cost_time=0:00:00.599237 2021-04-10 01:30:49,995 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=0.40ms, fps=9770 images/s, loss=2.6217, top1-acc=38.03%, top5-acc=68.57%, remaining_time=0:00:00.287200, arrival_time=2021-04-10 01:30:50.282486, cost_time=0:00:00.861615 2021-04-10 01:30:50,231 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.09ms, fps=9825 images/s, loss=2.6358, top1-acc=37.88%, top5-acc=68.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:50.231846, cost_time=0:00:01.098240 2021-04-10 01:30:50,266 INFO : Epoch=0034 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:41:51.905028, arrival_time=2021-04-10 02:12:42.171904, cost_time=0:08:34.486563 2021-04-10 01:30:50,267 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:30:51,172 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.27ms, fps=2829 images/s, loss=1.2778, top1-acc=63.28%, top5-acc=90.12%, remaining_time=0:00:16.830024, arrival_time=2021-04-10 01:31:08.002834, cost_time=0:00:00.904839 2021-04-10 01:30:51,872 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.61ms, fps=3661 images/s, loss=1.2963, top1-acc=62.17%, top5-acc=89.80%, remaining_time=0:00:14.121184, arrival_time=2021-04-10 01:31:05.993891, cost_time=0:00:01.604684 2021-04-10 01:30:52,574 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.90ms, fps=3652 images/s, loss=1.2952, top1-acc=61.89%, top5-acc=89.93%, remaining_time=0:00:12.761582, arrival_time=2021-04-10 01:31:05.335865, cost_time=0:00:02.306302 2021-04-10 01:30:53,283 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.62ms, fps=3613 images/s, loss=1.2957, top1-acc=62.26%, top5-acc=89.83%, remaining_time=0:00:11.759904, arrival_time=2021-04-10 01:31:05.043303, cost_time=0:00:03.015341 2021-04-10 01:30:53,984 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=2.06ms, fps=3655 images/s, loss=1.3031, top1-acc=62.30%, top5-acc=89.63%, remaining_time=0:00:10.852326, arrival_time=2021-04-10 01:31:04.836859, cost_time=0:00:03.716534 2021-04-10 01:30:54,687 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.91ms, fps=3648 images/s, loss=1.3014, top1-acc=62.42%, top5-acc=89.58%, remaining_time=0:00:10.016128, arrival_time=2021-04-10 01:31:04.703095, cost_time=0:00:04.418909 2021-04-10 01:30:55,395 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.81ms, fps=3615 images/s, loss=1.2951, top1-acc=62.56%, top5-acc=89.66%, remaining_time=0:00:09.230004, arrival_time=2021-04-10 01:31:04.625755, cost_time=0:00:05.127747 2021-04-10 01:30:56,100 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.83ms, fps=3634 images/s, loss=1.2945, top1-acc=62.53%, top5-acc=89.69%, remaining_time=0:00:08.457560, arrival_time=2021-04-10 01:31:04.558346, cost_time=0:00:05.832781 2021-04-10 01:30:56,808 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.04ms, fps=3623 images/s, loss=1.2950, top1-acc=62.66%, top5-acc=89.65%, remaining_time=0:00:07.702702, arrival_time=2021-04-10 01:31:04.510791, cost_time=0:00:06.540072 2021-04-10 01:30:57,511 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.79ms, fps=3643 images/s, loss=1.3031, top1-acc=62.36%, top5-acc=89.52%, remaining_time=0:00:06.953664, arrival_time=2021-04-10 01:31:04.465048, cost_time=0:00:07.243376 2021-04-10 01:30:58,216 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.50ms, fps=3633 images/s, loss=1.3010, top1-acc=62.47%, top5-acc=89.52%, remaining_time=0:00:06.214360, arrival_time=2021-04-10 01:31:04.430937, cost_time=0:00:07.948624 2021-04-10 01:30:58,918 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.41ms, fps=3648 images/s, loss=1.3042, top1-acc=62.38%, top5-acc=89.50%, remaining_time=0:00:05.478840, arrival_time=2021-04-10 01:31:04.397527, cost_time=0:00:08.650743 2021-04-10 01:30:59,613 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.46ms, fps=3685 images/s, loss=1.3076, top1-acc=62.27%, top5-acc=89.42%, remaining_time=0:00:04.744806, arrival_time=2021-04-10 01:31:04.358660, cost_time=0:00:09.345808 2021-04-10 01:31:00,317 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.75ms, fps=3643 images/s, loss=1.3068, top1-acc=62.31%, top5-acc=89.48%, remaining_time=0:00:04.019680, arrival_time=2021-04-10 01:31:04.336811, cost_time=0:00:10.049177 2021-04-10 01:31:01,020 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.71ms, fps=3643 images/s, loss=1.3107, top1-acc=62.17%, top5-acc=89.42%, remaining_time=0:00:03.297372, arrival_time=2021-04-10 01:31:04.317673, cost_time=0:00:10.752312 2021-04-10 01:31:01,722 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.96ms, fps=3650 images/s, loss=1.3145, top1-acc=62.11%, top5-acc=89.30%, remaining_time=0:00:02.577204, arrival_time=2021-04-10 01:31:04.299420, cost_time=0:00:11.454213 2021-04-10 01:31:02,422 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.44ms, fps=3658 images/s, loss=1.3163, top1-acc=62.07%, top5-acc=89.25%, remaining_time=0:00:01.858948, arrival_time=2021-04-10 01:31:04.281600, cost_time=0:00:12.154646 2021-04-10 01:31:03,141 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=2.06ms, fps=3563 images/s, loss=1.3173, top1-acc=62.02%, top5-acc=89.24%, remaining_time=0:00:01.144320, arrival_time=2021-04-10 01:31:04.285960, cost_time=0:00:12.873683 2021-04-10 01:31:03,846 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.84ms, fps=3635 images/s, loss=1.3160, top1-acc=62.07%, top5-acc=89.25%, remaining_time=0:00:00.428790, arrival_time=2021-04-10 01:31:04.275149, cost_time=0:00:13.578427 2021-04-10 01:31:04,221 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.08ms, fps=3634 images/s, loss=1.3157, top1-acc=62.08%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:04.220989, cost_time=0:00:13.953068 2021-04-10 01:31:04,583 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=2.36ms, fps=7087 images/s, loss=1.9841, top1-acc=49.10%, top5-acc=79.37%, remaining_time=0:00:01.083570, arrival_time=2021-04-10 01:31:05.666782, cost_time=0:00:00.361189 2021-04-10 01:31:04,812 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.40ms, fps=11213 images/s, loss=1.9922, top1-acc=49.59%, top5-acc=79.65%, remaining_time=0:00:00.590040, arrival_time=2021-04-10 01:31:05.402107, cost_time=0:00:00.590035 2021-04-10 01:31:05,058 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=35.61ms, fps=10400 images/s, loss=1.9890, top1-acc=49.77%, top5-acc=79.73%, remaining_time=0:00:00.278900, arrival_time=2021-04-10 01:31:05.337699, cost_time=0:00:00.836689 2021-04-10 01:31:05,253 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=11949 images/s, loss=1.9802, top1-acc=49.54%, top5-acc=79.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:05.253628, cost_time=0:00:01.031659 2021-04-10 01:31:05,290 INFO : Epoch=0035 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:41:36.264210, arrival_time=2021-04-10 02:12:41.555101, cost_time=0:08:49.510578 2021-04-10 01:31:05,291 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:31:06,182 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.35ms, fps=2874 images/s, loss=1.3023, top1-acc=61.68%, top5-acc=90.23%, remaining_time=0:00:16.565532, arrival_time=2021-04-10 01:31:22.748000, cost_time=0:00:00.890617 2021-04-10 01:31:06,892 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.53ms, fps=3610 images/s, loss=1.2563, top1-acc=63.40%, top5-acc=90.02%, remaining_time=0:00:14.082112, arrival_time=2021-04-10 01:31:20.974351, cost_time=0:00:01.600248 2021-04-10 01:31:07,604 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.47ms, fps=3600 images/s, loss=1.2591, top1-acc=63.36%, top5-acc=90.09%, remaining_time=0:00:12.794450, arrival_time=2021-04-10 01:31:20.398723, cost_time=0:00:02.312249 2021-04-10 01:31:08,308 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.73ms, fps=3642 images/s, loss=1.2717, top1-acc=63.16%, top5-acc=89.95%, remaining_time=0:00:11.762712, arrival_time=2021-04-10 01:31:20.070665, cost_time=0:00:03.016098 2021-04-10 01:31:09,010 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.09ms, fps=3647 images/s, loss=1.2770, top1-acc=62.86%, top5-acc=89.84%, remaining_time=0:00:10.858020, arrival_time=2021-04-10 01:31:19.868647, cost_time=0:00:03.718525 2021-04-10 01:31:09,714 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.97ms, fps=3643 images/s, loss=1.2759, top1-acc=62.86%, top5-acc=89.79%, remaining_time=0:00:10.023608, arrival_time=2021-04-10 01:31:19.737723, cost_time=0:00:04.422205 2021-04-10 01:31:10,421 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.25ms, fps=3623 images/s, loss=1.2684, top1-acc=63.00%, top5-acc=89.88%, remaining_time=0:00:09.232902, arrival_time=2021-04-10 01:31:19.654197, cost_time=0:00:05.129401 2021-04-10 01:31:11,129 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.28ms, fps=3617 images/s, loss=1.2761, top1-acc=62.88%, top5-acc=89.72%, remaining_time=0:00:08.464752, arrival_time=2021-04-10 01:31:19.594505, cost_time=0:00:05.837787 2021-04-10 01:31:11,830 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.37ms, fps=3656 images/s, loss=1.2873, top1-acc=62.63%, top5-acc=89.59%, remaining_time=0:00:07.701218, arrival_time=2021-04-10 01:31:19.531924, cost_time=0:00:06.538799 2021-04-10 01:31:12,535 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.81ms, fps=3636 images/s, loss=1.2873, top1-acc=62.64%, top5-acc=89.59%, remaining_time=0:00:06.953760, arrival_time=2021-04-10 01:31:19.489091, cost_time=0:00:07.243456 2021-04-10 01:31:13,238 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.95ms, fps=3643 images/s, loss=1.2887, top1-acc=62.70%, top5-acc=89.59%, remaining_time=0:00:06.212812, arrival_time=2021-04-10 01:31:19.451446, cost_time=0:00:07.946642 2021-04-10 01:31:13,944 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.68ms, fps=3632 images/s, loss=1.2877, top1-acc=62.74%, top5-acc=89.60%, remaining_time=0:00:05.479752, arrival_time=2021-04-10 01:31:19.423863, cost_time=0:00:08.652247 2021-04-10 01:31:14,645 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.43ms, fps=3653 images/s, loss=1.2913, top1-acc=62.63%, top5-acc=89.51%, remaining_time=0:00:04.748700, arrival_time=2021-04-10 01:31:19.394038, cost_time=0:00:09.353449 2021-04-10 01:31:15,351 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.56ms, fps=3629 images/s, loss=1.2924, top1-acc=62.58%, top5-acc=89.51%, remaining_time=0:00:04.023824, arrival_time=2021-04-10 01:31:19.375253, cost_time=0:00:10.059534 2021-04-10 01:31:16,059 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.21ms, fps=3622 images/s, loss=1.2951, top1-acc=62.51%, top5-acc=89.48%, remaining_time=0:00:03.301880, arrival_time=2021-04-10 01:31:19.360897, cost_time=0:00:10.767027 2021-04-10 01:31:16,761 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.79ms, fps=3647 images/s, loss=1.2972, top1-acc=62.39%, top5-acc=89.52%, remaining_time=0:00:02.580696, arrival_time=2021-04-10 01:31:19.342383, cost_time=0:00:11.469783 2021-04-10 01:31:17,454 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.99ms, fps=3697 images/s, loss=1.2986, top1-acc=62.30%, top5-acc=89.51%, remaining_time=0:00:01.860222, arrival_time=2021-04-10 01:31:19.315026, cost_time=0:00:12.162946 2021-04-10 01:31:18,202 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.44ms, fps=3425 images/s, loss=1.3003, top1-acc=62.24%, top5-acc=89.49%, remaining_time=0:00:01.147632, arrival_time=2021-04-10 01:31:19.350317, cost_time=0:00:12.910786 2021-04-10 01:31:18,903 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.31ms, fps=3655 images/s, loss=1.3054, top1-acc=62.18%, top5-acc=89.41%, remaining_time=0:00:00.429840, arrival_time=2021-04-10 01:31:19.333367, cost_time=0:00:13.611667 2021-04-10 01:31:19,278 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=0.07ms, fps=3635 images/s, loss=1.3041, top1-acc=62.25%, top5-acc=89.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:19.278134, cost_time=0:00:13.986289 2021-04-10 01:31:19,614 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.46ms, fps=7626 images/s, loss=2.0520, top1-acc=47.15%, top5-acc=78.16%, remaining_time=0:00:01.006950, arrival_time=2021-04-10 01:31:20.621860, cost_time=0:00:00.335653 2021-04-10 01:31:19,795 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=2.57ms, fps=14197 images/s, loss=2.0835, top1-acc=47.40%, top5-acc=77.77%, remaining_time=0:00:00.516500, arrival_time=2021-04-10 01:31:20.312288, cost_time=0:00:00.516493 2021-04-10 01:31:20,058 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=26.11ms, fps=9781 images/s, loss=2.0587, top1-acc=47.49%, top5-acc=78.12%, remaining_time=0:00:00.259620, arrival_time=2021-04-10 01:31:20.317701, cost_time=0:00:00.778862 2021-04-10 01:31:20,229 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.05ms, fps=13555 images/s, loss=2.0582, top1-acc=47.40%, top5-acc=78.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:20.229589, cost_time=0:00:00.950420 2021-04-10 01:31:20,257 INFO : Epoch=0036 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:41:20.396844, arrival_time=2021-04-10 02:12:40.654460, cost_time=0:09:04.477345 2021-04-10 01:31:20,258 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:31:21,129 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=3.16ms, fps=2940 images/s, loss=1.2640, top1-acc=63.91%, top5-acc=89.53%, remaining_time=0:00:16.193532, arrival_time=2021-04-10 01:31:37.322560, cost_time=0:00:00.870617 2021-04-10 01:31:21,832 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.74ms, fps=3644 images/s, loss=1.2648, top1-acc=63.59%, top5-acc=89.49%, remaining_time=0:00:13.849264, arrival_time=2021-04-10 01:31:35.681463, cost_time=0:00:01.573785 2021-04-10 01:31:22,541 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.36ms, fps=3625 images/s, loss=1.2781, top1-acc=63.26%, top5-acc=89.66%, remaining_time=0:00:12.630608, arrival_time=2021-04-10 01:31:35.171671, cost_time=0:00:02.282643 2021-04-10 01:31:23,239 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.55ms, fps=3669 images/s, loss=1.2733, top1-acc=63.19%, top5-acc=89.93%, remaining_time=0:00:11.625900, arrival_time=2021-04-10 01:31:34.865332, cost_time=0:00:02.981014 2021-04-10 01:31:23,951 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.36ms, fps=3655 images/s, loss=1.2817, top1-acc=62.98%, top5-acc=89.81%, remaining_time=0:00:10.782246, arrival_time=2021-04-10 01:31:34.733189, cost_time=0:00:03.692530 2021-04-10 01:31:24,652 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.92ms, fps=3653 images/s, loss=1.2712, top1-acc=63.20%, top5-acc=90.06%, remaining_time=0:00:09.959416, arrival_time=2021-04-10 01:31:34.611666, cost_time=0:00:04.393842 2021-04-10 01:31:25,369 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.29ms, fps=3573 images/s, loss=1.2794, top1-acc=63.01%, top5-acc=89.76%, remaining_time=0:00:09.199764, arrival_time=2021-04-10 01:31:34.569099, cost_time=0:00:05.110956 2021-04-10 01:31:26,082 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.46ms, fps=3593 images/s, loss=1.2783, top1-acc=62.93%, top5-acc=89.85%, remaining_time=0:00:08.445264, arrival_time=2021-04-10 01:31:34.528021, cost_time=0:00:05.824332 2021-04-10 01:31:26,789 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=2.24ms, fps=3626 images/s, loss=1.2769, top1-acc=62.95%, top5-acc=89.81%, remaining_time=0:00:07.692102, arrival_time=2021-04-10 01:31:34.481793, cost_time=0:00:06.530997 2021-04-10 01:31:27,499 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.77ms, fps=3614 images/s, loss=1.2754, top1-acc=63.01%, top5-acc=89.84%, remaining_time=0:00:06.950976, arrival_time=2021-04-10 01:31:34.449948, cost_time=0:00:07.240585 2021-04-10 01:31:28,241 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.92ms, fps=3453 images/s, loss=1.2813, top1-acc=62.91%, top5-acc=89.75%, remaining_time=0:00:06.241192, arrival_time=2021-04-10 01:31:34.482488, cost_time=0:00:07.982886 2021-04-10 01:31:28,948 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.86ms, fps=3625 images/s, loss=1.2846, top1-acc=62.77%, top5-acc=89.72%, remaining_time=0:00:05.503540, arrival_time=2021-04-10 01:31:34.451833, cost_time=0:00:08.689842 2021-04-10 01:31:29,656 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.44ms, fps=3620 images/s, loss=1.2876, top1-acc=62.70%, top5-acc=89.71%, remaining_time=0:00:04.771206, arrival_time=2021-04-10 01:31:34.427336, cost_time=0:00:09.397785 2021-04-10 01:31:30,359 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.06ms, fps=3641 images/s, loss=1.2893, top1-acc=62.63%, top5-acc=89.70%, remaining_time=0:00:04.040456, arrival_time=2021-04-10 01:31:34.400166, cost_time=0:00:10.101167 2021-04-10 01:31:31,067 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.47ms, fps=3621 images/s, loss=1.2930, top1-acc=62.49%, top5-acc=89.68%, remaining_time=0:00:03.314806, arrival_time=2021-04-10 01:31:34.382296, cost_time=0:00:10.809121 2021-04-10 01:31:31,776 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.41ms, fps=3617 images/s, loss=1.2935, top1-acc=62.46%, top5-acc=89.66%, remaining_time=0:00:02.591424, arrival_time=2021-04-10 01:31:34.367374, cost_time=0:00:11.517466 2021-04-10 01:31:32,476 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.96ms, fps=3659 images/s, loss=1.2937, top1-acc=62.42%, top5-acc=89.68%, remaining_time=0:00:01.868620, arrival_time=2021-04-10 01:31:34.344839, cost_time=0:00:12.217861 2021-04-10 01:31:33,181 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.80ms, fps=3631 images/s, loss=1.2967, top1-acc=62.29%, top5-acc=89.65%, remaining_time=0:00:01.148752, arrival_time=2021-04-10 01:31:34.330491, cost_time=0:00:12.923383 2021-04-10 01:31:33,888 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=2.47ms, fps=3625 images/s, loss=1.2982, top1-acc=62.26%, top5-acc=89.61%, remaining_time=0:00:00.430422, arrival_time=2021-04-10 01:31:34.318908, cost_time=0:00:13.629989 2021-04-10 01:31:34,268 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=0.11ms, fps=3590 images/s, loss=1.2979, top1-acc=62.24%, top5-acc=89.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:34.268078, cost_time=0:00:14.009731 2021-04-10 01:31:34,559 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=15.65ms, fps=8825 images/s, loss=1.9213, top1-acc=49.92%, top5-acc=80.35%, remaining_time=0:00:00.870150, arrival_time=2021-04-10 01:31:35.429424, cost_time=0:00:00.290051 2021-04-10 01:31:34,792 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=3.47ms, fps=10990 images/s, loss=1.8969, top1-acc=49.80%, top5-acc=81.43%, remaining_time=0:00:00.523500, arrival_time=2021-04-10 01:31:35.316207, cost_time=0:00:00.523491 2021-04-10 01:31:35,080 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=28.62ms, fps=8897 images/s, loss=1.9022, top1-acc=50.05%, top5-acc=81.41%, remaining_time=0:00:00.270570, arrival_time=2021-04-10 01:31:35.351498, cost_time=0:00:00.811699 2021-04-10 01:31:35,318 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=9784 images/s, loss=1.8954, top1-acc=50.27%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:35.318481, cost_time=0:00:01.049319 2021-04-10 01:31:35,344 INFO : Epoch=0037 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:41:05.108495, arrival_time=2021-04-10 02:12:40.453257, cost_time=0:09:19.564494 2021-04-10 01:31:35,345 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:31:36,280 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.25ms, fps=2738 images/s, loss=1.2967, top1-acc=62.23%, top5-acc=89.65%, remaining_time=0:00:17.387466, arrival_time=2021-04-10 01:31:53.667845, cost_time=0:00:00.934814 2021-04-10 01:31:37,009 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.51ms, fps=3517 images/s, loss=1.2869, top1-acc=62.17%, top5-acc=89.69%, remaining_time=0:00:14.637040, arrival_time=2021-04-10 01:31:51.645941, cost_time=0:00:01.663292 2021-04-10 01:31:37,706 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.84ms, fps=3673 images/s, loss=1.2574, top1-acc=63.26%, top5-acc=90.04%, remaining_time=0:00:13.064698, arrival_time=2021-04-10 01:31:50.771335, cost_time=0:00:02.361078 2021-04-10 01:31:38,409 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=4.58ms, fps=3646 images/s, loss=1.2642, top1-acc=63.11%, top5-acc=89.99%, remaining_time=0:00:11.948352, arrival_time=2021-04-10 01:31:50.357594, cost_time=0:00:03.063675 2021-04-10 01:31:39,114 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=2.20ms, fps=3631 images/s, loss=1.2629, top1-acc=63.27%, top5-acc=90.00%, remaining_time=0:00:11.006064, arrival_time=2021-04-10 01:31:50.120810, cost_time=0:00:03.769223 2021-04-10 01:31:39,820 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.62ms, fps=3632 images/s, loss=1.2706, top1-acc=63.19%, top5-acc=89.82%, remaining_time=0:00:10.142336, arrival_time=2021-04-10 01:31:49.962502, cost_time=0:00:04.474582 2021-04-10 01:31:40,521 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.60ms, fps=3652 images/s, loss=1.2677, top1-acc=63.31%, top5-acc=89.85%, remaining_time=0:00:09.317322, arrival_time=2021-04-10 01:31:49.839113, cost_time=0:00:05.176257 2021-04-10 01:31:41,224 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.80ms, fps=3647 images/s, loss=1.2711, top1-acc=63.24%, top5-acc=89.79%, remaining_time=0:00:08.524028, arrival_time=2021-04-10 01:31:49.748224, cost_time=0:00:05.878625 2021-04-10 01:31:41,926 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=2.01ms, fps=3647 images/s, loss=1.2709, top1-acc=63.29%, top5-acc=89.85%, remaining_time=0:00:07.751250, arrival_time=2021-04-10 01:31:49.678034, cost_time=0:00:06.581226 2021-04-10 01:31:42,631 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.90ms, fps=3638 images/s, loss=1.2695, top1-acc=63.39%, top5-acc=89.86%, remaining_time=0:00:06.994176, arrival_time=2021-04-10 01:31:49.625314, cost_time=0:00:07.285592 2021-04-10 01:31:43,338 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.76ms, fps=3625 images/s, loss=1.2749, top1-acc=63.20%, top5-acc=89.82%, remaining_time=0:00:06.248588, arrival_time=2021-04-10 01:31:49.586515, cost_time=0:00:07.992351 2021-04-10 01:31:44,037 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.52ms, fps=3664 images/s, loss=1.2768, top1-acc=63.14%, top5-acc=89.82%, remaining_time=0:00:05.504680, arrival_time=2021-04-10 01:31:49.541861, cost_time=0:00:08.691599 2021-04-10 01:31:44,732 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.50ms, fps=3686 images/s, loss=1.2805, top1-acc=63.05%, top5-acc=89.73%, remaining_time=0:00:04.765530, arrival_time=2021-04-10 01:31:49.497781, cost_time=0:00:09.386691 2021-04-10 01:31:45,437 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.82ms, fps=3635 images/s, loss=1.2819, top1-acc=62.96%, top5-acc=89.72%, remaining_time=0:00:04.036648, arrival_time=2021-04-10 01:31:49.473835, cost_time=0:00:10.091636 2021-04-10 01:31:46,152 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.46ms, fps=3581 images/s, loss=1.2814, top1-acc=62.95%, top5-acc=89.71%, remaining_time=0:00:03.314162, arrival_time=2021-04-10 01:31:49.466813, cost_time=0:00:10.807074 2021-04-10 01:31:46,855 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.52ms, fps=3645 images/s, loss=1.2820, top1-acc=62.88%, top5-acc=89.76%, remaining_time=0:00:02.589768, arrival_time=2021-04-10 01:31:49.445539, cost_time=0:00:11.510090 2021-04-10 01:31:47,555 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.98ms, fps=3662 images/s, loss=1.2844, top1-acc=62.83%, top5-acc=89.69%, remaining_time=0:00:01.867398, arrival_time=2021-04-10 01:31:49.422976, cost_time=0:00:12.209979 2021-04-10 01:31:48,259 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.97ms, fps=3641 images/s, loss=1.2856, top1-acc=62.79%, top5-acc=89.69%, remaining_time=0:00:01.147888, arrival_time=2021-04-10 01:31:49.407256, cost_time=0:00:12.913818 2021-04-10 01:31:48,964 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.79ms, fps=3635 images/s, loss=1.2854, top1-acc=62.76%, top5-acc=89.66%, remaining_time=0:00:00.430062, arrival_time=2021-04-10 01:31:49.394202, cost_time=0:00:13.618622 2021-04-10 01:31:49,343 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=0.08ms, fps=3585 images/s, loss=1.2868, top1-acc=62.71%, top5-acc=89.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:49.343907, cost_time=0:00:13.998408 2021-04-10 01:31:49,745 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.46ms, fps=6395 images/s, loss=2.0984, top1-acc=48.05%, top5-acc=78.24%, remaining_time=0:00:01.200870, arrival_time=2021-04-10 01:31:50.946186, cost_time=0:00:00.400294 2021-04-10 01:31:49,980 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.44ms, fps=10914 images/s, loss=2.1098, top1-acc=47.09%, top5-acc=78.26%, remaining_time=0:00:00.635540, arrival_time=2021-04-10 01:31:50.616119, cost_time=0:00:00.635545 2021-04-10 01:31:50,269 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.31ms, fps=8868 images/s, loss=2.0865, top1-acc=47.54%, top5-acc=78.87%, remaining_time=0:00:00.308250, arrival_time=2021-04-10 01:31:50.577994, cost_time=0:00:00.924737 2021-04-10 01:31:50,442 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.10ms, fps=13433 images/s, loss=2.0659, top1-acc=47.38%, top5-acc=78.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:50.442894, cost_time=0:00:01.097939 2021-04-10 01:31:50,472 INFO : Epoch=0038 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:40:50.004570, arrival_time=2021-04-10 02:12:40.477281, cost_time=0:09:34.692444 2021-04-10 01:31:50,473 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:31:51,421 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.86ms, fps=2702 images/s, loss=1.2318, top1-acc=63.83%, top5-acc=90.20%, remaining_time=0:00:17.622012, arrival_time=2021-04-10 01:32:09.043144, cost_time=0:00:00.947422 2021-04-10 01:31:52,121 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.98ms, fps=3657 images/s, loss=1.2589, top1-acc=63.36%, top5-acc=90.00%, remaining_time=0:00:14.502576, arrival_time=2021-04-10 01:32:06.624337, cost_time=0:00:01.648026 2021-04-10 01:31:52,823 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.98ms, fps=3650 images/s, loss=1.2484, top1-acc=63.57%, top5-acc=90.10%, remaining_time=0:00:13.003444, arrival_time=2021-04-10 01:32:05.827200, cost_time=0:00:02.350026 2021-04-10 01:31:53,522 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.87ms, fps=3665 images/s, loss=1.2595, top1-acc=63.36%, top5-acc=89.72%, remaining_time=0:00:11.891724, arrival_time=2021-04-10 01:32:05.414552, cost_time=0:00:03.049147 2021-04-10 01:31:54,228 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.92ms, fps=3628 images/s, loss=1.2573, top1-acc=63.29%, top5-acc=89.93%, remaining_time=0:00:10.965184, arrival_time=2021-04-10 01:32:05.194076, cost_time=0:00:03.755175 2021-04-10 01:31:54,926 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.09ms, fps=3674 images/s, loss=1.2595, top1-acc=63.37%, top5-acc=89.87%, remaining_time=0:00:10.092424, arrival_time=2021-04-10 01:32:05.018652, cost_time=0:00:04.452514 2021-04-10 01:31:55,633 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.50ms, fps=3621 images/s, loss=1.2612, top1-acc=63.26%, top5-acc=89.92%, remaining_time=0:00:09.287964, arrival_time=2021-04-10 01:32:04.921643, cost_time=0:00:05.160009 2021-04-10 01:31:56,338 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=2.15ms, fps=3633 images/s, loss=1.2617, top1-acc=63.36%, top5-acc=89.81%, remaining_time=0:00:08.504424, arrival_time=2021-04-10 01:32:04.843254, cost_time=0:00:05.865114 2021-04-10 01:31:57,049 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=2.12ms, fps=3605 images/s, loss=1.2647, top1-acc=63.41%, top5-acc=89.71%, remaining_time=0:00:07.744784, arrival_time=2021-04-10 01:32:04.794200, cost_time=0:00:06.575744 2021-04-10 01:31:57,748 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.42ms, fps=3664 images/s, loss=1.2671, top1-acc=63.46%, top5-acc=89.64%, remaining_time=0:00:06.983904, arrival_time=2021-04-10 01:32:04.732505, cost_time=0:00:07.274853 2021-04-10 01:31:58,464 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.66ms, fps=3581 images/s, loss=1.2683, top1-acc=63.36%, top5-acc=89.69%, remaining_time=0:00:06.246954, arrival_time=2021-04-10 01:32:04.710973, cost_time=0:00:07.990267 2021-04-10 01:31:59,169 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.98ms, fps=3630 images/s, loss=1.2711, top1-acc=63.34%, top5-acc=89.64%, remaining_time=0:00:05.507568, arrival_time=2021-04-10 01:32:04.677467, cost_time=0:00:08.696186 2021-04-10 01:31:59,872 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.88ms, fps=3648 images/s, loss=1.2713, top1-acc=63.28%, top5-acc=89.64%, remaining_time=0:00:04.771536, arrival_time=2021-04-10 01:32:04.643744, cost_time=0:00:09.398530 2021-04-10 01:32:00,580 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.33ms, fps=3618 images/s, loss=1.2722, top1-acc=63.24%, top5-acc=89.63%, remaining_time=0:00:04.042640, arrival_time=2021-04-10 01:32:04.622881, cost_time=0:00:10.106532 2021-04-10 01:32:01,286 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.88ms, fps=3629 images/s, loss=1.2749, top1-acc=63.22%, top5-acc=89.62%, remaining_time=0:00:03.315864, arrival_time=2021-04-10 01:32:04.602173, cost_time=0:00:10.812638 2021-04-10 01:32:01,988 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.89ms, fps=3648 images/s, loss=1.2770, top1-acc=63.20%, top5-acc=89.63%, remaining_time=0:00:02.590848, arrival_time=2021-04-10 01:32:04.579401, cost_time=0:00:11.514859 2021-04-10 01:32:02,688 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.98ms, fps=3657 images/s, loss=1.2820, top1-acc=63.03%, top5-acc=89.55%, remaining_time=0:00:01.868204, arrival_time=2021-04-10 01:32:04.557119, cost_time=0:00:12.215256 2021-04-10 01:32:03,392 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.22ms, fps=3642 images/s, loss=1.2845, top1-acc=62.92%, top5-acc=89.51%, remaining_time=0:00:01.148304, arrival_time=2021-04-10 01:32:04.540618, cost_time=0:00:12.918506 2021-04-10 01:32:04,100 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.18ms, fps=3620 images/s, loss=1.2848, top1-acc=62.84%, top5-acc=89.55%, remaining_time=0:00:00.430308, arrival_time=2021-04-10 01:32:04.530429, cost_time=0:00:13.626448 2021-04-10 01:32:04,472 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.06ms, fps=3654 images/s, loss=1.2860, top1-acc=62.78%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:04.472691, cost_time=0:00:13.999038 2021-04-10 01:32:04,730 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.23ms, fps=9962 images/s, loss=1.8919, top1-acc=51.05%, top5-acc=80.62%, remaining_time=0:00:00.770910, arrival_time=2021-04-10 01:32:05.501608, cost_time=0:00:00.256969 2021-04-10 01:32:04,940 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.38ms, fps=12235 images/s, loss=1.8643, top1-acc=50.86%, top5-acc=81.09%, remaining_time=0:00:00.466560, arrival_time=2021-04-10 01:32:05.406897, cost_time=0:00:00.466569 2021-04-10 01:32:05,143 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.29ms, fps=12639 images/s, loss=1.8475, top1-acc=50.96%, top5-acc=81.26%, remaining_time=0:00:00.223210, arrival_time=2021-04-10 01:32:05.366598, cost_time=0:00:00.669619 2021-04-10 01:32:05,345 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=11499 images/s, loss=1.8422, top1-acc=51.26%, top5-acc=81.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:05.345590, cost_time=0:00:00.871864 2021-04-10 01:32:05,381 INFO : Epoch=0039 complete, best val top1-acc=51.62%, top5-acc=82.31% (epoch=24), remaining_time=0:40:33.996229, arrival_time=2021-04-10 02:12:39.378062, cost_time=0:09:49.601567 2021-04-10 01:32:05,382 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:32:06,280 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.26ms, fps=2853 images/s, loss=1.2512, top1-acc=63.20%, top5-acc=90.51%, remaining_time=0:00:16.689780, arrival_time=2021-04-10 01:32:22.969858, cost_time=0:00:00.897301 2021-04-10 01:32:06,984 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.92ms, fps=3635 images/s, loss=1.2565, top1-acc=63.48%, top5-acc=90.16%, remaining_time=0:00:14.098128, arrival_time=2021-04-10 01:32:21.082976, cost_time=0:00:01.602060 2021-04-10 01:32:07,680 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.49ms, fps=3683 images/s, loss=1.2415, top1-acc=63.78%, top5-acc=90.65%, remaining_time=0:00:12.714604, arrival_time=2021-04-10 01:32:20.395188, cost_time=0:00:02.297831 2021-04-10 01:32:08,384 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.42ms, fps=3638 images/s, loss=1.2513, top1-acc=63.58%, top5-acc=90.15%, remaining_time=0:00:11.707488, arrival_time=2021-04-10 01:32:20.092181, cost_time=0:00:03.001924 2021-04-10 01:32:09,089 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.98ms, fps=3635 images/s, loss=1.2509, top1-acc=63.66%, top5-acc=90.10%, remaining_time=0:00:10.823564, arrival_time=2021-04-10 01:32:19.913071, cost_time=0:00:03.706723 2021-04-10 01:32:09,791 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.41ms, fps=3648 images/s, loss=1.2410, top1-acc=63.89%, top5-acc=90.18%, remaining_time=0:00:09.993824, arrival_time=2021-04-10 01:32:19.785567, cost_time=0:00:04.409017 2021-04-10 01:32:10,488 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.05ms, fps=3678 images/s, loss=1.2440, top1-acc=63.92%, top5-acc=90.16%, remaining_time=0:00:09.189810, arrival_time=2021-04-10 01:32:19.678001, cost_time=0:00:05.105418 2021-04-10 01:32:11,195 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.52ms, fps=3621 images/s, loss=1.2467, top1-acc=63.96%, top5-acc=90.10%, remaining_time=0:00:08.428908, arrival_time=2021-04-10 01:32:19.624748, cost_time=0:00:05.813058 2021-04-10 01:32:11,903 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.49ms, fps=3623 images/s, loss=1.2474, top1-acc=63.87%, top5-acc=90.10%, remaining_time=0:00:07.679382, arrival_time=2021-04-10 01:32:19.582468, cost_time=0:00:06.520212 2021-04-10 01:32:12,608 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=2.21ms, fps=3631 images/s, loss=1.2483, top1-acc=63.79%, top5-acc=90.18%, remaining_time=0:00:06.936960, arrival_time=2021-04-10 01:32:19.545677, cost_time=0:00:07.225996 2021-04-10 01:32:13,316 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.87ms, fps=3617 images/s, loss=1.2528, top1-acc=63.72%, top5-acc=90.04%, remaining_time=0:00:06.203008, arrival_time=2021-04-10 01:32:19.519840, cost_time=0:00:07.934055 2021-04-10 01:32:14,023 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.81ms, fps=3626 images/s, loss=1.2559, top1-acc=63.62%, top5-acc=90.05%, remaining_time=0:00:05.472456, arrival_time=2021-04-10 01:32:19.495930, cost_time=0:00:08.640691 2021-04-10 01:32:14,726 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.35ms, fps=3643 images/s, loss=1.2557, top1-acc=63.64%, top5-acc=90.05%, remaining_time=0:00:04.743882, arrival_time=2021-04-10 01:32:19.470679, cost_time=0:00:09.344030 2021-04-10 01:32:15,430 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.62ms, fps=3641 images/s, loss=1.2583, top1-acc=63.62%, top5-acc=90.01%, remaining_time=0:00:04.019008, arrival_time=2021-04-10 01:32:19.449351, cost_time=0:00:10.047562 2021-04-10 01:32:16,138 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=2.20ms, fps=3618 images/s, loss=1.2602, top1-acc=63.58%, top5-acc=89.98%, remaining_time=0:00:03.298384, arrival_time=2021-04-10 01:32:19.436747, cost_time=0:00:10.755655 2021-04-10 01:32:16,841 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.45ms, fps=3642 images/s, loss=1.2615, top1-acc=63.54%, top5-acc=90.02%, remaining_time=0:00:02.578284, arrival_time=2021-04-10 01:32:19.420004, cost_time=0:00:11.458987 2021-04-10 01:32:17,544 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.81ms, fps=3647 images/s, loss=1.2679, top1-acc=63.44%, top5-acc=89.91%, remaining_time=0:00:01.859962, arrival_time=2021-04-10 01:32:19.404009, cost_time=0:00:12.161315 2021-04-10 01:32:18,246 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.68ms, fps=3645 images/s, loss=1.2690, top1-acc=63.41%, top5-acc=89.86%, remaining_time=0:00:01.143472, arrival_time=2021-04-10 01:32:19.390372, cost_time=0:00:12.864127 2021-04-10 01:32:18,950 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.33ms, fps=3641 images/s, loss=1.2743, top1-acc=63.27%, top5-acc=89.79%, remaining_time=0:00:00.428460, arrival_time=2021-04-10 01:32:19.379069, cost_time=0:00:13.567865 2021-04-10 01:32:19,323 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.08ms, fps=3647 images/s, loss=1.2761, top1-acc=63.21%, top5-acc=89.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:19.323892, cost_time=0:00:13.941191 2021-04-10 01:32:19,620 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.42ms, fps=8663 images/s, loss=1.8380, top1-acc=50.98%, top5-acc=82.42%, remaining_time=0:00:00.886500, arrival_time=2021-04-10 01:32:20.506885, cost_time=0:00:00.295496 2021-04-10 01:32:19,839 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.29ms, fps=11727 images/s, loss=1.8040, top1-acc=51.93%, top5-acc=82.97%, remaining_time=0:00:00.514300, arrival_time=2021-04-10 01:32:20.353439, cost_time=0:00:00.514299 2021-04-10 01:32:20,125 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.65ms, fps=8963 images/s, loss=1.7830, top1-acc=52.70%, top5-acc=83.20%, remaining_time=0:00:00.266750, arrival_time=2021-04-10 01:32:20.391935, cost_time=0:00:00.800250 2021-04-10 01:32:20,287 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.06ms, fps=14324 images/s, loss=1.7483, top1-acc=53.24%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:20.287671, cost_time=0:00:00.962851 2021-04-10 01:32:20,336 INFO : Epoch=0040 complete, best val top1-acc=53.24%, top5-acc=83.37% (epoch=40), remaining_time=0:40:18.224160, arrival_time=2021-04-10 02:12:38.560489, cost_time=0:10:04.556055 2021-04-10 01:32:20,336 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:32:21,217 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=2.29ms, fps=2908 images/s, loss=1.2574, top1-acc=64.61%, top5-acc=90.12%, remaining_time=0:00:16.371348, arrival_time=2021-04-10 01:32:37.588672, cost_time=0:00:00.880184 2021-04-10 01:32:21,917 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.40ms, fps=3659 images/s, loss=1.2325, top1-acc=64.65%, top5-acc=90.51%, remaining_time=0:00:13.908048, arrival_time=2021-04-10 01:32:35.825658, cost_time=0:00:01.580464 2021-04-10 01:32:22,621 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.59ms, fps=3641 images/s, loss=1.2376, top1-acc=64.67%, top5-acc=90.17%, remaining_time=0:00:12.639572, arrival_time=2021-04-10 01:32:35.260890, cost_time=0:00:02.284249 2021-04-10 01:32:23,324 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=2.38ms, fps=3646 images/s, loss=1.2422, top1-acc=64.40%, top5-acc=90.10%, remaining_time=0:00:11.648520, arrival_time=2021-04-10 01:32:34.972472, cost_time=0:00:02.986794 2021-04-10 01:32:24,026 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.15ms, fps=3645 images/s, loss=1.2498, top1-acc=63.99%, top5-acc=90.10%, remaining_time=0:00:10.773778, arrival_time=2021-04-10 01:32:34.800570, cost_time=0:00:03.689669 2021-04-10 01:32:24,734 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=2.15ms, fps=3618 images/s, loss=1.2428, top1-acc=64.16%, top5-acc=90.19%, remaining_time=0:00:09.968256, arrival_time=2021-04-10 01:32:34.703097, cost_time=0:00:04.397766 2021-04-10 01:32:25,439 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=2.61ms, fps=3635 images/s, loss=1.2485, top1-acc=64.04%, top5-acc=90.16%, remaining_time=0:00:09.184266, arrival_time=2021-04-10 01:32:34.623882, cost_time=0:00:05.102397 2021-04-10 01:32:26,143 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.41ms, fps=3642 images/s, loss=1.2498, top1-acc=63.82%, top5-acc=90.22%, remaining_time=0:00:08.418816, arrival_time=2021-04-10 01:32:34.562006, cost_time=0:00:05.806113 2021-04-10 01:32:26,866 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=2.03ms, fps=3543 images/s, loss=1.2586, top1-acc=63.68%, top5-acc=90.10%, remaining_time=0:00:07.689876, arrival_time=2021-04-10 01:32:34.556067, cost_time=0:00:06.529118 2021-04-10 01:32:27,577 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=2.06ms, fps=3604 images/s, loss=1.2621, top1-acc=63.47%, top5-acc=90.11%, remaining_time=0:00:06.950304, arrival_time=2021-04-10 01:32:34.527427, cost_time=0:00:07.239930 2021-04-10 01:32:28,287 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=2.10ms, fps=3608 images/s, loss=1.2616, top1-acc=63.56%, top5-acc=90.08%, remaining_time=0:00:06.215564, arrival_time=2021-04-10 01:32:34.502848, cost_time=0:00:07.950170 2021-04-10 01:32:28,997 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.20ms, fps=3606 images/s, loss=1.2653, top1-acc=63.49%, top5-acc=90.00%, remaining_time=0:00:05.485072, arrival_time=2021-04-10 01:32:34.482863, cost_time=0:00:08.660658 2021-04-10 01:32:29,696 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.65ms, fps=3668 images/s, loss=1.2656, top1-acc=63.51%, top5-acc=89.96%, remaining_time=0:00:04.751604, arrival_time=2021-04-10 01:32:34.447898, cost_time=0:00:09.359188 2021-04-10 01:32:30,405 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.32ms, fps=3615 images/s, loss=1.2629, top1-acc=63.58%, top5-acc=89.98%, remaining_time=0:00:04.027184, arrival_time=2021-04-10 01:32:34.432329, cost_time=0:00:10.067895 2021-04-10 01:32:31,114 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.52ms, fps=3614 images/s, loss=1.2648, top1-acc=63.54%, top5-acc=89.95%, remaining_time=0:00:03.305008, arrival_time=2021-04-10 01:32:34.419228, cost_time=0:00:10.777152 2021-04-10 01:32:31,822 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=2.06ms, fps=3614 images/s, loss=1.2652, top1-acc=63.50%, top5-acc=89.96%, remaining_time=0:00:02.584332, arrival_time=2021-04-10 01:32:34.407273, cost_time=0:00:11.485866 2021-04-10 01:32:32,518 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.51ms, fps=3680 images/s, loss=1.2681, top1-acc=63.41%, top5-acc=89.91%, remaining_time=0:00:01.863108, arrival_time=2021-04-10 01:32:34.382037, cost_time=0:00:12.181866 2021-04-10 01:32:33,223 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.88ms, fps=3637 images/s, loss=1.2687, top1-acc=63.43%, top5-acc=89.90%, remaining_time=0:00:01.145424, arrival_time=2021-04-10 01:32:34.368654, cost_time=0:00:12.886013 2021-04-10 01:32:33,929 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.87ms, fps=3628 images/s, loss=1.2696, top1-acc=63.41%, top5-acc=89.90%, remaining_time=0:00:00.429240, arrival_time=2021-04-10 01:32:34.358917, cost_time=0:00:13.592548 2021-04-10 01:32:34,330 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.11ms, fps=3403 images/s, loss=1.2704, top1-acc=63.39%, top5-acc=89.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:34.329934, cost_time=0:00:13.992824 2021-04-10 01:32:34,660 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=41.83ms, fps=7788 images/s, loss=2.0631, top1-acc=47.89%, top5-acc=78.52%, remaining_time=0:00:00.986070, arrival_time=2021-04-10 01:32:35.646238, cost_time=0:00:00.328690 2021-04-10 01:32:34,959 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.45ms, fps=8564 images/s, loss=2.0947, top1-acc=47.48%, top5-acc=77.79%, remaining_time=0:00:00.628140, arrival_time=2021-04-10 01:32:35.587744, cost_time=0:00:00.628135 2021-04-10 01:32:35,252 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=55.78ms, fps=8761 images/s, loss=2.1126, top1-acc=47.25%, top5-acc=77.64%, remaining_time=0:00:00.306940, arrival_time=2021-04-10 01:32:35.559171, cost_time=0:00:00.920810 2021-04-10 01:32:35,455 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=11452 images/s, loss=2.1292, top1-acc=46.75%, top5-acc=77.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:35.455137, cost_time=0:00:01.123731 2021-04-10 01:32:35,481 INFO : Epoch=0041 complete, best val top1-acc=53.24%, top5-acc=83.37% (epoch=40), remaining_time=0:40:03.232689, arrival_time=2021-04-10 02:12:38.714456, cost_time=0:10:19.701501 2021-04-10 01:32:35,482 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:32:36,433 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.27ms, fps=2692 images/s, loss=1.1724, top1-acc=65.86%, top5-acc=91.84%, remaining_time=0:00:17.688042, arrival_time=2021-04-10 01:32:54.121519, cost_time=0:00:00.950968 2021-04-10 01:32:37,145 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.59ms, fps=3600 images/s, loss=1.2167, top1-acc=64.34%, top5-acc=91.00%, remaining_time=0:00:14.631056, arrival_time=2021-04-10 01:32:51.776145, cost_time=0:00:01.662616 2021-04-10 01:32:37,848 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.40ms, fps=3642 images/s, loss=1.2242, top1-acc=64.22%, top5-acc=90.62%, remaining_time=0:00:13.092254, arrival_time=2021-04-10 01:32:50.940915, cost_time=0:00:02.366064 2021-04-10 01:32:38,554 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.70ms, fps=3632 images/s, loss=1.2264, top1-acc=64.54%, top5-acc=90.52%, remaining_time=0:00:11.979396, arrival_time=2021-04-10 01:32:50.533547, cost_time=0:00:03.071646 2021-04-10 01:32:39,257 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=0.27ms, fps=3645 images/s, loss=1.2269, top1-acc=64.48%, top5-acc=90.52%, remaining_time=0:00:11.021832, arrival_time=2021-04-10 01:32:50.278935, cost_time=0:00:03.774601 2021-04-10 01:32:39,962 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=2.00ms, fps=3631 images/s, loss=1.2318, top1-acc=64.32%, top5-acc=90.49%, remaining_time=0:00:10.155256, arrival_time=2021-04-10 01:32:50.117969, cost_time=0:00:04.480258 2021-04-10 01:32:40,662 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.91ms, fps=3660 images/s, loss=1.2381, top1-acc=64.15%, top5-acc=90.41%, remaining_time=0:00:09.324252, arrival_time=2021-04-10 01:32:49.986904, cost_time=0:00:05.180164 2021-04-10 01:32:41,370 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.61ms, fps=3622 images/s, loss=1.2393, top1-acc=64.06%, top5-acc=90.35%, remaining_time=0:00:08.536904, arrival_time=2021-04-10 01:32:49.907012, cost_time=0:00:05.887527 2021-04-10 01:32:42,075 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.53ms, fps=3632 images/s, loss=1.2385, top1-acc=64.11%, top5-acc=90.33%, remaining_time=0:00:07.765242, arrival_time=2021-04-10 01:32:49.840882, cost_time=0:00:06.593126 2021-04-10 01:32:42,777 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.05ms, fps=3650 images/s, loss=1.2367, top1-acc=64.14%, top5-acc=90.38%, remaining_time=0:00:07.003200, arrival_time=2021-04-10 01:32:49.780735, cost_time=0:00:07.295037 2021-04-10 01:32:43,475 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=2.13ms, fps=3673 images/s, loss=1.2410, top1-acc=63.95%, top5-acc=90.31%, remaining_time=0:00:06.248760, arrival_time=2021-04-10 01:32:49.723807, cost_time=0:00:07.992560 2021-04-10 01:32:44,179 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.34ms, fps=3639 images/s, loss=1.2451, top1-acc=63.82%, top5-acc=90.27%, remaining_time=0:00:05.507796, arrival_time=2021-04-10 01:32:49.686786, cost_time=0:00:08.696537 2021-04-10 01:32:44,882 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.97ms, fps=3641 images/s, loss=1.2492, top1-acc=63.74%, top5-acc=90.16%, remaining_time=0:00:04.772262, arrival_time=2021-04-10 01:32:49.654634, cost_time=0:00:09.399916 2021-04-10 01:32:45,588 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.41ms, fps=3629 images/s, loss=1.2505, top1-acc=63.65%, top5-acc=90.11%, remaining_time=0:00:04.042304, arrival_time=2021-04-10 01:32:49.630475, cost_time=0:00:10.105722 2021-04-10 01:32:46,294 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.78ms, fps=3625 images/s, loss=1.2561, top1-acc=63.53%, top5-acc=90.04%, remaining_time=0:00:03.315818, arrival_time=2021-04-10 01:32:49.610706, cost_time=0:00:10.812379 2021-04-10 01:32:47,003 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.25ms, fps=3614 images/s, loss=1.2582, top1-acc=63.43%, top5-acc=90.01%, remaining_time=0:00:02.592288, arrival_time=2021-04-10 01:32:49.596028, cost_time=0:00:11.521219 2021-04-10 01:32:47,707 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.88ms, fps=3639 images/s, loss=1.2585, top1-acc=63.45%, top5-acc=90.00%, remaining_time=0:00:01.869764, arrival_time=2021-04-10 01:32:49.577520, cost_time=0:00:12.225299 2021-04-10 01:32:48,414 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=2.05ms, fps=3625 images/s, loss=1.2611, top1-acc=63.33%, top5-acc=89.97%, remaining_time=0:00:01.149504, arrival_time=2021-04-10 01:32:49.563964, cost_time=0:00:12.931973 2021-04-10 01:32:49,116 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.17ms, fps=3651 images/s, loss=1.2613, top1-acc=63.31%, top5-acc=89.96%, remaining_time=0:00:00.430536, arrival_time=2021-04-10 01:32:49.546548, cost_time=0:00:13.633563 2021-04-10 01:32:49,493 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.09ms, fps=3609 images/s, loss=1.2608, top1-acc=63.32%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:49.493283, cost_time=0:00:14.010843 2021-04-10 01:32:49,854 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.31ms, fps=7103 images/s, loss=1.6851, top1-acc=53.71%, top5-acc=83.32%, remaining_time=0:00:01.081230, arrival_time=2021-04-10 01:32:50.935966, cost_time=0:00:00.360411 2021-04-10 01:32:50,113 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.29ms, fps=9910 images/s, loss=1.6851, top1-acc=53.73%, top5-acc=83.46%, remaining_time=0:00:00.619180, arrival_time=2021-04-10 01:32:50.732701, cost_time=0:00:00.619186 2021-04-10 01:32:50,406 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.30ms, fps=8756 images/s, loss=1.6764, top1-acc=53.92%, top5-acc=83.53%, remaining_time=0:00:00.304010, arrival_time=2021-04-10 01:32:50.710403, cost_time=0:00:00.912042 2021-04-10 01:32:50,588 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.06ms, fps=12768 images/s, loss=1.6840, top1-acc=53.89%, top5-acc=83.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:50.588549, cost_time=0:00:01.094269 2021-04-10 01:32:50,637 INFO : Epoch=0042 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:39:48.271910, arrival_time=2021-04-10 02:12:38.909282, cost_time=0:10:34.857097 2021-04-10 01:32:50,637 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:32:51,545 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=3.98ms, fps=2823 images/s, loss=1.2352, top1-acc=64.18%, top5-acc=90.35%, remaining_time=0:00:16.867410, arrival_time=2021-04-10 01:33:08.412485, cost_time=0:00:00.906849 2021-04-10 01:32:52,260 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.01ms, fps=3583 images/s, loss=1.2489, top1-acc=63.55%, top5-acc=90.10%, remaining_time=0:00:14.274480, arrival_time=2021-04-10 01:33:06.534675, cost_time=0:00:01.622096 2021-04-10 01:32:52,962 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.42ms, fps=3646 images/s, loss=1.2451, top1-acc=63.98%, top5-acc=90.26%, remaining_time=0:00:12.863174, arrival_time=2021-04-10 01:33:05.826031, cost_time=0:00:02.324673 2021-04-10 01:32:53,665 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.55ms, fps=3645 images/s, loss=1.2451, top1-acc=63.89%, top5-acc=90.26%, remaining_time=0:00:11.808264, arrival_time=2021-04-10 01:33:05.474119, cost_time=0:00:03.027747 2021-04-10 01:32:54,369 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.55ms, fps=3643 images/s, loss=1.2435, top1-acc=63.90%, top5-acc=90.49%, remaining_time=0:00:10.894082, arrival_time=2021-04-10 01:33:05.263173, cost_time=0:00:03.730835 2021-04-10 01:32:55,072 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.90ms, fps=3646 images/s, loss=1.2371, top1-acc=64.13%, top5-acc=90.44%, remaining_time=0:00:10.049992, arrival_time=2021-04-10 01:33:05.121990, cost_time=0:00:04.433845 2021-04-10 01:32:55,776 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.83ms, fps=3635 images/s, loss=1.2375, top1-acc=64.28%, top5-acc=90.36%, remaining_time=0:00:09.249660, arrival_time=2021-04-10 01:33:05.026567, cost_time=0:00:05.138732 2021-04-10 01:32:56,479 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=2.14ms, fps=3648 images/s, loss=1.2373, top1-acc=64.25%, top5-acc=90.38%, remaining_time=0:00:08.469508, arrival_time=2021-04-10 01:33:04.948711, cost_time=0:00:05.841046 2021-04-10 01:32:57,183 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.62ms, fps=3637 images/s, loss=1.2425, top1-acc=64.20%, top5-acc=90.26%, remaining_time=0:00:07.709062, arrival_time=2021-04-10 01:33:04.892650, cost_time=0:00:06.545465 2021-04-10 01:32:57,888 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.18ms, fps=3637 images/s, loss=1.2435, top1-acc=64.08%, top5-acc=90.33%, remaining_time=0:00:06.959904, arrival_time=2021-04-10 01:33:04.848007, cost_time=0:00:07.249911 2021-04-10 01:32:58,590 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.11ms, fps=3646 images/s, loss=1.2453, top1-acc=64.00%, top5-acc=90.30%, remaining_time=0:00:06.217542, arrival_time=2021-04-10 01:33:04.808368, cost_time=0:00:07.952677 2021-04-10 01:32:59,292 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.85ms, fps=3651 images/s, loss=1.2529, top1-acc=63.71%, top5-acc=90.23%, remaining_time=0:00:05.481120, arrival_time=2021-04-10 01:33:04.773646, cost_time=0:00:08.654374 2021-04-10 01:33:00,004 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.08ms, fps=3598 images/s, loss=1.2530, top1-acc=63.63%, top5-acc=90.22%, remaining_time=0:00:04.755300, arrival_time=2021-04-10 01:33:04.759993, cost_time=0:00:09.366435 2021-04-10 01:33:00,725 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.07ms, fps=3557 images/s, loss=1.2554, top1-acc=63.65%, top5-acc=90.16%, remaining_time=0:00:04.034800, arrival_time=2021-04-10 01:33:04.759859, cost_time=0:00:10.086944 2021-04-10 01:33:01,427 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=2.04ms, fps=3645 images/s, loss=1.2601, top1-acc=63.53%, top5-acc=90.15%, remaining_time=0:00:03.308826, arrival_time=2021-04-10 01:33:04.736541, cost_time=0:00:10.789607 2021-04-10 01:33:02,123 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.36ms, fps=3680 images/s, loss=1.2602, top1-acc=63.49%, top5-acc=90.14%, remaining_time=0:00:02.584260, arrival_time=2021-04-10 01:33:04.707938, cost_time=0:00:11.485581 2021-04-10 01:33:02,855 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.90ms, fps=3503 images/s, loss=1.2586, top1-acc=63.50%, top5-acc=90.18%, remaining_time=0:00:01.868438, arrival_time=2021-04-10 01:33:04.723363, cost_time=0:00:12.216677 2021-04-10 01:33:03,572 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.98ms, fps=3574 images/s, loss=1.2583, top1-acc=63.49%, top5-acc=90.20%, remaining_time=0:00:01.149680, arrival_time=2021-04-10 01:33:04.721656, cost_time=0:00:12.933857 2021-04-10 01:33:04,272 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.56ms, fps=3657 images/s, loss=1.2582, top1-acc=63.48%, top5-acc=90.17%, remaining_time=0:00:00.430560, arrival_time=2021-04-10 01:33:04.702983, cost_time=0:00:13.634337 2021-04-10 01:33:04,650 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.24ms, fps=3604 images/s, loss=1.2573, top1-acc=63.52%, top5-acc=90.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:04.650182, cost_time=0:00:14.012097 2021-04-10 01:33:04,985 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=2.75ms, fps=7655 images/s, loss=1.7275, top1-acc=52.66%, top5-acc=82.34%, remaining_time=0:00:01.003200, arrival_time=2021-04-10 01:33:05.988811, cost_time=0:00:00.334403 2021-04-10 01:33:05,218 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.44ms, fps=11006 images/s, loss=1.7400, top1-acc=52.81%, top5-acc=82.23%, remaining_time=0:00:00.567520, arrival_time=2021-04-10 01:33:05.786206, cost_time=0:00:00.567513 2021-04-10 01:33:05,481 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.43ms, fps=9751 images/s, loss=1.7392, top1-acc=53.12%, top5-acc=82.14%, remaining_time=0:00:00.276810, arrival_time=2021-04-10 01:33:05.758424, cost_time=0:00:00.830426 2021-04-10 01:33:05,692 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.10ms, fps=11035 images/s, loss=1.7410, top1-acc=53.20%, top5-acc=82.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:05.692309, cost_time=0:00:01.041120 2021-04-10 01:33:05,728 INFO : Epoch=0043 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:39:33.066304, arrival_time=2021-04-10 02:12:38.794711, cost_time=0:10:49.948107 2021-04-10 01:33:05,729 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:33:06,624 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=2.04ms, fps=2862 images/s, loss=1.2508, top1-acc=63.63%, top5-acc=89.69%, remaining_time=0:00:16.639560, arrival_time=2021-04-10 01:33:23.263962, cost_time=0:00:00.894598 2021-04-10 01:33:07,326 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.56ms, fps=3651 images/s, loss=1.2129, top1-acc=64.77%, top5-acc=90.51%, remaining_time=0:00:14.050608, arrival_time=2021-04-10 01:33:21.376993, cost_time=0:00:01.596661 2021-04-10 01:33:08,030 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=1.2022, top1-acc=64.91%, top5-acc=90.94%, remaining_time=0:00:12.732034, arrival_time=2021-04-10 01:33:20.762701, cost_time=0:00:02.300957 2021-04-10 01:33:08,728 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.58ms, fps=3669 images/s, loss=1.2135, top1-acc=64.72%, top5-acc=90.79%, remaining_time=0:00:11.696880, arrival_time=2021-04-10 01:33:20.425747, cost_time=0:00:02.999198 2021-04-10 01:33:09,426 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.03ms, fps=3671 images/s, loss=1.2179, top1-acc=64.66%, top5-acc=90.73%, remaining_time=0:00:10.794948, arrival_time=2021-04-10 01:33:20.221599, cost_time=0:00:03.696911 2021-04-10 01:33:10,130 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=2.04ms, fps=3639 images/s, loss=1.2238, top1-acc=64.52%, top5-acc=90.61%, remaining_time=0:00:09.975736, arrival_time=2021-04-10 01:33:20.106508, cost_time=0:00:04.401063 2021-04-10 01:33:10,832 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.87ms, fps=3652 images/s, loss=1.2228, top1-acc=64.68%, top5-acc=90.49%, remaining_time=0:00:09.184644, arrival_time=2021-04-10 01:33:20.017020, cost_time=0:00:05.102556 2021-04-10 01:33:11,534 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.46ms, fps=3650 images/s, loss=1.2192, top1-acc=64.66%, top5-acc=90.53%, remaining_time=0:00:08.417076, arrival_time=2021-04-10 01:33:19.951649, cost_time=0:00:05.804857 2021-04-10 01:33:12,240 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.84ms, fps=3632 images/s, loss=1.2280, top1-acc=64.39%, top5-acc=90.49%, remaining_time=0:00:07.667722, arrival_time=2021-04-10 01:33:19.907755, cost_time=0:00:06.510343 2021-04-10 01:33:12,942 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.82ms, fps=3647 images/s, loss=1.2320, top1-acc=64.23%, top5-acc=90.42%, remaining_time=0:00:06.924192, arrival_time=2021-04-10 01:33:19.866656, cost_time=0:00:07.212732 2021-04-10 01:33:13,661 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=2.33ms, fps=3564 images/s, loss=1.2367, top1-acc=64.24%, top5-acc=90.34%, remaining_time=0:00:06.201030, arrival_time=2021-04-10 01:33:19.862209, cost_time=0:00:07.931504 2021-04-10 01:33:14,360 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.43ms, fps=3664 images/s, loss=1.2377, top1-acc=64.21%, top5-acc=90.38%, remaining_time=0:00:05.466148, arrival_time=2021-04-10 01:33:19.826608, cost_time=0:00:08.630798 2021-04-10 01:33:15,061 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=2.01ms, fps=3655 images/s, loss=1.2419, top1-acc=64.04%, top5-acc=90.41%, remaining_time=0:00:04.737612, arrival_time=2021-04-10 01:33:19.798994, cost_time=0:00:09.331605 2021-04-10 01:33:15,797 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.42ms, fps=3482 images/s, loss=1.2441, top1-acc=63.96%, top5-acc=90.35%, remaining_time=0:00:04.027016, arrival_time=2021-04-10 01:33:19.824210, cost_time=0:00:10.067529 2021-04-10 01:33:16,506 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=2.09ms, fps=3615 images/s, loss=1.2472, top1-acc=63.88%, top5-acc=90.33%, remaining_time=0:00:03.304686, arrival_time=2021-04-10 01:33:19.810596, cost_time=0:00:10.776168 2021-04-10 01:33:17,204 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.65ms, fps=3669 images/s, loss=1.2516, top1-acc=63.77%, top5-acc=90.23%, remaining_time=0:00:02.581740, arrival_time=2021-04-10 01:33:19.785886, cost_time=0:00:11.474454 2021-04-10 01:33:17,912 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.86ms, fps=3616 images/s, loss=1.2504, top1-acc=63.78%, top5-acc=90.26%, remaining_time=0:00:01.863264, arrival_time=2021-04-10 01:33:19.775888, cost_time=0:00:12.182813 2021-04-10 01:33:18,613 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.85ms, fps=3659 images/s, loss=1.2522, top1-acc=63.77%, top5-acc=90.23%, remaining_time=0:00:01.145184, arrival_time=2021-04-10 01:33:19.758185, cost_time=0:00:12.883262 2021-04-10 01:33:19,315 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.59ms, fps=3647 images/s, loss=1.2539, top1-acc=63.74%, top5-acc=90.16%, remaining_time=0:00:00.429024, arrival_time=2021-04-10 01:33:19.744569, cost_time=0:00:13.585720 2021-04-10 01:33:19,692 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.10ms, fps=3616 images/s, loss=1.2545, top1-acc=63.77%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:19.692329, cost_time=0:00:13.962662 2021-04-10 01:33:20,046 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.45ms, fps=7244 images/s, loss=2.0066, top1-acc=49.96%, top5-acc=78.44%, remaining_time=0:00:01.060110, arrival_time=2021-04-10 01:33:21.106854, cost_time=0:00:00.353371 2021-04-10 01:33:20,307 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=2.81ms, fps=9852 images/s, loss=1.9924, top1-acc=50.02%, top5-acc=79.06%, remaining_time=0:00:00.613640, arrival_time=2021-04-10 01:33:20.920681, cost_time=0:00:00.613630 2021-04-10 01:33:20,574 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.22ms, fps=9602 images/s, loss=1.9676, top1-acc=50.25%, top5-acc=79.14%, remaining_time=0:00:00.293580, arrival_time=2021-04-10 01:33:20.867679, cost_time=0:00:00.880734 2021-04-10 01:33:20,746 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.09ms, fps=13512 images/s, loss=1.9620, top1-acc=50.20%, top5-acc=78.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:20.746150, cost_time=0:00:01.052819 2021-04-10 01:33:20,773 INFO : Epoch=0044 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:39:17.704440, arrival_time=2021-04-10 02:12:38.478258, cost_time=0:11:04.993554 2021-04-10 01:33:20,774 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:33:21,712 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.51ms, fps=2730 images/s, loss=1.2523, top1-acc=63.05%, top5-acc=90.20%, remaining_time=0:00:17.441034, arrival_time=2021-04-10 01:33:39.153322, cost_time=0:00:00.937686 2021-04-10 01:33:22,429 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=14.84ms, fps=3572 images/s, loss=1.2489, top1-acc=63.67%, top5-acc=89.94%, remaining_time=0:00:14.564880, arrival_time=2021-04-10 01:33:36.994645, cost_time=0:00:01.655101 2021-04-10 01:33:23,140 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.53ms, fps=3606 images/s, loss=1.2505, top1-acc=63.44%, top5-acc=90.04%, remaining_time=0:00:13.093748, arrival_time=2021-04-10 01:33:36.234658, cost_time=0:00:02.366341 2021-04-10 01:33:23,843 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.77ms, fps=3644 images/s, loss=1.2419, top1-acc=63.83%, top5-acc=90.14%, remaining_time=0:00:11.970192, arrival_time=2021-04-10 01:33:35.814057, cost_time=0:00:03.069278 2021-04-10 01:33:24,549 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.78ms, fps=3634 images/s, loss=1.2351, top1-acc=64.34%, top5-acc=90.16%, remaining_time=0:00:11.020956, arrival_time=2021-04-10 01:33:35.569943, cost_time=0:00:03.774317 2021-04-10 01:33:25,247 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.65ms, fps=3667 images/s, loss=1.2284, top1-acc=64.41%, top5-acc=90.34%, remaining_time=0:00:10.139480, arrival_time=2021-04-10 01:33:35.387289, cost_time=0:00:04.473295 2021-04-10 01:33:25,946 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.53ms, fps=3668 images/s, loss=1.2357, top1-acc=64.27%, top5-acc=90.25%, remaining_time=0:00:09.308754, arrival_time=2021-04-10 01:33:35.254945, cost_time=0:00:05.171519 2021-04-10 01:33:26,653 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.94ms, fps=3624 images/s, loss=1.2388, top1-acc=64.27%, top5-acc=90.19%, remaining_time=0:00:08.524028, arrival_time=2021-04-10 01:33:35.177277, cost_time=0:00:05.878666 2021-04-10 01:33:27,359 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=2.07ms, fps=3626 images/s, loss=1.2384, top1-acc=64.20%, top5-acc=90.15%, remaining_time=0:00:07.755914, arrival_time=2021-04-10 01:33:35.115658, cost_time=0:00:06.585167 2021-04-10 01:33:28,068 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.82ms, fps=3618 images/s, loss=1.2411, top1-acc=64.14%, top5-acc=90.16%, remaining_time=0:00:07.001664, arrival_time=2021-04-10 01:33:35.069708, cost_time=0:00:07.293424 2021-04-10 01:33:28,776 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.67ms, fps=3615 images/s, loss=1.2446, top1-acc=63.98%, top5-acc=90.17%, remaining_time=0:00:06.256414, arrival_time=2021-04-10 01:33:35.033349, cost_time=0:00:08.002375 2021-04-10 01:33:29,484 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.54ms, fps=3620 images/s, loss=1.2462, top1-acc=63.90%, top5-acc=90.20%, remaining_time=0:00:05.516308, arrival_time=2021-04-10 01:33:35.000886, cost_time=0:00:08.709989 2021-04-10 01:33:30,186 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.51ms, fps=3648 images/s, loss=1.2441, top1-acc=63.99%, top5-acc=90.19%, remaining_time=0:00:04.778532, arrival_time=2021-04-10 01:33:34.965365, cost_time=0:00:09.412271 2021-04-10 01:33:30,907 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.56ms, fps=3556 images/s, loss=1.2446, top1-acc=64.00%, top5-acc=90.16%, remaining_time=0:00:04.053056, arrival_time=2021-04-10 01:33:34.960360, cost_time=0:00:10.132628 2021-04-10 01:33:31,615 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.09ms, fps=3620 images/s, loss=1.2471, top1-acc=63.89%, top5-acc=90.10%, remaining_time=0:00:03.324466, arrival_time=2021-04-10 01:33:34.939656, cost_time=0:00:10.840616 2021-04-10 01:33:32,320 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.46ms, fps=3636 images/s, loss=1.2460, top1-acc=64.00%, top5-acc=90.10%, remaining_time=0:00:02.597688, arrival_time=2021-04-10 01:33:34.917654, cost_time=0:00:11.545272 2021-04-10 01:33:33,022 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=2.03ms, fps=3648 images/s, loss=1.2455, top1-acc=64.01%, top5-acc=90.11%, remaining_time=0:00:01.873222, arrival_time=2021-04-10 01:33:34.895761, cost_time=0:00:12.247948 2021-04-10 01:33:33,728 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.85ms, fps=3632 images/s, loss=1.2471, top1-acc=63.94%, top5-acc=90.10%, remaining_time=0:00:01.151408, arrival_time=2021-04-10 01:33:34.879348, cost_time=0:00:12.953337 2021-04-10 01:33:34,425 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.30ms, fps=3675 images/s, loss=1.2489, top1-acc=63.88%, top5-acc=90.09%, remaining_time=0:00:00.431064, arrival_time=2021-04-10 01:33:34.856075, cost_time=0:00:13.650442 2021-04-10 01:33:34,817 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.09ms, fps=3471 images/s, loss=1.2482, top1-acc=63.89%, top5-acc=90.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:34.817491, cost_time=0:00:14.042900 2021-04-10 01:33:35,169 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=11.55ms, fps=7304 images/s, loss=1.7939, top1-acc=53.09%, top5-acc=81.25%, remaining_time=0:00:01.051440, arrival_time=2021-04-10 01:33:36.220555, cost_time=0:00:00.350484 2021-04-10 01:33:35,416 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.39ms, fps=10365 images/s, loss=1.8119, top1-acc=52.15%, top5-acc=81.41%, remaining_time=0:00:00.597840, arrival_time=2021-04-10 01:33:36.014368, cost_time=0:00:00.597841 2021-04-10 01:33:35,705 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=45.01ms, fps=8864 images/s, loss=1.8121, top1-acc=51.99%, top5-acc=81.67%, remaining_time=0:00:00.295710, arrival_time=2021-04-10 01:33:36.001516, cost_time=0:00:00.887142 2021-04-10 01:33:35,904 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=11693 images/s, loss=1.7847, top1-acc=52.20%, top5-acc=81.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:35.904651, cost_time=0:00:01.085996 2021-04-10 01:33:35,949 INFO : Epoch=0045 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:39:02.805625, arrival_time=2021-04-10 02:12:38.755270, cost_time=0:11:20.169371 2021-04-10 01:33:35,950 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:33:36,861 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.41ms, fps=2812 images/s, loss=1.2457, top1-acc=64.26%, top5-acc=91.02%, remaining_time=0:00:16.934742, arrival_time=2021-04-10 01:33:53.795985, cost_time=0:00:00.910466 2021-04-10 01:33:37,567 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.97ms, fps=3629 images/s, loss=1.2380, top1-acc=64.82%, top5-acc=90.49%, remaining_time=0:00:14.225200, arrival_time=2021-04-10 01:33:51.792400, cost_time=0:00:01.616495 2021-04-10 01:33:38,265 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.78ms, fps=3671 images/s, loss=1.2282, top1-acc=64.39%, top5-acc=90.78%, remaining_time=0:00:12.805572, arrival_time=2021-04-10 01:33:51.070685, cost_time=0:00:02.314275 2021-04-10 01:33:38,972 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.08ms, fps=3624 images/s, loss=1.2196, top1-acc=64.77%, top5-acc=90.72%, remaining_time=0:00:11.784084, arrival_time=2021-04-10 01:33:50.756378, cost_time=0:00:03.021578 2021-04-10 01:33:39,680 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=2.07ms, fps=3617 images/s, loss=1.2180, top1-acc=64.79%, top5-acc=90.73%, remaining_time=0:00:10.891016, arrival_time=2021-04-10 01:33:50.571633, cost_time=0:00:03.729780 2021-04-10 01:33:40,382 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.92ms, fps=3650 images/s, loss=1.2265, top1-acc=64.57%, top5-acc=90.50%, remaining_time=0:00:10.045640, arrival_time=2021-04-10 01:33:50.428287, cost_time=0:00:04.431886 2021-04-10 01:33:41,082 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.35ms, fps=3660 images/s, loss=1.2303, top1-acc=64.46%, top5-acc=90.41%, remaining_time=0:00:09.237438, arrival_time=2021-04-10 01:33:50.320268, cost_time=0:00:05.131939 2021-04-10 01:33:41,793 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.95ms, fps=3606 images/s, loss=1.2363, top1-acc=64.30%, top5-acc=90.37%, remaining_time=0:00:08.472060, arrival_time=2021-04-10 01:33:50.265593, cost_time=0:00:05.842769 2021-04-10 01:33:42,496 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.91ms, fps=3646 images/s, loss=1.2383, top1-acc=64.27%, top5-acc=90.33%, remaining_time=0:00:07.709062, arrival_time=2021-04-10 01:33:50.205225, cost_time=0:00:06.545418 2021-04-10 01:33:43,205 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.03ms, fps=3613 images/s, loss=1.2391, top1-acc=64.24%, top5-acc=90.33%, remaining_time=0:00:06.964320, arrival_time=2021-04-10 01:33:50.169713, cost_time=0:00:07.254481 2021-04-10 01:33:43,914 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=0.49ms, fps=3616 images/s, loss=1.2388, top1-acc=64.26%, top5-acc=90.26%, remaining_time=0:00:06.225970, arrival_time=2021-04-10 01:33:50.140149, cost_time=0:00:07.963466 2021-04-10 01:33:44,607 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.38ms, fps=3697 images/s, loss=1.2363, top1-acc=64.31%, top5-acc=90.35%, remaining_time=0:00:05.482336, arrival_time=2021-04-10 01:33:50.089423, cost_time=0:00:08.656354 2021-04-10 01:33:45,319 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=3.82ms, fps=3598 images/s, loss=1.2340, top1-acc=64.35%, top5-acc=90.34%, remaining_time=0:00:04.756224, arrival_time=2021-04-10 01:33:50.075340, cost_time=0:00:09.368373 2021-04-10 01:33:46,032 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.52ms, fps=3593 images/s, loss=1.2351, top1-acc=64.34%, top5-acc=90.31%, remaining_time=0:00:04.032560, arrival_time=2021-04-10 01:33:50.064781, cost_time=0:00:10.081386 2021-04-10 01:33:46,734 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=2.14ms, fps=3648 images/s, loss=1.2323, top1-acc=64.45%, top5-acc=90.38%, remaining_time=0:00:03.307078, arrival_time=2021-04-10 01:33:50.041787, cost_time=0:00:10.783941 2021-04-10 01:33:47,445 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.21ms, fps=3603 images/s, loss=1.2331, top1-acc=64.38%, top5-acc=90.37%, remaining_time=0:00:02.586384, arrival_time=2021-04-10 01:33:50.032195, cost_time=0:00:11.495113 2021-04-10 01:33:48,141 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.35ms, fps=3683 images/s, loss=1.2342, top1-acc=64.33%, top5-acc=90.35%, remaining_time=0:00:01.864460, arrival_time=2021-04-10 01:33:50.005796, cost_time=0:00:12.190630 2021-04-10 01:33:48,840 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.97ms, fps=3664 images/s, loss=1.2368, top1-acc=64.33%, top5-acc=90.29%, remaining_time=0:00:01.145760, arrival_time=2021-04-10 01:33:49.986364, cost_time=0:00:12.889806 2021-04-10 01:33:49,536 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.23ms, fps=3681 images/s, loss=1.2386, top1-acc=64.26%, top5-acc=90.29%, remaining_time=0:00:00.429030, arrival_time=2021-04-10 01:33:49.965700, cost_time=0:00:13.585966 2021-04-10 01:33:49,910 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=0.08ms, fps=3641 images/s, loss=1.2402, top1-acc=64.20%, top5-acc=90.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:49.910675, cost_time=0:00:13.959931 2021-04-10 01:33:50,270 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.26ms, fps=7142 images/s, loss=1.9528, top1-acc=50.39%, top5-acc=80.94%, remaining_time=0:00:01.075230, arrival_time=2021-04-10 01:33:51.345864, cost_time=0:00:00.358411 2021-04-10 01:33:50,483 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.30ms, fps=12063 images/s, loss=1.9342, top1-acc=49.98%, top5-acc=81.56%, remaining_time=0:00:00.570980, arrival_time=2021-04-10 01:33:51.054226, cost_time=0:00:00.570980 2021-04-10 01:33:50,807 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=0.41ms, fps=7916 images/s, loss=1.9414, top1-acc=49.87%, top5-acc=81.61%, remaining_time=0:00:00.298290, arrival_time=2021-04-10 01:33:51.105446, cost_time=0:00:00.894878 2021-04-10 01:33:51,029 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.10ms, fps=10476 images/s, loss=1.9351, top1-acc=50.05%, top5-acc=81.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:51.029101, cost_time=0:00:01.116837 2021-04-10 01:33:51,072 INFO : Epoch=0046 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:38:47.718162, arrival_time=2021-04-10 02:12:38.790856, cost_time=0:11:35.292418 2021-04-10 01:33:51,073 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:33:51,958 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=3.41ms, fps=2894 images/s, loss=1.2202, top1-acc=64.37%, top5-acc=90.78%, remaining_time=0:00:16.453188, arrival_time=2021-04-10 01:34:08.411261, cost_time=0:00:00.884583 2021-04-10 01:33:52,663 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=2.21ms, fps=3631 images/s, loss=1.1890, top1-acc=65.76%, top5-acc=91.23%, remaining_time=0:00:13.994464, arrival_time=2021-04-10 01:34:06.658267, cost_time=0:00:01.590290 2021-04-10 01:33:53,369 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.80ms, fps=3631 images/s, loss=1.2061, top1-acc=64.80%, top5-acc=91.15%, remaining_time=0:00:12.703980, arrival_time=2021-04-10 01:34:06.073338, cost_time=0:00:02.295893 2021-04-10 01:33:54,071 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.87ms, fps=3651 images/s, loss=1.2099, top1-acc=64.78%, top5-acc=91.01%, remaining_time=0:00:11.690328, arrival_time=2021-04-10 01:34:05.761331, cost_time=0:00:02.997530 2021-04-10 01:33:54,776 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.87ms, fps=3634 images/s, loss=1.2103, top1-acc=64.90%, top5-acc=90.94%, remaining_time=0:00:10.811446, arrival_time=2021-04-10 01:34:05.587602, cost_time=0:00:03.702568 2021-04-10 01:33:55,472 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=2.15ms, fps=3679 images/s, loss=1.2117, top1-acc=64.86%, top5-acc=90.81%, remaining_time=0:00:09.971928, arrival_time=2021-04-10 01:34:05.444759, cost_time=0:00:04.399352 2021-04-10 01:33:56,175 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.03ms, fps=3649 images/s, loss=1.2107, top1-acc=64.94%, top5-acc=90.86%, remaining_time=0:00:09.182628, arrival_time=2021-04-10 01:34:05.357604, cost_time=0:00:05.101429 2021-04-10 01:33:56,875 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.38ms, fps=3659 images/s, loss=1.2103, top1-acc=65.02%, top5-acc=90.87%, remaining_time=0:00:08.412784, arrival_time=2021-04-10 01:34:05.288125, cost_time=0:00:05.801907 2021-04-10 01:33:57,584 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.01ms, fps=3614 images/s, loss=1.2117, top1-acc=64.90%, top5-acc=90.86%, remaining_time=0:00:07.668040, arrival_time=2021-04-10 01:34:05.252136, cost_time=0:00:06.510622 2021-04-10 01:33:58,289 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.05ms, fps=3630 images/s, loss=1.2125, top1-acc=64.88%, top5-acc=90.82%, remaining_time=0:00:06.927648, arrival_time=2021-04-10 01:34:05.217469, cost_time=0:00:07.216317 2021-04-10 01:33:58,997 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.56ms, fps=3620 images/s, loss=1.2144, top1-acc=64.81%, top5-acc=90.74%, remaining_time=0:00:06.195096, arrival_time=2021-04-10 01:34:05.192580, cost_time=0:00:07.924009 2021-04-10 01:33:59,705 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.75ms, fps=3621 images/s, loss=1.2196, top1-acc=64.74%, top5-acc=90.65%, remaining_time=0:00:05.466680, arrival_time=2021-04-10 01:34:05.171705, cost_time=0:00:08.631548 2021-04-10 01:34:00,422 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=2.29ms, fps=3569 images/s, loss=1.2211, top1-acc=64.78%, top5-acc=90.59%, remaining_time=0:00:04.746588, arrival_time=2021-04-10 01:34:05.169329, cost_time=0:00:09.349286 2021-04-10 01:34:01,155 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.92ms, fps=3497 images/s, loss=1.2237, top1-acc=64.63%, top5-acc=90.56%, remaining_time=0:00:04.032728, arrival_time=2021-04-10 01:34:05.188102, cost_time=0:00:10.081881 2021-04-10 01:34:01,858 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.60ms, fps=3642 images/s, loss=1.2283, top1-acc=64.49%, top5-acc=90.48%, remaining_time=0:00:03.307538, arrival_time=2021-04-10 01:34:05.166455, cost_time=0:00:10.785416 2021-04-10 01:34:02,554 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.35ms, fps=3682 images/s, loss=1.2318, top1-acc=64.39%, top5-acc=90.41%, remaining_time=0:00:02.583288, arrival_time=2021-04-10 01:34:05.137994, cost_time=0:00:11.481283 2021-04-10 01:34:03,254 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.31ms, fps=3661 images/s, loss=1.2355, top1-acc=64.24%, top5-acc=90.34%, remaining_time=0:00:01.862952, arrival_time=2021-04-10 01:34:05.117309, cost_time=0:00:12.180906 2021-04-10 01:34:03,963 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.92ms, fps=3611 images/s, loss=1.2386, top1-acc=64.13%, top5-acc=90.31%, remaining_time=0:00:01.145808, arrival_time=2021-04-10 01:34:05.109613, cost_time=0:00:12.890310 2021-04-10 01:34:04,660 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.25ms, fps=3677 images/s, loss=1.2407, top1-acc=64.03%, top5-acc=90.31%, remaining_time=0:00:00.429066, arrival_time=2021-04-10 01:34:05.089615, cost_time=0:00:13.587096 2021-04-10 01:34:05,037 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.07ms, fps=3609 images/s, loss=1.2424, top1-acc=63.97%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:05.037861, cost_time=0:00:13.964449 2021-04-10 01:34:05,396 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.44ms, fps=7170 images/s, loss=1.8567, top1-acc=50.20%, top5-acc=81.02%, remaining_time=0:00:01.071120, arrival_time=2021-04-10 01:34:06.467094, cost_time=0:00:00.357039 2021-04-10 01:34:05,637 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.53ms, fps=10630 images/s, loss=1.8317, top1-acc=50.23%, top5-acc=81.72%, remaining_time=0:00:00.598360, arrival_time=2021-04-10 01:34:06.235647, cost_time=0:00:00.598364 2021-04-10 01:34:05,881 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.22ms, fps=10497 images/s, loss=1.8464, top1-acc=49.97%, top5-acc=81.46%, remaining_time=0:00:00.280910, arrival_time=2021-04-10 01:34:06.162554, cost_time=0:00:00.842732 2021-04-10 01:34:06,069 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=12353 images/s, loss=1.8508, top1-acc=49.73%, top5-acc=81.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:06.069897, cost_time=0:00:01.031033 2021-04-10 01:34:06,095 INFO : Epoch=0047 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:38:32.302770, arrival_time=2021-04-10 02:12:38.398290, cost_time=0:11:50.315249 2021-04-10 01:34:06,096 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:34:07,026 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.27ms, fps=2751 images/s, loss=1.2290, top1-acc=64.69%, top5-acc=90.39%, remaining_time=0:00:17.305254, arrival_time=2021-04-10 01:34:24.331988, cost_time=0:00:00.930390 2021-04-10 01:34:07,723 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=0.43ms, fps=3678 images/s, loss=1.2143, top1-acc=65.20%, top5-acc=90.49%, remaining_time=0:00:14.319536, arrival_time=2021-04-10 01:34:22.043052, cost_time=0:00:01.627223 2021-04-10 01:34:08,441 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.69ms, fps=3569 images/s, loss=1.2125, top1-acc=64.92%, top5-acc=90.73%, remaining_time=0:00:12.976054, arrival_time=2021-04-10 01:34:21.417545, cost_time=0:00:02.345081 2021-04-10 01:34:09,142 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.58ms, fps=3658 images/s, loss=1.2106, top1-acc=64.90%, top5-acc=90.75%, remaining_time=0:00:11.878932, arrival_time=2021-04-10 01:34:21.021106, cost_time=0:00:03.045882 2021-04-10 01:34:09,846 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.47ms, fps=3640 images/s, loss=1.2056, top1-acc=64.90%, top5-acc=90.98%, remaining_time=0:00:10.949562, arrival_time=2021-04-10 01:34:20.795724, cost_time=0:00:03.749855 2021-04-10 01:34:10,552 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.97ms, fps=3628 images/s, loss=1.2079, top1-acc=64.68%, top5-acc=90.94%, remaining_time=0:00:10.100720, arrival_time=2021-04-10 01:34:20.653137, cost_time=0:00:04.456175 2021-04-10 01:34:11,251 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.82ms, fps=3666 images/s, loss=1.2120, top1-acc=64.59%, top5-acc=90.78%, remaining_time=0:00:09.279018, arrival_time=2021-04-10 01:34:20.530294, cost_time=0:00:05.154992 2021-04-10 01:34:11,963 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=2.02ms, fps=3599 images/s, loss=1.2123, top1-acc=64.61%, top5-acc=90.73%, remaining_time=0:00:08.506860, arrival_time=2021-04-10 01:34:20.470117, cost_time=0:00:05.866829 2021-04-10 01:34:12,669 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.95ms, fps=3632 images/s, loss=1.2185, top1-acc=64.50%, top5-acc=90.59%, remaining_time=0:00:07.741180, arrival_time=2021-04-10 01:34:20.410173, cost_time=0:00:06.572692 2021-04-10 01:34:13,371 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.53ms, fps=3647 images/s, loss=1.2176, top1-acc=64.63%, top5-acc=90.59%, remaining_time=0:00:06.984192, arrival_time=2021-04-10 01:34:20.355651, cost_time=0:00:07.275212 2021-04-10 01:34:14,077 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.88ms, fps=3629 images/s, loss=1.2177, top1-acc=64.71%, top5-acc=90.60%, remaining_time=0:00:06.239730, arrival_time=2021-04-10 01:34:20.317138, cost_time=0:00:07.981035 2021-04-10 01:34:14,779 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=2.03ms, fps=3648 images/s, loss=1.2177, top1-acc=64.67%, top5-acc=90.61%, remaining_time=0:00:05.499588, arrival_time=2021-04-10 01:34:20.279370, cost_time=0:00:08.683512 2021-04-10 01:34:15,495 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.59ms, fps=3583 images/s, loss=1.2216, top1-acc=64.66%, top5-acc=90.51%, remaining_time=0:00:04.771536, arrival_time=2021-04-10 01:34:20.266418, cost_time=0:00:09.398504 2021-04-10 01:34:16,203 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.81ms, fps=3614 images/s, loss=1.2290, top1-acc=64.48%, top5-acc=90.44%, remaining_time=0:00:04.043032, arrival_time=2021-04-10 01:34:20.246867, cost_time=0:00:10.107587 2021-04-10 01:34:16,903 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.56ms, fps=3663 images/s, loss=1.2295, top1-acc=64.53%, top5-acc=90.42%, remaining_time=0:00:03.314116, arrival_time=2021-04-10 01:34:20.217415, cost_time=0:00:10.806927 2021-04-10 01:34:17,606 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.52ms, fps=3642 images/s, loss=1.2316, top1-acc=64.44%, top5-acc=90.41%, remaining_time=0:00:02.589876, arrival_time=2021-04-10 01:34:20.196772, cost_time=0:00:11.510558 2021-04-10 01:34:18,306 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.83ms, fps=3660 images/s, loss=1.2330, top1-acc=64.37%, top5-acc=90.40%, remaining_time=0:00:01.867528, arrival_time=2021-04-10 01:34:20.174449, cost_time=0:00:12.210689 2021-04-10 01:34:19,008 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=0.54ms, fps=3652 images/s, loss=1.2340, top1-acc=64.33%, top5-acc=90.39%, remaining_time=0:00:01.147744, arrival_time=2021-04-10 01:34:20.156261, cost_time=0:00:12.912122 2021-04-10 01:34:19,709 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.31ms, fps=3657 images/s, loss=1.2347, top1-acc=64.31%, top5-acc=90.37%, remaining_time=0:00:00.429888, arrival_time=2021-04-10 01:34:20.139294, cost_time=0:00:13.613108 2021-04-10 01:34:20,085 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=0.09ms, fps=3624 images/s, loss=1.2357, top1-acc=64.33%, top5-acc=90.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:20.085167, cost_time=0:00:13.988948 2021-04-10 01:34:20,423 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=22.23ms, fps=7587 images/s, loss=2.1362, top1-acc=47.19%, top5-acc=77.46%, remaining_time=0:00:01.012170, arrival_time=2021-04-10 01:34:21.435824, cost_time=0:00:00.337391 2021-04-10 01:34:20,641 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.30ms, fps=11801 images/s, loss=2.0617, top1-acc=48.30%, top5-acc=78.89%, remaining_time=0:00:00.554820, arrival_time=2021-04-10 01:34:21.195983, cost_time=0:00:00.554814 2021-04-10 01:34:20,878 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.29ms, fps=10829 images/s, loss=2.0402, top1-acc=48.37%, top5-acc=79.34%, remaining_time=0:00:00.263980, arrival_time=2021-04-10 01:34:21.142183, cost_time=0:00:00.791943 2021-04-10 01:34:21,069 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=12169 images/s, loss=2.0553, top1-acc=48.48%, top5-acc=79.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:21.069302, cost_time=0:00:00.983103 2021-04-10 01:34:21,098 INFO : Epoch=0048 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:38:16.841144, arrival_time=2021-04-10 02:12:37.939685, cost_time=0:12:05.318270 2021-04-10 01:34:21,099 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:34:21,987 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.36ms, fps=2881 images/s, loss=1.2009, top1-acc=65.27%, top5-acc=90.74%, remaining_time=0:00:16.526844, arrival_time=2021-04-10 01:34:38.514721, cost_time=0:00:00.888545 2021-04-10 01:34:22,691 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.74ms, fps=3644 images/s, loss=1.1934, top1-acc=65.72%, top5-acc=90.76%, remaining_time=0:00:14.006608, arrival_time=2021-04-10 01:34:36.697687, cost_time=0:00:01.591667 2021-04-10 01:34:23,389 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.40ms, fps=3668 images/s, loss=1.2004, top1-acc=65.12%, top5-acc=91.02%, remaining_time=0:00:12.674100, arrival_time=2021-04-10 01:34:36.063926, cost_time=0:00:02.290509 2021-04-10 01:34:24,097 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.54ms, fps=3623 images/s, loss=1.1940, top1-acc=65.38%, top5-acc=90.81%, remaining_time=0:00:11.690952, arrival_time=2021-04-10 01:34:35.788051, cost_time=0:00:02.997687 2021-04-10 01:34:24,799 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.96ms, fps=3650 images/s, loss=1.1909, top1-acc=65.41%, top5-acc=90.70%, remaining_time=0:00:10.803708, arrival_time=2021-04-10 01:34:35.602848, cost_time=0:00:03.699883 2021-04-10 01:34:25,496 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.83ms, fps=3675 images/s, loss=1.1930, top1-acc=65.20%, top5-acc=90.83%, remaining_time=0:00:09.966352, arrival_time=2021-04-10 01:34:35.462701, cost_time=0:00:04.396924 2021-04-10 01:34:26,205 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.86ms, fps=3616 images/s, loss=1.1947, top1-acc=65.26%, top5-acc=90.83%, remaining_time=0:00:09.190566, arrival_time=2021-04-10 01:34:35.395710, cost_time=0:00:05.105878 2021-04-10 01:34:26,897 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.53ms, fps=3701 images/s, loss=1.1964, top1-acc=65.27%, top5-acc=90.74%, remaining_time=0:00:08.407216, arrival_time=2021-04-10 01:34:35.304650, cost_time=0:00:05.798044 2021-04-10 01:34:27,611 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.35ms, fps=3590 images/s, loss=1.2007, top1-acc=65.14%, top5-acc=90.71%, remaining_time=0:00:07.669630, arrival_time=2021-04-10 01:34:35.280865, cost_time=0:00:06.511963 2021-04-10 01:34:28,316 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.06ms, fps=3631 images/s, loss=1.2016, top1-acc=65.20%, top5-acc=90.64%, remaining_time=0:00:06.928800, arrival_time=2021-04-10 01:34:35.245676, cost_time=0:00:07.217474 2021-04-10 01:34:29,024 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.25ms, fps=3620 images/s, loss=1.2014, top1-acc=65.20%, top5-acc=90.65%, remaining_time=0:00:06.196300, arrival_time=2021-04-10 01:34:35.221073, cost_time=0:00:07.925448 2021-04-10 01:34:29,755 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.43ms, fps=3506 images/s, loss=1.2057, top1-acc=65.06%, top5-acc=90.63%, remaining_time=0:00:05.482260, arrival_time=2021-04-10 01:34:35.237872, cost_time=0:00:08.656215 2021-04-10 01:34:30,468 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=2.16ms, fps=3597 images/s, loss=1.2110, top1-acc=64.91%, top5-acc=90.53%, remaining_time=0:00:04.756488, arrival_time=2021-04-10 01:34:35.224649, cost_time=0:00:09.368835 2021-04-10 01:34:31,227 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.12ms, fps=3376 images/s, loss=1.2135, top1-acc=64.89%, top5-acc=90.47%, remaining_time=0:00:04.051096, arrival_time=2021-04-10 01:34:35.278324, cost_time=0:00:10.127725 2021-04-10 01:34:31,955 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.49ms, fps=3518 images/s, loss=1.2192, top1-acc=64.73%, top5-acc=90.41%, remaining_time=0:00:03.329296, arrival_time=2021-04-10 01:34:35.284919, cost_time=0:00:10.856336 2021-04-10 01:34:32,660 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.46ms, fps=3632 images/s, loss=1.2191, top1-acc=64.70%, top5-acc=90.42%, remaining_time=0:00:02.601360, arrival_time=2021-04-10 01:34:35.262291, cost_time=0:00:11.561617 2021-04-10 01:34:33,364 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.55ms, fps=3645 images/s, loss=1.2220, top1-acc=64.60%, top5-acc=90.42%, remaining_time=0:00:01.875744, arrival_time=2021-04-10 01:34:35.239673, cost_time=0:00:12.264510 2021-04-10 01:34:34,062 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.83ms, fps=3670 images/s, loss=1.2254, top1-acc=64.50%, top5-acc=90.36%, remaining_time=0:00:01.152256, arrival_time=2021-04-10 01:34:35.214449, cost_time=0:00:12.962922 2021-04-10 01:34:34,768 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.47ms, fps=3628 images/s, loss=1.2266, top1-acc=64.38%, top5-acc=90.36%, remaining_time=0:00:00.431652, arrival_time=2021-04-10 01:34:35.199911, cost_time=0:00:13.668993 2021-04-10 01:34:35,162 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=0.21ms, fps=3456 images/s, loss=1.2265, top1-acc=64.34%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:35.162249, cost_time=0:00:14.062888 2021-04-10 01:34:35,473 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=2.25ms, fps=8274 images/s, loss=2.0031, top1-acc=50.43%, top5-acc=78.79%, remaining_time=0:00:00.928200, arrival_time=2021-04-10 01:34:36.401491, cost_time=0:00:00.309397 2021-04-10 01:34:35,691 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.33ms, fps=11764 images/s, loss=1.9990, top1-acc=49.92%, top5-acc=79.39%, remaining_time=0:00:00.527520, arrival_time=2021-04-10 01:34:36.218910, cost_time=0:00:00.527526 2021-04-10 01:34:35,950 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.29ms, fps=9880 images/s, loss=2.0143, top1-acc=49.86%, top5-acc=79.24%, remaining_time=0:00:00.262330, arrival_time=2021-04-10 01:34:36.213242, cost_time=0:00:00.787001 2021-04-10 01:34:36,136 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=12561 images/s, loss=2.0167, top1-acc=49.88%, top5-acc=79.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:36.136055, cost_time=0:00:00.972223 2021-04-10 01:34:36,162 INFO : Epoch=0049 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:38:01.585538, arrival_time=2021-04-10 02:12:37.747871, cost_time=0:12:20.382056 2021-04-10 01:34:36,162 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:34:37,059 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.42ms, fps=2857 images/s, loss=1.2168, top1-acc=64.22%, top5-acc=91.13%, remaining_time=0:00:16.665042, arrival_time=2021-04-10 01:34:53.724217, cost_time=0:00:00.895974 2021-04-10 01:34:37,761 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.65ms, fps=3649 images/s, loss=1.2082, top1-acc=65.02%, top5-acc=90.90%, remaining_time=0:00:14.066272, arrival_time=2021-04-10 01:34:51.827812, cost_time=0:00:01.598434 2021-04-10 01:34:38,468 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.72ms, fps=3623 images/s, loss=1.1909, top1-acc=65.73%, top5-acc=91.03%, remaining_time=0:00:12.758262, arrival_time=2021-04-10 01:34:51.227132, cost_time=0:00:02.305710 2021-04-10 01:34:39,170 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.99ms, fps=3653 images/s, loss=1.1922, top1-acc=65.62%, top5-acc=90.97%, remaining_time=0:00:11.728080, arrival_time=2021-04-10 01:34:50.898355, cost_time=0:00:03.007213 2021-04-10 01:34:39,871 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.02ms, fps=3656 images/s, loss=1.1990, top1-acc=65.37%, top5-acc=90.80%, remaining_time=0:00:10.827068, arrival_time=2021-04-10 01:34:50.698136, cost_time=0:00:03.707883 2021-04-10 01:34:40,585 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.33ms, fps=3587 images/s, loss=1.1961, top1-acc=65.44%, top5-acc=90.87%, remaining_time=0:00:10.023744, arrival_time=2021-04-10 01:34:50.609077, cost_time=0:00:04.422250 2021-04-10 01:34:41,284 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=2.26ms, fps=3666 images/s, loss=1.1992, top1-acc=65.25%, top5-acc=90.93%, remaining_time=0:00:09.217908, arrival_time=2021-04-10 01:34:50.502049, cost_time=0:00:05.121056 2021-04-10 01:34:41,996 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.64ms, fps=3601 images/s, loss=1.2026, top1-acc=65.13%, top5-acc=90.83%, remaining_time=0:00:08.457560, arrival_time=2021-04-10 01:34:50.453619, cost_time=0:00:05.832839 2021-04-10 01:34:42,702 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.38ms, fps=3630 images/s, loss=1.2047, top1-acc=65.07%, top5-acc=90.79%, remaining_time=0:00:07.701324, arrival_time=2021-04-10 01:34:50.403258, cost_time=0:00:06.538843 2021-04-10 01:34:43,405 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.39ms, fps=3642 images/s, loss=1.2092, top1-acc=64.94%, top5-acc=90.69%, remaining_time=0:00:06.952608, arrival_time=2021-04-10 01:34:50.358036, cost_time=0:00:07.242322 2021-04-10 01:34:44,113 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.70ms, fps=3621 images/s, loss=1.2145, top1-acc=64.84%, top5-acc=90.61%, remaining_time=0:00:06.215392, arrival_time=2021-04-10 01:34:50.328496, cost_time=0:00:07.949910 2021-04-10 01:34:44,822 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.84ms, fps=3615 images/s, loss=1.2142, top1-acc=64.83%, top5-acc=90.57%, remaining_time=0:00:05.483932, arrival_time=2021-04-10 01:34:50.305873, cost_time=0:00:08.658836 2021-04-10 01:34:45,525 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.52ms, fps=3643 images/s, loss=1.2144, top1-acc=64.87%, top5-acc=90.50%, remaining_time=0:00:04.753056, arrival_time=2021-04-10 01:34:50.278272, cost_time=0:00:09.362103 2021-04-10 01:34:46,234 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=2.12ms, fps=3615 images/s, loss=1.2153, top1-acc=64.87%, top5-acc=90.49%, remaining_time=0:00:04.028528, arrival_time=2021-04-10 01:34:50.262913, cost_time=0:00:10.071264 2021-04-10 01:34:46,943 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=2.31ms, fps=3614 images/s, loss=1.2200, top1-acc=64.72%, top5-acc=90.49%, remaining_time=0:00:03.305974, arrival_time=2021-04-10 01:34:50.249386, cost_time=0:00:10.780319 2021-04-10 01:34:47,647 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.80ms, fps=3641 images/s, loss=1.2244, top1-acc=64.66%, top5-acc=90.44%, remaining_time=0:00:02.583900, arrival_time=2021-04-10 01:34:50.231045, cost_time=0:00:11.484047 2021-04-10 01:34:48,351 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.94ms, fps=3637 images/s, loss=1.2263, top1-acc=64.58%, top5-acc=90.41%, remaining_time=0:00:01.864122, arrival_time=2021-04-10 01:34:50.215621, cost_time=0:00:12.188438 2021-04-10 01:34:49,071 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.81ms, fps=3558 images/s, loss=1.2299, top1-acc=64.50%, top5-acc=90.38%, remaining_time=0:00:01.147408, arrival_time=2021-04-10 01:34:50.218934, cost_time=0:00:12.908341 2021-04-10 01:34:49,790 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.47ms, fps=3565 images/s, loss=1.2293, top1-acc=64.51%, top5-acc=90.39%, remaining_time=0:00:00.430332, arrival_time=2021-04-10 01:34:50.220670, cost_time=0:00:13.627268 2021-04-10 01:34:50,168 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=0.08ms, fps=3601 images/s, loss=1.2296, top1-acc=64.49%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:50.168424, cost_time=0:00:14.005401 2021-04-10 01:34:50,510 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=44.92ms, fps=7505 images/s, loss=2.0982, top1-acc=45.70%, top5-acc=77.97%, remaining_time=0:00:01.023210, arrival_time=2021-04-10 01:34:51.533661, cost_time=0:00:00.341068 2021-04-10 01:34:50,750 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.30ms, fps=10665 images/s, loss=2.0632, top1-acc=47.64%, top5-acc=77.81%, remaining_time=0:00:00.581460, arrival_time=2021-04-10 01:34:51.332341, cost_time=0:00:00.581452 2021-04-10 01:34:50,934 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=3.95ms, fps=13956 images/s, loss=2.0600, top1-acc=47.84%, top5-acc=77.85%, remaining_time=0:00:00.255130, arrival_time=2021-04-10 01:34:51.189941, cost_time=0:00:00.765397 2021-04-10 01:34:51,124 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.18ms, fps=12309 images/s, loss=2.0900, top1-acc=47.91%, top5-acc=77.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:51.123929, cost_time=0:00:00.954375 2021-04-10 01:34:51,244 INFO : Epoch=0050 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:37:46.393350, arrival_time=2021-04-10 02:12:37.638087, cost_time=0:12:35.464433 2021-04-10 01:34:51,245 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:34:52,194 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.57ms, fps=2698 images/s, loss=1.1693, top1-acc=66.17%, top5-acc=91.09%, remaining_time=0:00:17.647680, arrival_time=2021-04-10 01:35:09.842568, cost_time=0:00:00.948802 2021-04-10 01:34:52,897 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.54ms, fps=3650 images/s, loss=1.1816, top1-acc=64.88%, top5-acc=91.05%, remaining_time=0:00:14.532672, arrival_time=2021-04-10 01:35:07.430053, cost_time=0:00:01.651438 2021-04-10 01:34:53,605 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.82ms, fps=3617 images/s, loss=1.1528, top1-acc=65.65%, top5-acc=91.43%, remaining_time=0:00:13.057394, arrival_time=2021-04-10 01:35:06.663128, cost_time=0:00:02.359757 2021-04-10 01:34:54,321 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=2.10ms, fps=3581 images/s, loss=1.1616, top1-acc=65.48%, top5-acc=91.52%, remaining_time=0:00:11.993436, arrival_time=2021-04-10 01:35:06.314613, cost_time=0:00:03.075245 2021-04-10 01:34:55,044 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.52ms, fps=3542 images/s, loss=1.1736, top1-acc=65.36%, top5-acc=91.24%, remaining_time=0:00:11.091766, arrival_time=2021-04-10 01:35:06.136298, cost_time=0:00:03.798535 2021-04-10 01:34:55,755 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.93ms, fps=3603 images/s, loss=1.1718, top1-acc=65.50%, top5-acc=91.26%, remaining_time=0:00:10.222304, arrival_time=2021-04-10 01:35:05.978063, cost_time=0:00:04.509820 2021-04-10 01:34:56,456 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.40ms, fps=3657 images/s, loss=1.1732, top1-acc=65.55%, top5-acc=91.17%, remaining_time=0:00:09.378936, arrival_time=2021-04-10 01:35:05.835425, cost_time=0:00:05.210544 2021-04-10 01:34:57,172 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.98ms, fps=3579 images/s, loss=1.1809, top1-acc=65.29%, top5-acc=90.96%, remaining_time=0:00:08.593512, arrival_time=2021-04-10 01:35:05.766159, cost_time=0:00:05.926553 2021-04-10 01:34:57,874 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.60ms, fps=3650 images/s, loss=1.1807, top1-acc=65.25%, top5-acc=91.01%, remaining_time=0:00:07.807536, arrival_time=2021-04-10 01:35:05.682446, cost_time=0:00:06.629005 2021-04-10 01:34:58,584 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=3.56ms, fps=3612 images/s, loss=1.1870, top1-acc=65.07%, top5-acc=90.95%, remaining_time=0:00:07.044768, arrival_time=2021-04-10 01:35:05.628969, cost_time=0:00:07.338295 2021-04-10 01:34:59,296 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.53ms, fps=3595 images/s, loss=1.1910, top1-acc=65.00%, top5-acc=90.92%, remaining_time=0:00:06.294340, arrival_time=2021-04-10 01:35:05.591179, cost_time=0:00:08.050880 2021-04-10 01:35:00,004 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.99ms, fps=3622 images/s, loss=1.1945, top1-acc=65.00%, top5-acc=90.90%, remaining_time=0:00:05.547012, arrival_time=2021-04-10 01:35:05.551370, cost_time=0:00:08.758384 2021-04-10 01:35:00,713 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.97ms, fps=3613 images/s, loss=1.1966, top1-acc=64.96%, top5-acc=90.89%, remaining_time=0:00:04.806648, arrival_time=2021-04-10 01:35:05.520192, cost_time=0:00:09.467641 2021-04-10 01:35:01,424 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=2.27ms, fps=3605 images/s, loss=1.2024, top1-acc=64.78%, top5-acc=90.81%, remaining_time=0:00:04.071312, arrival_time=2021-04-10 01:35:05.495582, cost_time=0:00:10.178255 2021-04-10 01:35:02,129 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=2.08ms, fps=3634 images/s, loss=1.2048, top1-acc=64.71%, top5-acc=90.77%, remaining_time=0:00:03.337622, arrival_time=2021-04-10 01:35:05.467132, cost_time=0:00:10.883553 2021-04-10 01:35:02,839 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.45ms, fps=3611 images/s, loss=1.2060, top1-acc=64.68%, top5-acc=90.78%, remaining_time=0:00:02.608488, arrival_time=2021-04-10 01:35:05.447604, cost_time=0:00:11.593217 2021-04-10 01:35:03,546 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.86ms, fps=3624 images/s, loss=1.2101, top1-acc=64.61%, top5-acc=90.70%, remaining_time=0:00:01.881204, arrival_time=2021-04-10 01:35:05.427367, cost_time=0:00:12.300140 2021-04-10 01:35:04,246 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.65ms, fps=3661 images/s, loss=1.2101, top1-acc=64.64%, top5-acc=90.73%, remaining_time=0:00:01.155568, arrival_time=2021-04-10 01:35:05.401631, cost_time=0:00:13.000157 2021-04-10 01:35:04,950 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.66ms, fps=3636 images/s, loss=1.2116, top1-acc=64.57%, top5-acc=90.74%, remaining_time=0:00:00.432774, arrival_time=2021-04-10 01:35:05.383301, cost_time=0:00:13.704603 2021-04-10 01:35:05,334 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.25ms, fps=3549 images/s, loss=1.2139, top1-acc=64.54%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:05.334237, cost_time=0:00:14.088364 2021-04-10 01:35:05,638 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=8.15ms, fps=8448 images/s, loss=2.3273, top1-acc=44.57%, top5-acc=75.70%, remaining_time=0:00:00.909030, arrival_time=2021-04-10 01:35:06.547301, cost_time=0:00:00.303011 2021-04-10 01:35:05,913 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=53.52ms, fps=9333 images/s, loss=2.3202, top1-acc=44.67%, top5-acc=75.37%, remaining_time=0:00:00.577660, arrival_time=2021-04-10 01:35:06.490623, cost_time=0:00:00.577658 2021-04-10 01:35:06,160 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.41ms, fps=10370 images/s, loss=2.3050, top1-acc=44.62%, top5-acc=75.66%, remaining_time=0:00:00.275010, arrival_time=2021-04-10 01:35:06.435334, cost_time=0:00:00.825029 2021-04-10 01:35:06,359 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.38ms, fps=11666 images/s, loss=2.3070, top1-acc=44.59%, top5-acc=75.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:06.359627, cost_time=0:00:01.024397 2021-04-10 01:35:06,386 INFO : Epoch=0051 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:37:31.377782, arrival_time=2021-04-10 02:12:37.763871, cost_time=0:12:50.605829 2021-04-10 01:35:06,386 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:35:07,263 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.37ms, fps=2919 images/s, loss=1.2326, top1-acc=64.65%, top5-acc=90.27%, remaining_time=0:00:16.309596, arrival_time=2021-04-10 01:35:23.573305, cost_time=0:00:00.876857 2021-04-10 01:35:07,971 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.39ms, fps=3620 images/s, loss=1.2438, top1-acc=63.96%, top5-acc=90.20%, remaining_time=0:00:13.945712, arrival_time=2021-04-10 01:35:21.917264, cost_time=0:00:01.584738 2021-04-10 01:35:08,682 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.20ms, fps=3605 images/s, loss=1.2098, top1-acc=64.96%, top5-acc=90.51%, remaining_time=0:00:12.701490, arrival_time=2021-04-10 01:35:21.383678, cost_time=0:00:02.295454 2021-04-10 01:35:09,382 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=5.94ms, fps=3659 images/s, loss=1.2001, top1-acc=65.06%, top5-acc=90.55%, remaining_time=0:00:11.682372, arrival_time=2021-04-10 01:35:21.064659, cost_time=0:00:02.995465 2021-04-10 01:35:10,152 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.72ms, fps=3327 images/s, loss=1.1894, top1-acc=65.30%, top5-acc=90.85%, remaining_time=0:00:10.995698, arrival_time=2021-04-10 01:35:21.148316, cost_time=0:00:03.765651 2021-04-10 01:35:10,861 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=3.48ms, fps=3614 images/s, loss=1.1930, top1-acc=65.16%, top5-acc=90.79%, remaining_time=0:00:10.143424, arrival_time=2021-04-10 01:35:21.005252, cost_time=0:00:04.475046 2021-04-10 01:35:11,579 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.06ms, fps=3572 images/s, loss=1.1949, top1-acc=65.11%, top5-acc=90.68%, remaining_time=0:00:09.346302, arrival_time=2021-04-10 01:35:20.925613, cost_time=0:00:05.192417 2021-04-10 01:35:12,282 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.89ms, fps=3646 images/s, loss=1.1896, top1-acc=65.31%, top5-acc=90.68%, remaining_time=0:00:08.548388, arrival_time=2021-04-10 01:35:20.830539, cost_time=0:00:05.895421 2021-04-10 01:35:12,991 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=2.08ms, fps=3613 images/s, loss=1.1923, top1-acc=65.22%, top5-acc=90.65%, remaining_time=0:00:07.778492, arrival_time=2021-04-10 01:35:20.769660, cost_time=0:00:06.604336 2021-04-10 01:35:13,687 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.40ms, fps=3681 images/s, loss=1.1981, top1-acc=65.05%, top5-acc=90.51%, remaining_time=0:00:07.008384, arrival_time=2021-04-10 01:35:20.695568, cost_time=0:00:07.300450 2021-04-10 01:35:14,386 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.98ms, fps=3665 images/s, loss=1.1985, top1-acc=65.13%, top5-acc=90.51%, remaining_time=0:00:06.254092, arrival_time=2021-04-10 01:35:20.640424, cost_time=0:00:07.999381 2021-04-10 01:35:15,094 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.43ms, fps=3620 images/s, loss=1.2021, top1-acc=65.03%, top5-acc=90.50%, remaining_time=0:00:05.514788, arrival_time=2021-04-10 01:35:20.609148, cost_time=0:00:08.707607 2021-04-10 01:35:15,839 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.58ms, fps=3444 images/s, loss=1.2024, top1-acc=64.99%, top5-acc=90.54%, remaining_time=0:00:04.799190, arrival_time=2021-04-10 01:35:20.638883, cost_time=0:00:09.452977 2021-04-10 01:35:16,543 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.58ms, fps=3640 images/s, loss=1.2019, top1-acc=64.97%, top5-acc=90.53%, remaining_time=0:00:04.062688, arrival_time=2021-04-10 01:35:20.606182, cost_time=0:00:10.156677 2021-04-10 01:35:17,261 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.96ms, fps=3567 images/s, loss=1.2050, top1-acc=64.88%, top5-acc=90.46%, remaining_time=0:00:03.335000, arrival_time=2021-04-10 01:35:20.596724, cost_time=0:00:10.874979 2021-04-10 01:35:17,992 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.73ms, fps=3504 images/s, loss=1.2033, top1-acc=64.91%, top5-acc=90.49%, remaining_time=0:00:02.611368, arrival_time=2021-04-10 01:35:20.604167, cost_time=0:00:11.606070 2021-04-10 01:35:18,693 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.51ms, fps=3658 images/s, loss=1.2061, top1-acc=64.83%, top5-acc=90.43%, remaining_time=0:00:01.882166, arrival_time=2021-04-10 01:35:20.575418, cost_time=0:00:12.306400 2021-04-10 01:35:19,395 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.48ms, fps=3650 images/s, loss=1.2083, top1-acc=64.82%, top5-acc=90.41%, remaining_time=0:00:01.156304, arrival_time=2021-04-10 01:35:20.551529, cost_time=0:00:13.008496 2021-04-10 01:35:20,104 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.50ms, fps=3614 images/s, loss=1.2097, top1-acc=64.82%, top5-acc=90.35%, remaining_time=0:00:00.433182, arrival_time=2021-04-10 01:35:20.537296, cost_time=0:00:13.717386 2021-04-10 01:35:20,482 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.10ms, fps=3602 images/s, loss=1.2106, top1-acc=64.80%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:20.482087, cost_time=0:00:14.095372 2021-04-10 01:35:20,861 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.42ms, fps=6762 images/s, loss=1.8835, top1-acc=51.45%, top5-acc=81.29%, remaining_time=0:00:01.135680, arrival_time=2021-04-10 01:35:21.997508, cost_time=0:00:00.378563 2021-04-10 01:35:21,111 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=0.30ms, fps=10277 images/s, loss=1.8506, top1-acc=52.46%, top5-acc=81.84%, remaining_time=0:00:00.628440, arrival_time=2021-04-10 01:35:21.740000, cost_time=0:00:00.628440 2021-04-10 01:35:21,400 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.37ms, fps=8868 images/s, loss=1.8738, top1-acc=51.50%, top5-acc=81.30%, remaining_time=0:00:00.305830, arrival_time=2021-04-10 01:35:21.706500, cost_time=0:00:00.917476 2021-04-10 01:35:21,556 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.05ms, fps=14902 images/s, loss=1.8715, top1-acc=51.26%, top5-acc=81.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:21.556808, cost_time=0:00:01.073720 2021-04-10 01:35:21,583 INFO : Epoch=0052 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:37:16.516800, arrival_time=2021-04-10 02:12:38.100274, cost_time=0:13:05.803213 2021-04-10 01:35:21,584 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:35:22,567 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.56ms, fps=2603 images/s, loss=1.2257, top1-acc=65.04%, top5-acc=90.51%, remaining_time=0:00:18.290682, arrival_time=2021-04-10 01:35:40.858340, cost_time=0:00:00.983366 2021-04-10 01:35:23,275 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.52ms, fps=3618 images/s, loss=1.2277, top1-acc=64.75%, top5-acc=90.51%, remaining_time=0:00:14.887840, arrival_time=2021-04-10 01:35:38.163782, cost_time=0:00:01.691791 2021-04-10 01:35:23,981 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.98ms, fps=3630 images/s, loss=1.1869, top1-acc=65.56%, top5-acc=90.94%, remaining_time=0:00:13.266056, arrival_time=2021-04-10 01:35:37.247831, cost_time=0:00:02.397468 2021-04-10 01:35:24,691 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.01ms, fps=3612 images/s, loss=1.1899, top1-acc=65.27%, top5-acc=90.84%, remaining_time=0:00:12.117456, arrival_time=2021-04-10 01:35:36.808704, cost_time=0:00:03.107028 2021-04-10 01:35:25,400 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=2.05ms, fps=3612 images/s, loss=1.1890, top1-acc=65.16%, top5-acc=90.91%, remaining_time=0:00:11.143888, arrival_time=2021-04-10 01:35:36.544561, cost_time=0:00:03.816386 2021-04-10 01:35:26,111 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.42ms, fps=3604 images/s, loss=1.1950, top1-acc=65.08%, top5-acc=90.76%, remaining_time=0:00:10.262288, arrival_time=2021-04-10 01:35:36.373938, cost_time=0:00:04.527493 2021-04-10 01:35:26,815 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.79ms, fps=3641 images/s, loss=1.1951, top1-acc=64.93%, top5-acc=90.84%, remaining_time=0:00:09.415980, arrival_time=2021-04-10 01:35:36.231399, cost_time=0:00:05.231079 2021-04-10 01:35:27,520 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.16ms, fps=3636 images/s, loss=1.1928, top1-acc=65.11%, top5-acc=90.89%, remaining_time=0:00:08.607316, arrival_time=2021-04-10 01:35:36.127632, cost_time=0:00:05.936110 2021-04-10 01:35:28,227 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.96ms, fps=3626 images/s, loss=1.1929, top1-acc=65.20%, top5-acc=90.90%, remaining_time=0:00:07.823754, arrival_time=2021-04-10 01:35:36.050727, cost_time=0:00:06.642767 2021-04-10 01:35:28,936 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.38ms, fps=3610 images/s, loss=1.1959, top1-acc=65.15%, top5-acc=90.86%, remaining_time=0:00:07.058400, arrival_time=2021-04-10 01:35:35.995250, cost_time=0:00:07.352515 2021-04-10 01:35:29,643 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.05ms, fps=3630 images/s, loss=1.1930, top1-acc=65.22%, top5-acc=90.91%, remaining_time=0:00:06.300532, arrival_time=2021-04-10 01:35:35.943550, cost_time=0:00:08.058784 2021-04-10 01:35:30,371 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=2.23ms, fps=3519 images/s, loss=1.1992, top1-acc=65.01%, top5-acc=90.89%, remaining_time=0:00:05.565024, arrival_time=2021-04-10 01:35:35.936132, cost_time=0:00:08.786925 2021-04-10 01:35:31,076 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.46ms, fps=3636 images/s, loss=1.2018, top1-acc=64.98%, top5-acc=90.82%, remaining_time=0:00:04.818924, arrival_time=2021-04-10 01:35:35.895031, cost_time=0:00:09.491875 2021-04-10 01:35:31,772 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.89ms, fps=3678 images/s, loss=1.2002, top1-acc=65.03%, top5-acc=90.90%, remaining_time=0:00:04.075456, arrival_time=2021-04-10 01:35:35.848223, cost_time=0:00:10.188609 2021-04-10 01:35:32,476 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.00ms, fps=3640 images/s, loss=1.2014, top1-acc=65.03%, top5-acc=90.86%, remaining_time=0:00:03.340336, arrival_time=2021-04-10 01:35:35.816928, cost_time=0:00:10.892404 2021-04-10 01:35:33,199 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.43ms, fps=3546 images/s, loss=1.2057, top1-acc=64.86%, top5-acc=90.77%, remaining_time=0:00:02.613348, arrival_time=2021-04-10 01:35:35.812528, cost_time=0:00:11.614889 2021-04-10 01:35:33,912 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=2.10ms, fps=3591 images/s, loss=1.2088, top1-acc=64.80%, top5-acc=90.71%, remaining_time=0:00:01.885546, arrival_time=2021-04-10 01:35:35.798283, cost_time=0:00:12.328543 2021-04-10 01:35:34,620 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.43ms, fps=3620 images/s, loss=1.2106, top1-acc=64.74%, top5-acc=90.69%, remaining_time=0:00:01.158784, arrival_time=2021-04-10 01:35:35.779326, cost_time=0:00:13.036340 2021-04-10 01:35:35,323 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.27ms, fps=3646 images/s, loss=1.2115, top1-acc=64.77%, top5-acc=90.64%, remaining_time=0:00:00.433860, arrival_time=2021-04-10 01:35:35.756971, cost_time=0:00:13.738967 2021-04-10 01:35:35,708 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.08ms, fps=3538 images/s, loss=1.2138, top1-acc=64.73%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:35.708009, cost_time=0:00:14.123711 2021-04-10 01:35:36,102 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=27.75ms, fps=6516 images/s, loss=2.0452, top1-acc=48.52%, top5-acc=79.10%, remaining_time=0:00:01.178550, arrival_time=2021-04-10 01:35:37.280826, cost_time=0:00:00.392848 2021-04-10 01:35:36,375 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.22ms, fps=9396 images/s, loss=2.0343, top1-acc=48.59%, top5-acc=79.39%, remaining_time=0:00:00.665600, arrival_time=2021-04-10 01:35:37.040696, cost_time=0:00:00.665596 2021-04-10 01:35:36,716 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=64.93ms, fps=7514 images/s, loss=2.0298, top1-acc=49.04%, top5-acc=79.60%, remaining_time=0:00:00.335590, arrival_time=2021-04-10 01:35:37.051863, cost_time=0:00:01.006777 2021-04-10 01:35:36,971 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.12ms, fps=9098 images/s, loss=2.0417, top1-acc=48.81%, top5-acc=79.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:36.971730, cost_time=0:00:01.262265 2021-04-10 01:35:37,004 INFO : Epoch=0053 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:37:02.264268, arrival_time=2021-04-10 02:12:39.269069, cost_time=0:13:21.224513 2021-04-10 01:35:37,005 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:35:37,928 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.03ms, fps=2775 images/s, loss=1.1986, top1-acc=65.59%, top5-acc=90.35%, remaining_time=0:00:17.159244, arrival_time=2021-04-10 01:35:55.087451, cost_time=0:00:00.922545 2021-04-10 01:35:38,655 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.51ms, fps=3524 images/s, loss=1.2052, top1-acc=65.51%, top5-acc=90.35%, remaining_time=0:00:14.518240, arrival_time=2021-04-10 01:35:53.173793, cost_time=0:00:01.649805 2021-04-10 01:35:39,371 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.46ms, fps=3581 images/s, loss=1.2012, top1-acc=65.51%, top5-acc=90.64%, remaining_time=0:00:13.089598, arrival_time=2021-04-10 01:35:52.460938, cost_time=0:00:02.365586 2021-04-10 01:35:40,081 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=2.01ms, fps=3610 images/s, loss=1.1886, top1-acc=66.04%, top5-acc=90.95%, remaining_time=0:00:11.995152, arrival_time=2021-04-10 01:35:52.076422, cost_time=0:00:03.075665 2021-04-10 01:35:40,793 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.13ms, fps=3598 images/s, loss=1.1894, top1-acc=65.91%, top5-acc=90.86%, remaining_time=0:00:11.059938, arrival_time=2021-04-10 01:35:51.853197, cost_time=0:00:03.787673 2021-04-10 01:35:41,502 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.62ms, fps=3611 images/s, loss=1.1905, top1-acc=65.82%, top5-acc=90.92%, remaining_time=0:00:10.193472, arrival_time=2021-04-10 01:35:51.696267, cost_time=0:00:04.497110 2021-04-10 01:35:42,204 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.84ms, fps=3650 images/s, loss=1.1837, top1-acc=65.99%, top5-acc=91.10%, remaining_time=0:00:09.358272, arrival_time=2021-04-10 01:35:51.562945, cost_time=0:00:05.199075 2021-04-10 01:35:42,910 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.47ms, fps=3629 images/s, loss=1.1868, top1-acc=65.96%, top5-acc=90.99%, remaining_time=0:00:08.562308, arrival_time=2021-04-10 01:35:51.473011, cost_time=0:00:05.905039 2021-04-10 01:35:43,607 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.10ms, fps=3677 images/s, loss=1.1955, top1-acc=65.54%, top5-acc=90.89%, remaining_time=0:00:07.775418, arrival_time=2021-04-10 01:35:51.382885, cost_time=0:00:06.601803 2021-04-10 01:35:44,312 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.50ms, fps=3635 images/s, loss=1.1994, top1-acc=65.37%, top5-acc=90.88%, remaining_time=0:00:07.014432, arrival_time=2021-04-10 01:35:51.326721, cost_time=0:00:07.306698 2021-04-10 01:35:45,013 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.20ms, fps=3653 images/s, loss=1.2004, top1-acc=65.38%, top5-acc=90.95%, remaining_time=0:00:06.260714, arrival_time=2021-04-10 01:35:51.274287, cost_time=0:00:08.007910 2021-04-10 01:35:45,722 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=2.18ms, fps=3616 images/s, loss=1.2003, top1-acc=65.41%, top5-acc=90.93%, remaining_time=0:00:05.520488, arrival_time=2021-04-10 01:35:51.242637, cost_time=0:00:08.716545 2021-04-10 01:35:46,417 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=2.79ms, fps=3685 images/s, loss=1.1963, top1-acc=65.48%, top5-acc=91.00%, remaining_time=0:00:04.778202, arrival_time=2021-04-10 01:35:51.195458, cost_time=0:00:09.411668 2021-04-10 01:35:47,120 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.16ms, fps=3647 images/s, loss=1.2002, top1-acc=65.44%, top5-acc=90.94%, remaining_time=0:00:04.045664, arrival_time=2021-04-10 01:35:51.165532, cost_time=0:00:10.114108 2021-04-10 01:35:47,823 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.82ms, fps=3645 images/s, loss=1.1980, top1-acc=65.42%, top5-acc=91.00%, remaining_time=0:00:03.317336, arrival_time=2021-04-10 01:35:51.140317, cost_time=0:00:10.817384 2021-04-10 01:35:48,540 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.88ms, fps=3569 images/s, loss=1.1990, top1-acc=65.34%, top5-acc=90.99%, remaining_time=0:00:02.595384, arrival_time=2021-04-10 01:35:51.136027, cost_time=0:00:11.535038 2021-04-10 01:35:49,247 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.90ms, fps=3624 images/s, loss=1.2021, top1-acc=65.22%, top5-acc=90.94%, remaining_time=0:00:01.872286, arrival_time=2021-04-10 01:35:51.119791, cost_time=0:00:12.241910 2021-04-10 01:35:49,948 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.20ms, fps=3656 images/s, loss=1.2037, top1-acc=65.16%, top5-acc=90.88%, remaining_time=0:00:01.150448, arrival_time=2021-04-10 01:35:51.098747, cost_time=0:00:12.942562 2021-04-10 01:35:50,655 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.35ms, fps=3622 images/s, loss=1.2032, top1-acc=65.16%, top5-acc=90.86%, remaining_time=0:00:00.431058, arrival_time=2021-04-10 01:35:51.086921, cost_time=0:00:13.650257 2021-04-10 01:35:51,031 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.11ms, fps=3627 images/s, loss=1.2017, top1-acc=65.24%, top5-acc=90.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:51.031240, cost_time=0:00:14.025650 2021-04-10 01:35:51,305 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=4.18ms, fps=9370 images/s, loss=1.9745, top1-acc=50.00%, top5-acc=80.59%, remaining_time=0:00:00.819630, arrival_time=2021-04-10 01:35:52.125242, cost_time=0:00:00.273210 2021-04-10 01:35:51,567 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.62ms, fps=9810 images/s, loss=1.9904, top1-acc=49.90%, top5-acc=79.84%, remaining_time=0:00:00.534500, arrival_time=2021-04-10 01:35:52.101449, cost_time=0:00:00.534508 2021-04-10 01:35:51,803 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=8.66ms, fps=10869 images/s, loss=1.9857, top1-acc=50.01%, top5-acc=79.99%, remaining_time=0:00:00.256900, arrival_time=2021-04-10 01:35:52.060050, cost_time=0:00:00.770713 2021-04-10 01:35:52,032 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.11ms, fps=10156 images/s, loss=1.9923, top1-acc=49.92%, top5-acc=79.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:52.032016, cost_time=0:00:00.999639 2021-04-10 01:35:52,066 INFO : Epoch=0054 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:36:46.996590, arrival_time=2021-04-10 02:12:39.063285, cost_time=0:13:36.286389 2021-04-10 01:35:52,067 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:35:52,961 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.39ms, fps=2866 images/s, loss=1.1674, top1-acc=65.35%, top5-acc=92.03%, remaining_time=0:00:16.615008, arrival_time=2021-04-10 01:36:09.576237, cost_time=0:00:00.893284 2021-04-10 01:35:53,666 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.95ms, fps=3631 images/s, loss=1.1794, top1-acc=64.86%, top5-acc=91.48%, remaining_time=0:00:14.070496, arrival_time=2021-04-10 01:36:07.737275, cost_time=0:00:01.598915 2021-04-10 01:35:54,373 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.95ms, fps=3628 images/s, loss=1.1895, top1-acc=64.70%, top5-acc=91.29%, remaining_time=0:00:12.754112, arrival_time=2021-04-10 01:36:07.127109, cost_time=0:00:02.304968 2021-04-10 01:35:55,079 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=2.15ms, fps=3626 images/s, loss=1.1957, top1-acc=64.41%, top5-acc=91.16%, remaining_time=0:00:11.746332, arrival_time=2021-04-10 01:36:06.826114, cost_time=0:00:03.011895 2021-04-10 01:35:55,782 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.65ms, fps=3646 images/s, loss=1.1930, top1-acc=64.67%, top5-acc=91.23%, remaining_time=0:00:10.846486, arrival_time=2021-04-10 01:36:06.628955, cost_time=0:00:03.714530 2021-04-10 01:35:56,485 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.90ms, fps=3647 images/s, loss=1.1936, top1-acc=64.57%, top5-acc=91.30%, remaining_time=0:00:10.012184, arrival_time=2021-04-10 01:36:06.497149, cost_time=0:00:04.417111 2021-04-10 01:35:57,186 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=2.13ms, fps=3651 images/s, loss=1.1950, top1-acc=64.59%, top5-acc=91.29%, remaining_time=0:00:09.213750, arrival_time=2021-04-10 01:36:06.400444, cost_time=0:00:05.118760 2021-04-10 01:35:57,894 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.46ms, fps=3621 images/s, loss=1.1933, top1-acc=64.73%, top5-acc=91.21%, remaining_time=0:00:08.448396, arrival_time=2021-04-10 01:36:06.342747, cost_time=0:00:05.826480 2021-04-10 01:35:58,598 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.10ms, fps=3638 images/s, loss=1.1910, top1-acc=64.81%, top5-acc=91.24%, remaining_time=0:00:07.691572, arrival_time=2021-04-10 01:36:06.289988, cost_time=0:00:06.530565 2021-04-10 01:35:59,294 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.59ms, fps=3681 images/s, loss=1.1920, top1-acc=64.81%, top5-acc=91.24%, remaining_time=0:00:06.937440, arrival_time=2021-04-10 01:36:06.231950, cost_time=0:00:07.226477 2021-04-10 01:36:00,008 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.34ms, fps=3590 images/s, loss=1.1958, top1-acc=64.81%, top5-acc=91.13%, remaining_time=0:00:06.208082, arrival_time=2021-04-10 01:36:06.216578, cost_time=0:00:07.940590 2021-04-10 01:36:00,743 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.07ms, fps=3487 images/s, loss=1.1923, top1-acc=64.91%, top5-acc=91.19%, remaining_time=0:00:05.494648, arrival_time=2021-04-10 01:36:06.238355, cost_time=0:00:08.675783 2021-04-10 01:36:01,466 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.04ms, fps=3546 images/s, loss=1.1956, top1-acc=64.84%, top5-acc=91.09%, remaining_time=0:00:04.771470, arrival_time=2021-04-10 01:36:06.237733, cost_time=0:00:09.398361 2021-04-10 01:36:02,180 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.92ms, fps=3591 images/s, loss=1.1963, top1-acc=64.83%, top5-acc=91.08%, remaining_time=0:00:04.044768, arrival_time=2021-04-10 01:36:06.224737, cost_time=0:00:10.111903 2021-04-10 01:36:02,885 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.83ms, fps=3632 images/s, loss=1.1947, top1-acc=64.91%, top5-acc=91.10%, remaining_time=0:00:03.317474, arrival_time=2021-04-10 01:36:06.203190, cost_time=0:00:10.817796 2021-04-10 01:36:03,607 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.57ms, fps=3551 images/s, loss=1.1959, top1-acc=64.83%, top5-acc=91.05%, remaining_time=0:00:02.596356, arrival_time=2021-04-10 01:36:06.203518, cost_time=0:00:11.539284 2021-04-10 01:36:04,315 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.14ms, fps=3616 images/s, loss=1.1984, top1-acc=64.78%, top5-acc=91.00%, remaining_time=0:00:01.873196, arrival_time=2021-04-10 01:36:06.188868, cost_time=0:00:12.247764 2021-04-10 01:36:05,021 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.36ms, fps=3629 images/s, loss=1.1988, top1-acc=64.75%, top5-acc=90.98%, remaining_time=0:00:01.151456, arrival_time=2021-04-10 01:36:06.173284, cost_time=0:00:12.953814 2021-04-10 01:36:05,716 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.26ms, fps=3690 images/s, loss=1.2003, top1-acc=64.75%, top5-acc=90.96%, remaining_time=0:00:00.431004, arrival_time=2021-04-10 01:36:06.147379, cost_time=0:00:13.648489 2021-04-10 01:36:06,093 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.08ms, fps=3613 images/s, loss=1.2004, top1-acc=64.78%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:06.093285, cost_time=0:00:14.025442 2021-04-10 01:36:06,414 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.44ms, fps=7991 images/s, loss=1.7543, top1-acc=52.42%, top5-acc=82.23%, remaining_time=0:00:00.960990, arrival_time=2021-04-10 01:36:07.375629, cost_time=0:00:00.320333 2021-04-10 01:36:06,642 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.43ms, fps=11240 images/s, loss=1.7371, top1-acc=52.73%, top5-acc=82.56%, remaining_time=0:00:00.548440, arrival_time=2021-04-10 01:36:07.191239, cost_time=0:00:00.548443 2021-04-10 01:36:06,892 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=0.37ms, fps=10292 images/s, loss=1.7432, top1-acc=52.66%, top5-acc=82.71%, remaining_time=0:00:00.265900, arrival_time=2021-04-10 01:36:07.157945, cost_time=0:00:00.797701 2021-04-10 01:36:07,076 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.09ms, fps=12622 images/s, loss=1.7054, top1-acc=53.14%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:07.076310, cost_time=0:00:00.981988 2021-04-10 01:36:07,113 INFO : Epoch=0055 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:36:31.695880, arrival_time=2021-04-10 02:12:38.809067, cost_time=0:13:51.332924 2021-04-10 01:36:07,113 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:36:08,064 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.57ms, fps=2694 images/s, loss=1.2076, top1-acc=64.41%, top5-acc=91.29%, remaining_time=0:00:17.675208, arrival_time=2021-04-10 01:36:25.739564, cost_time=0:00:00.950284 2021-04-10 01:36:08,764 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.57ms, fps=3661 images/s, loss=1.1974, top1-acc=64.86%, top5-acc=91.09%, remaining_time=0:00:14.524224, arrival_time=2021-04-10 01:36:23.288639, cost_time=0:00:01.650472 2021-04-10 01:36:09,475 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.28ms, fps=3606 images/s, loss=1.1892, top1-acc=65.12%, top5-acc=91.15%, remaining_time=0:00:13.064698, arrival_time=2021-04-10 01:36:22.539778, cost_time=0:00:02.361080 2021-04-10 01:36:10,176 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.50ms, fps=3654 images/s, loss=1.1897, top1-acc=65.52%, top5-acc=91.04%, remaining_time=0:00:11.943204, arrival_time=2021-04-10 01:36:22.119505, cost_time=0:00:03.062351 2021-04-10 01:36:10,878 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.41ms, fps=3647 images/s, loss=1.1800, top1-acc=65.62%, top5-acc=91.15%, remaining_time=0:00:10.993362, arrival_time=2021-04-10 01:36:21.872188, cost_time=0:00:03.764854 2021-04-10 01:36:11,578 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.94ms, fps=3662 images/s, loss=1.1710, top1-acc=65.84%, top5-acc=91.37%, remaining_time=0:00:10.119624, arrival_time=2021-04-10 01:36:21.698118, cost_time=0:00:04.464538 2021-04-10 01:36:12,295 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=2.06ms, fps=3576 images/s, loss=1.1683, top1-acc=65.87%, top5-acc=91.39%, remaining_time=0:00:09.326016, arrival_time=2021-04-10 01:36:21.621165, cost_time=0:00:05.181093 2021-04-10 01:36:13,007 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.97ms, fps=3600 images/s, loss=1.1635, top1-acc=65.97%, top5-acc=91.46%, remaining_time=0:00:08.544908, arrival_time=2021-04-10 01:36:21.551919, cost_time=0:00:05.893064 2021-04-10 01:36:13,705 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.75ms, fps=3671 images/s, loss=1.1713, top1-acc=65.73%, top5-acc=91.39%, remaining_time=0:00:07.762804, arrival_time=2021-04-10 01:36:21.467764, cost_time=0:00:06.591056 2021-04-10 01:36:14,410 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.91ms, fps=3633 images/s, loss=1.1727, top1-acc=65.72%, top5-acc=91.41%, remaining_time=0:00:07.004256, arrival_time=2021-04-10 01:36:21.414320, cost_time=0:00:07.296073 2021-04-10 01:36:15,113 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.03ms, fps=3645 images/s, loss=1.1782, top1-acc=65.67%, top5-acc=91.31%, remaining_time=0:00:06.253748, arrival_time=2021-04-10 01:36:21.366683, cost_time=0:00:07.998970 2021-04-10 01:36:15,830 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.54ms, fps=3570 images/s, loss=1.1843, top1-acc=65.54%, top5-acc=91.17%, remaining_time=0:00:05.520564, arrival_time=2021-04-10 01:36:21.351250, cost_time=0:00:08.716723 2021-04-10 01:36:16,534 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.88ms, fps=3641 images/s, loss=1.1851, top1-acc=65.46%, top5-acc=91.19%, remaining_time=0:00:04.782624, arrival_time=2021-04-10 01:36:21.316908, cost_time=0:00:09.420374 2021-04-10 01:36:17,250 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.48ms, fps=3579 images/s, loss=1.1840, top1-acc=65.46%, top5-acc=91.21%, remaining_time=0:00:04.054456, arrival_time=2021-04-10 01:36:21.304666, cost_time=0:00:10.136202 2021-04-10 01:36:17,948 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.53ms, fps=3670 images/s, loss=1.1857, top1-acc=65.42%, top5-acc=91.18%, remaining_time=0:00:03.322580, arrival_time=2021-04-10 01:36:21.270953, cost_time=0:00:10.834456 2021-04-10 01:36:18,656 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.82ms, fps=3616 images/s, loss=1.1885, top1-acc=65.38%, top5-acc=91.09%, remaining_time=0:00:02.597148, arrival_time=2021-04-10 01:36:21.253932, cost_time=0:00:11.542849 2021-04-10 01:36:19,362 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.45ms, fps=3631 images/s, loss=1.1911, top1-acc=65.26%, top5-acc=91.06%, remaining_time=0:00:01.873300, arrival_time=2021-04-10 01:36:21.235703, cost_time=0:00:12.248454 2021-04-10 01:36:20,072 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.76ms, fps=3609 images/s, loss=1.1930, top1-acc=65.25%, top5-acc=91.03%, remaining_time=0:00:01.151856, arrival_time=2021-04-10 01:36:21.224309, cost_time=0:00:12.958465 2021-04-10 01:36:20,774 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.26ms, fps=3649 images/s, loss=1.1920, top1-acc=65.23%, top5-acc=91.04%, remaining_time=0:00:00.431394, arrival_time=2021-04-10 01:36:21.206071, cost_time=0:00:13.660767 2021-04-10 01:36:21,151 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.08ms, fps=3614 images/s, loss=1.1933, top1-acc=65.19%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:21.151471, cost_time=0:00:14.037532 2021-04-10 01:36:21,497 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.31ms, fps=7436 images/s, loss=2.0898, top1-acc=51.64%, top5-acc=80.94%, remaining_time=0:00:01.032780, arrival_time=2021-04-10 01:36:22.530155, cost_time=0:00:00.344256 2021-04-10 01:36:21,687 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=3.03ms, fps=13527 images/s, loss=2.1167, top1-acc=51.64%, top5-acc=80.64%, remaining_time=0:00:00.534000, arrival_time=2021-04-10 01:36:22.221137, cost_time=0:00:00.534002 2021-04-10 01:36:21,940 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=11.07ms, fps=10133 images/s, loss=2.0780, top1-acc=52.23%, top5-acc=81.29%, remaining_time=0:00:00.262390, arrival_time=2021-04-10 01:36:22.202636, cost_time=0:00:00.787181 2021-04-10 01:36:22,115 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=13247 images/s, loss=2.0853, top1-acc=51.24%, top5-acc=81.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:22.115718, cost_time=0:00:00.962678 2021-04-10 01:36:22,152 INFO : Epoch=0056 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:36:16.386480, arrival_time=2021-04-10 02:12:38.539306, cost_time=0:14:06.372534 2021-04-10 01:36:22,153 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:36:23,046 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.91ms, fps=2870 images/s, loss=1.1794, top1-acc=65.27%, top5-acc=91.37%, remaining_time=0:00:16.593432, arrival_time=2021-04-10 01:36:39.639534, cost_time=0:00:00.892118 2021-04-10 01:36:23,749 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.71ms, fps=3645 images/s, loss=1.1628, top1-acc=66.19%, top5-acc=91.60%, remaining_time=0:00:14.036176, arrival_time=2021-04-10 01:36:37.785156, cost_time=0:00:01.595024 2021-04-10 01:36:24,474 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.51ms, fps=3534 images/s, loss=1.1661, top1-acc=66.20%, top5-acc=91.50%, remaining_time=0:00:12.839436, arrival_time=2021-04-10 01:36:37.313791, cost_time=0:00:02.320372 2021-04-10 01:36:25,174 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.64ms, fps=3659 images/s, loss=1.1634, top1-acc=66.06%, top5-acc=91.65%, remaining_time=0:00:11.780496, arrival_time=2021-04-10 01:36:36.955097, cost_time=0:00:03.020644 2021-04-10 01:36:25,888 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=2.13ms, fps=3588 images/s, loss=1.1663, top1-acc=65.95%, top5-acc=91.47%, remaining_time=0:00:10.905470, arrival_time=2021-04-10 01:36:36.794272, cost_time=0:00:03.734750 2021-04-10 01:36:26,590 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.07ms, fps=3651 images/s, loss=1.1682, top1-acc=66.02%, top5-acc=91.33%, remaining_time=0:00:10.056656, arrival_time=2021-04-10 01:36:36.647371, cost_time=0:00:04.436753 2021-04-10 01:36:27,305 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.17ms, fps=3584 images/s, loss=1.1744, top1-acc=65.84%, top5-acc=91.21%, remaining_time=0:00:09.272970, arrival_time=2021-04-10 01:36:36.578554, cost_time=0:00:05.151645 2021-04-10 01:36:28,012 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.88ms, fps=3625 images/s, loss=1.1748, top1-acc=65.87%, top5-acc=91.22%, remaining_time=0:00:08.494680, arrival_time=2021-04-10 01:36:36.507060, cost_time=0:00:05.858395 2021-04-10 01:36:28,717 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.00ms, fps=3633 images/s, loss=1.1774, top1-acc=65.88%, top5-acc=91.19%, remaining_time=0:00:07.730686, arrival_time=2021-04-10 01:36:36.448441, cost_time=0:00:06.563799 2021-04-10 01:36:29,414 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.42ms, fps=3678 images/s, loss=1.1728, top1-acc=65.93%, top5-acc=91.27%, remaining_time=0:00:06.970080, arrival_time=2021-04-10 01:36:36.384512, cost_time=0:00:07.260474 2021-04-10 01:36:30,129 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=2.18ms, fps=3583 images/s, loss=1.1714, top1-acc=65.99%, top5-acc=91.30%, remaining_time=0:00:06.235430, arrival_time=2021-04-10 01:36:36.365029, cost_time=0:00:07.975533 2021-04-10 01:36:30,847 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.99ms, fps=3571 images/s, loss=1.1745, top1-acc=65.88%, top5-acc=91.24%, remaining_time=0:00:05.505820, arrival_time=2021-04-10 01:36:36.353102, cost_time=0:00:08.693393 2021-04-10 01:36:31,556 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.45ms, fps=3611 images/s, loss=1.1770, top1-acc=65.77%, top5-acc=91.21%, remaining_time=0:00:04.773714, arrival_time=2021-04-10 01:36:36.330417, cost_time=0:00:09.402755 2021-04-10 01:36:32,259 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.90ms, fps=3645 images/s, loss=1.1826, top1-acc=65.70%, top5-acc=91.11%, remaining_time=0:00:04.042248, arrival_time=2021-04-10 01:36:36.301859, cost_time=0:00:10.105626 2021-04-10 01:36:32,964 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.92ms, fps=3635 images/s, loss=1.1839, top1-acc=65.64%, top5-acc=91.11%, remaining_time=0:00:03.315266, arrival_time=2021-04-10 01:36:36.279864, cost_time=0:00:10.810605 2021-04-10 01:36:33,671 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.53ms, fps=3626 images/s, loss=1.1822, top1-acc=65.65%, top5-acc=91.15%, remaining_time=0:00:02.591352, arrival_time=2021-04-10 01:36:36.262444, cost_time=0:00:11.517189 2021-04-10 01:36:34,380 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.92ms, fps=3614 images/s, loss=1.1848, top1-acc=65.57%, top5-acc=91.14%, remaining_time=0:00:01.869868, arrival_time=2021-04-10 01:36:36.249870, cost_time=0:00:12.226055 2021-04-10 01:36:35,090 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.04ms, fps=3609 images/s, loss=1.1866, top1-acc=65.55%, top5-acc=91.09%, remaining_time=0:00:01.149872, arrival_time=2021-04-10 01:36:36.239874, cost_time=0:00:12.936009 2021-04-10 01:36:35,794 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.28ms, fps=3636 images/s, loss=1.1863, top1-acc=65.55%, top5-acc=91.08%, remaining_time=0:00:00.430758, arrival_time=2021-04-10 01:36:36.225336, cost_time=0:00:13.640670 2021-04-10 01:36:36,172 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=0.08ms, fps=3604 images/s, loss=1.1891, top1-acc=65.49%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:36.172389, cost_time=0:00:14.018512 2021-04-10 01:36:36,476 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=23.96ms, fps=8436 images/s, loss=2.0824, top1-acc=48.67%, top5-acc=78.98%, remaining_time=0:00:00.910380, arrival_time=2021-04-10 01:36:37.387279, cost_time=0:00:00.303457 2021-04-10 01:36:36,747 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.43ms, fps=9473 images/s, loss=2.0877, top1-acc=48.98%, top5-acc=79.24%, remaining_time=0:00:00.574220, arrival_time=2021-04-10 01:36:37.321871, cost_time=0:00:00.574220 2021-04-10 01:36:36,999 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=0.20ms, fps=10180 images/s, loss=2.0934, top1-acc=48.76%, top5-acc=79.02%, remaining_time=0:00:00.275390, arrival_time=2021-04-10 01:36:37.274995, cost_time=0:00:00.826181 2021-04-10 01:36:37,246 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=9428 images/s, loss=2.0848, top1-acc=49.02%, top5-acc=79.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:37.246083, cost_time=0:00:01.072666 2021-04-10 01:36:37,282 INFO : Epoch=0057 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:36:01.313154, arrival_time=2021-04-10 02:12:38.595882, cost_time=0:14:21.502457 2021-04-10 01:36:37,283 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:36:38,242 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.49ms, fps=2671 images/s, loss=1.1834, top1-acc=64.88%, top5-acc=90.39%, remaining_time=0:00:17.830146, arrival_time=2021-04-10 01:36:56.072156, cost_time=0:00:00.958609 2021-04-10 01:36:38,940 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.86ms, fps=3668 images/s, loss=1.1595, top1-acc=65.61%, top5-acc=90.92%, remaining_time=0:00:14.580896, arrival_time=2021-04-10 01:36:53.521293, cost_time=0:00:01.656917 2021-04-10 01:36:39,643 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.84ms, fps=3648 images/s, loss=1.1493, top1-acc=66.24%, top5-acc=90.95%, remaining_time=0:00:13.055070, arrival_time=2021-04-10 01:36:52.697966, cost_time=0:00:02.359342 2021-04-10 01:36:40,350 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.04ms, fps=3622 images/s, loss=1.1380, top1-acc=66.61%, top5-acc=91.37%, remaining_time=0:00:11.960988, arrival_time=2021-04-10 01:36:52.311407, cost_time=0:00:03.066932 2021-04-10 01:36:41,051 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=2.16ms, fps=3655 images/s, loss=1.1381, top1-acc=66.85%, top5-acc=91.40%, remaining_time=0:00:11.002706, arrival_time=2021-04-10 01:36:52.054201, cost_time=0:00:03.768033 2021-04-10 01:36:41,755 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.96ms, fps=3639 images/s, loss=1.1431, top1-acc=66.63%, top5-acc=91.39%, remaining_time=0:00:10.136624, arrival_time=2021-04-10 01:36:51.892148, cost_time=0:00:04.472028 2021-04-10 01:36:42,461 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.94ms, fps=3628 images/s, loss=1.1416, top1-acc=66.57%, top5-acc=91.51%, remaining_time=0:00:09.320850, arrival_time=2021-04-10 01:36:51.782542, cost_time=0:00:05.178217 2021-04-10 01:36:43,166 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.85ms, fps=3636 images/s, loss=1.1455, top1-acc=66.52%, top5-acc=91.50%, remaining_time=0:00:08.530176, arrival_time=2021-04-10 01:36:51.696592, cost_time=0:00:05.882880 2021-04-10 01:36:43,867 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.40ms, fps=3655 images/s, loss=1.1473, top1-acc=66.44%, top5-acc=91.53%, remaining_time=0:00:07.754430, arrival_time=2021-04-10 01:36:51.621858, cost_time=0:00:06.583949 2021-04-10 01:36:44,566 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.38ms, fps=3667 images/s, loss=1.1518, top1-acc=66.23%, top5-acc=91.43%, remaining_time=0:00:06.991296, arrival_time=2021-04-10 01:36:51.557315, cost_time=0:00:07.282607 2021-04-10 01:36:45,269 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.47ms, fps=3644 images/s, loss=1.1570, top1-acc=66.09%, top5-acc=91.32%, remaining_time=0:00:06.243256, arrival_time=2021-04-10 01:36:51.512237, cost_time=0:00:07.985515 2021-04-10 01:36:45,979 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.14ms, fps=3608 images/s, loss=1.1655, top1-acc=65.77%, top5-acc=91.16%, remaining_time=0:00:05.507188, arrival_time=2021-04-10 01:36:51.486241, cost_time=0:00:08.695586 2021-04-10 01:36:46,682 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.93ms, fps=3643 images/s, loss=1.1668, top1-acc=65.81%, top5-acc=91.16%, remaining_time=0:00:04.771734, arrival_time=2021-04-10 01:36:51.454078, cost_time=0:00:09.398858 2021-04-10 01:36:47,407 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.89ms, fps=3532 images/s, loss=1.1710, top1-acc=65.73%, top5-acc=91.09%, remaining_time=0:00:04.049752, arrival_time=2021-04-10 01:36:51.457578, cost_time=0:00:10.124316 2021-04-10 01:36:48,105 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.56ms, fps=3673 images/s, loss=1.1737, top1-acc=65.68%, top5-acc=91.06%, remaining_time=0:00:03.318716, arrival_time=2021-04-10 01:36:51.424015, cost_time=0:00:10.821868 2021-04-10 01:36:48,829 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.81ms, fps=3537 images/s, loss=1.1767, top1-acc=65.64%, top5-acc=90.99%, remaining_time=0:00:02.597868, arrival_time=2021-04-10 01:36:51.427404, cost_time=0:00:11.546029 2021-04-10 01:36:49,543 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=2.68ms, fps=3589 images/s, loss=1.1765, top1-acc=65.65%, top5-acc=90.97%, remaining_time=0:00:01.875068, arrival_time=2021-04-10 01:36:51.418529, cost_time=0:00:12.260003 2021-04-10 01:36:50,253 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.95ms, fps=3610 images/s, loss=1.1788, top1-acc=65.56%, top5-acc=90.94%, remaining_time=0:00:01.152864, arrival_time=2021-04-10 01:36:51.406093, cost_time=0:00:12.969644 2021-04-10 01:36:50,954 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.65ms, fps=3652 images/s, loss=1.1841, top1-acc=65.42%, top5-acc=90.87%, remaining_time=0:00:00.431730, arrival_time=2021-04-10 01:36:51.386627, cost_time=0:00:13.671432 2021-04-10 01:36:51,329 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.08ms, fps=3634 images/s, loss=1.1844, top1-acc=65.41%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:51.329689, cost_time=0:00:14.046296 2021-04-10 01:36:51,632 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=5.25ms, fps=8480 images/s, loss=2.2609, top1-acc=45.98%, top5-acc=76.37%, remaining_time=0:00:00.905580, arrival_time=2021-04-10 01:36:52.538226, cost_time=0:00:00.301855 2021-04-10 01:36:51,854 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.35ms, fps=11566 images/s, loss=2.1965, top1-acc=47.50%, top5-acc=77.38%, remaining_time=0:00:00.523940, arrival_time=2021-04-10 01:36:52.378603, cost_time=0:00:00.523942 2021-04-10 01:36:52,084 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=4.26ms, fps=11151 images/s, loss=2.1699, top1-acc=48.26%, top5-acc=77.81%, remaining_time=0:00:00.251350, arrival_time=2021-04-10 01:36:52.336060, cost_time=0:00:00.754060 2021-04-10 01:36:52,311 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.09ms, fps=10243 images/s, loss=2.1756, top1-acc=47.82%, top5-acc=77.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:52.311603, cost_time=0:00:00.980897 2021-04-10 01:36:52,346 INFO : Epoch=0058 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:35:46.075110, arrival_time=2021-04-10 02:12:38.421267, cost_time=0:14:36.565884 2021-04-10 01:36:52,346 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:36:53,258 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.05ms, fps=2809 images/s, loss=1.1234, top1-acc=66.91%, top5-acc=91.99%, remaining_time=0:00:16.952040, arrival_time=2021-04-10 01:37:10.210357, cost_time=0:00:00.911395 2021-04-10 01:36:53,959 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.64ms, fps=3656 images/s, loss=1.1408, top1-acc=66.84%, top5-acc=91.93%, remaining_time=0:00:14.186480, arrival_time=2021-04-10 01:37:08.145615, cost_time=0:00:01.612093 2021-04-10 01:36:54,668 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.99ms, fps=3612 images/s, loss=1.1546, top1-acc=66.29%, top5-acc=91.74%, remaining_time=0:00:12.846574, arrival_time=2021-04-10 01:37:07.515388, cost_time=0:00:02.321679 2021-04-10 01:36:55,366 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.05ms, fps=3673 images/s, loss=1.1474, top1-acc=66.44%, top5-acc=91.94%, remaining_time=0:00:11.776440, arrival_time=2021-04-10 01:37:07.142988, cost_time=0:00:03.019617 2021-04-10 01:36:56,072 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.92ms, fps=3630 images/s, loss=1.1388, top1-acc=66.54%, top5-acc=91.99%, remaining_time=0:00:10.878168, arrival_time=2021-04-10 01:37:06.950512, cost_time=0:00:03.725400 2021-04-10 01:36:56,789 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.01ms, fps=3572 images/s, loss=1.1383, top1-acc=66.54%, top5-acc=91.91%, remaining_time=0:00:10.070392, arrival_time=2021-04-10 01:37:06.860175, cost_time=0:00:04.442802 2021-04-10 01:36:57,497 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.45ms, fps=3619 images/s, loss=1.1432, top1-acc=66.42%, top5-acc=91.86%, remaining_time=0:00:09.271332, arrival_time=2021-04-10 01:37:06.769046, cost_time=0:00:05.150758 2021-04-10 01:36:58,206 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.67ms, fps=3614 images/s, loss=1.1518, top1-acc=66.30%, top5-acc=91.71%, remaining_time=0:00:08.496536, arrival_time=2021-04-10 01:37:06.703234, cost_time=0:00:05.859701 2021-04-10 01:36:58,910 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.86ms, fps=3642 images/s, loss=1.1581, top1-acc=66.18%, top5-acc=91.51%, remaining_time=0:00:07.730050, arrival_time=2021-04-10 01:37:06.640261, cost_time=0:00:06.563270 2021-04-10 01:36:59,611 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.96ms, fps=3654 images/s, loss=1.1618, top1-acc=65.98%, top5-acc=91.44%, remaining_time=0:00:06.973824, arrival_time=2021-04-10 01:37:06.585175, cost_time=0:00:07.264383 2021-04-10 01:37:00,322 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.41ms, fps=3602 images/s, loss=1.1640, top1-acc=65.95%, top5-acc=91.43%, remaining_time=0:00:06.235688, arrival_time=2021-04-10 01:37:06.558517, cost_time=0:00:07.975838 2021-04-10 01:37:01,030 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.81ms, fps=3622 images/s, loss=1.1666, top1-acc=65.81%, top5-acc=91.41%, remaining_time=0:00:05.499436, arrival_time=2021-04-10 01:37:06.529711, cost_time=0:00:08.683344 2021-04-10 01:37:01,738 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.97ms, fps=3616 images/s, loss=1.1669, top1-acc=65.82%, top5-acc=91.40%, remaining_time=0:00:04.768170, arrival_time=2021-04-10 01:37:06.506948, cost_time=0:00:09.391869 2021-04-10 01:37:02,434 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.41ms, fps=3681 images/s, loss=1.1679, top1-acc=65.84%, top5-acc=91.39%, remaining_time=0:00:04.035136, arrival_time=2021-04-10 01:37:06.469855, cost_time=0:00:10.087819 2021-04-10 01:37:03,133 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.51ms, fps=3669 images/s, loss=1.1678, top1-acc=65.85%, top5-acc=91.40%, remaining_time=0:00:03.307722, arrival_time=2021-04-10 01:37:06.440769, cost_time=0:00:10.785984 2021-04-10 01:37:03,839 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.97ms, fps=3626 images/s, loss=1.1680, top1-acc=65.83%, top5-acc=91.40%, remaining_time=0:00:02.585916, arrival_time=2021-04-10 01:37:06.425746, cost_time=0:00:11.492890 2021-04-10 01:37:04,556 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=2.54ms, fps=3576 images/s, loss=1.1715, top1-acc=65.71%, top5-acc=91.34%, remaining_time=0:00:01.867294, arrival_time=2021-04-10 01:37:06.423622, cost_time=0:00:12.209254 2021-04-10 01:37:05,266 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.92ms, fps=3612 images/s, loss=1.1744, top1-acc=65.64%, top5-acc=91.25%, remaining_time=0:00:01.148352, arrival_time=2021-04-10 01:37:06.414347, cost_time=0:00:12.918931 2021-04-10 01:37:05,969 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.26ms, fps=3643 images/s, loss=1.1763, top1-acc=65.61%, top5-acc=91.19%, remaining_time=0:00:00.430182, arrival_time=2021-04-10 01:37:06.399586, cost_time=0:00:13.622485 2021-04-10 01:37:06,344 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.08ms, fps=3635 images/s, loss=1.1782, top1-acc=65.59%, top5-acc=91.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:06.343978, cost_time=0:00:13.997090 2021-04-10 01:37:06,627 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.78ms, fps=9063 images/s, loss=1.7606, top1-acc=53.20%, top5-acc=82.89%, remaining_time=0:00:00.847410, arrival_time=2021-04-10 01:37:07.474846, cost_time=0:00:00.282466 2021-04-10 01:37:06,878 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.87ms, fps=10221 images/s, loss=1.7457, top1-acc=54.12%, top5-acc=82.77%, remaining_time=0:00:00.533260, arrival_time=2021-04-10 01:37:07.411557, cost_time=0:00:00.533260 2021-04-10 01:37:07,136 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=32.71ms, fps=9933 images/s, loss=1.7531, top1-acc=53.85%, top5-acc=82.83%, remaining_time=0:00:00.263830, arrival_time=2021-04-10 01:37:07.400425, cost_time=0:00:00.791504 2021-04-10 01:37:07,322 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.10ms, fps=12544 images/s, loss=1.7530, top1-acc=53.57%, top5-acc=82.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:07.322024, cost_time=0:00:00.977070 2021-04-10 01:37:07,348 INFO : Epoch=0059 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:35:30.697530, arrival_time=2021-04-10 02:12:38.046297, cost_time=0:14:51.568497 2021-04-10 01:37:07,349 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:37:08,223 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.26ms, fps=2928 images/s, loss=1.1378, top1-acc=66.87%, top5-acc=91.84%, remaining_time=0:00:16.264584, arrival_time=2021-04-10 01:37:24.488508, cost_time=0:00:00.874443 2021-04-10 01:37:08,923 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.12ms, fps=3662 images/s, loss=1.1337, top1-acc=67.07%, top5-acc=91.97%, remaining_time=0:00:13.850848, arrival_time=2021-04-10 01:37:22.774274, cost_time=0:00:01.573966 2021-04-10 01:37:09,630 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.40ms, fps=3625 images/s, loss=1.1446, top1-acc=66.77%, top5-acc=91.58%, remaining_time=0:00:12.618988, arrival_time=2021-04-10 01:37:22.249127, cost_time=0:00:02.280534 2021-04-10 01:37:10,337 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.94ms, fps=3626 images/s, loss=1.1447, top1-acc=66.53%, top5-acc=91.57%, remaining_time=0:00:11.652264, arrival_time=2021-04-10 01:37:21.989559, cost_time=0:00:02.987756 2021-04-10 01:37:11,046 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.97ms, fps=3611 images/s, loss=1.1453, top1-acc=66.45%, top5-acc=91.70%, remaining_time=0:00:10.796116, arrival_time=2021-04-10 01:37:21.842946, cost_time=0:00:03.697318 2021-04-10 01:37:11,751 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=2.12ms, fps=3637 images/s, loss=1.1464, top1-acc=66.47%, top5-acc=91.58%, remaining_time=0:00:09.977368, arrival_time=2021-04-10 01:37:21.728750, cost_time=0:00:04.401779 2021-04-10 01:37:12,470 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=3.95ms, fps=3566 images/s, loss=1.1457, top1-acc=66.41%, top5-acc=91.52%, remaining_time=0:00:09.216774, arrival_time=2021-04-10 01:37:21.686741, cost_time=0:00:05.120430 2021-04-10 01:37:13,173 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.93ms, fps=3641 images/s, loss=1.1486, top1-acc=66.41%, top5-acc=91.56%, remaining_time=0:00:08.445148, arrival_time=2021-04-10 01:37:21.618936, cost_time=0:00:05.824266 2021-04-10 01:37:13,875 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=2.11ms, fps=3652 images/s, loss=1.1500, top1-acc=66.44%, top5-acc=91.48%, remaining_time=0:00:07.685954, arrival_time=2021-04-10 01:37:21.561263, cost_time=0:00:06.525843 2021-04-10 01:37:14,583 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.82ms, fps=3616 images/s, loss=1.1552, top1-acc=66.31%, top5-acc=91.36%, remaining_time=0:00:06.944832, arrival_time=2021-04-10 01:37:21.528555, cost_time=0:00:07.234173 2021-04-10 01:37:15,286 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=3.25ms, fps=3648 images/s, loss=1.1568, top1-acc=66.28%, top5-acc=91.31%, remaining_time=0:00:06.204900, arrival_time=2021-04-10 01:37:21.490885, cost_time=0:00:07.936471 2021-04-10 01:37:15,997 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=2.20ms, fps=3602 images/s, loss=1.1547, top1-acc=66.27%, top5-acc=91.38%, remaining_time=0:00:05.477016, arrival_time=2021-04-10 01:37:21.474451, cost_time=0:00:08.647890 2021-04-10 01:37:16,698 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=2.31ms, fps=3655 images/s, loss=1.1625, top1-acc=66.06%, top5-acc=91.25%, remaining_time=0:00:04.746390, arrival_time=2021-04-10 01:37:21.444869, cost_time=0:00:09.348957 2021-04-10 01:37:17,426 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.85ms, fps=3523 images/s, loss=1.1650, top1-acc=66.00%, top5-acc=91.17%, remaining_time=0:00:04.030656, arrival_time=2021-04-10 01:37:21.456985, cost_time=0:00:10.076709 2021-04-10 01:37:18,135 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.54ms, fps=3613 images/s, loss=1.1642, top1-acc=66.07%, top5-acc=91.22%, remaining_time=0:00:03.307722, arrival_time=2021-04-10 01:37:21.443274, cost_time=0:00:10.786021 2021-04-10 01:37:18,841 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.73ms, fps=3633 images/s, loss=1.1654, top1-acc=66.08%, top5-acc=91.27%, remaining_time=0:00:02.585520, arrival_time=2021-04-10 01:37:21.426408, cost_time=0:00:11.491272 2021-04-10 01:37:19,543 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.40ms, fps=3647 images/s, loss=1.1651, top1-acc=66.17%, top5-acc=91.27%, remaining_time=0:00:01.864980, arrival_time=2021-04-10 01:37:21.408643, cost_time=0:00:12.194120 2021-04-10 01:37:20,252 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=2.13ms, fps=3613 images/s, loss=1.1658, top1-acc=66.13%, top5-acc=91.29%, remaining_time=0:00:01.146960, arrival_time=2021-04-10 01:37:21.399711, cost_time=0:00:12.903274 2021-04-10 01:37:20,967 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.51ms, fps=3586 images/s, loss=1.1683, top1-acc=65.99%, top5-acc=91.28%, remaining_time=0:00:00.430032, arrival_time=2021-04-10 01:37:21.397337, cost_time=0:00:13.617748 2021-04-10 01:37:21,352 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.17ms, fps=3538 images/s, loss=1.1680, top1-acc=65.98%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:21.352337, cost_time=0:00:14.002795 2021-04-10 01:37:21,689 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=22.82ms, fps=7634 images/s, loss=2.2927, top1-acc=45.66%, top5-acc=77.07%, remaining_time=0:00:01.005960, arrival_time=2021-04-10 01:37:22.695320, cost_time=0:00:00.335315 2021-04-10 01:37:21,949 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.19ms, fps=9881 images/s, loss=2.2552, top1-acc=46.82%, top5-acc=77.44%, remaining_time=0:00:00.595040, arrival_time=2021-04-10 01:37:22.544084, cost_time=0:00:00.595037 2021-04-10 01:37:22,165 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=4.17ms, fps=11862 images/s, loss=2.2519, top1-acc=46.77%, top5-acc=77.38%, remaining_time=0:00:00.270440, arrival_time=2021-04-10 01:37:22.435774, cost_time=0:00:00.811326 2021-04-10 01:37:22,332 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.07ms, fps=13904 images/s, loss=2.2438, top1-acc=46.80%, top5-acc=77.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:22.332634, cost_time=0:00:00.978641 2021-04-10 01:37:22,361 INFO : Epoch=0060 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:35:15.355480, arrival_time=2021-04-10 02:12:37.716649, cost_time=0:15:06.580899 2021-04-10 01:37:22,361 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:37:23,240 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.41ms, fps=2913 images/s, loss=1.1674, top1-acc=65.98%, top5-acc=91.68%, remaining_time=0:00:16.346982, arrival_time=2021-04-10 01:37:39.587811, cost_time=0:00:00.878870 2021-04-10 01:37:23,949 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.70ms, fps=3617 images/s, loss=1.1366, top1-acc=66.89%, top5-acc=91.64%, remaining_time=0:00:13.969120, arrival_time=2021-04-10 01:37:37.918452, cost_time=0:00:01.587391 2021-04-10 01:37:24,650 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.38ms, fps=3657 images/s, loss=1.1179, top1-acc=67.50%, top5-acc=91.82%, remaining_time=0:00:12.660488, arrival_time=2021-04-10 01:37:37.310452, cost_time=0:00:02.288027 2021-04-10 01:37:25,359 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=2.00ms, fps=3613 images/s, loss=1.1326, top1-acc=67.07%, top5-acc=91.84%, remaining_time=0:00:11.689236, arrival_time=2021-04-10 01:37:37.048511, cost_time=0:00:02.997257 2021-04-10 01:37:26,065 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.89ms, fps=3628 images/s, loss=1.1343, top1-acc=67.23%, top5-acc=91.67%, remaining_time=0:00:10.815534, arrival_time=2021-04-10 01:37:36.881416, cost_time=0:00:03.703943 2021-04-10 01:37:26,774 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.13ms, fps=3618 images/s, loss=1.1375, top1-acc=67.18%, top5-acc=91.67%, remaining_time=0:00:10.001032, arrival_time=2021-04-10 01:37:36.775170, cost_time=0:00:04.412233 2021-04-10 01:37:27,492 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.59ms, fps=3567 images/s, loss=1.1376, top1-acc=67.15%, top5-acc=91.65%, remaining_time=0:00:09.235044, arrival_time=2021-04-10 01:37:36.727583, cost_time=0:00:05.130563 2021-04-10 01:37:28,186 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=2.71ms, fps=3692 images/s, loss=1.1430, top1-acc=66.95%, top5-acc=91.54%, remaining_time=0:00:08.445728, arrival_time=2021-04-10 01:37:36.632318, cost_time=0:00:05.824664 2021-04-10 01:37:28,895 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.59ms, fps=3615 images/s, loss=1.1456, top1-acc=66.83%, top5-acc=91.55%, remaining_time=0:00:07.694858, arrival_time=2021-04-10 01:37:36.590199, cost_time=0:00:06.533392 2021-04-10 01:37:29,600 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.56ms, fps=3632 images/s, loss=1.1487, top1-acc=66.74%, top5-acc=91.47%, remaining_time=0:00:06.949248, arrival_time=2021-04-10 01:37:36.550013, cost_time=0:00:07.238849 2021-04-10 01:37:30,312 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.94ms, fps=3601 images/s, loss=1.1492, top1-acc=66.70%, top5-acc=91.46%, remaining_time=0:00:06.215736, arrival_time=2021-04-10 01:37:36.528119, cost_time=0:00:07.950379 2021-04-10 01:37:31,005 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.41ms, fps=3699 images/s, loss=1.1525, top1-acc=66.74%, top5-acc=91.37%, remaining_time=0:00:05.474356, arrival_time=2021-04-10 01:37:36.479963, cost_time=0:00:08.643754 2021-04-10 01:37:31,726 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=2.46ms, fps=3553 images/s, loss=1.1557, top1-acc=66.59%, top5-acc=91.42%, remaining_time=0:00:04.754376, arrival_time=2021-04-10 01:37:36.481038, cost_time=0:00:09.364620 2021-04-10 01:37:32,433 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.65ms, fps=3627 images/s, loss=1.1561, top1-acc=66.58%, top5-acc=91.40%, remaining_time=0:00:04.028528, arrival_time=2021-04-10 01:37:36.461734, cost_time=0:00:10.071335 2021-04-10 01:37:33,141 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=2.02ms, fps=3616 images/s, loss=1.1605, top1-acc=66.42%, top5-acc=91.32%, remaining_time=0:00:03.305790, arrival_time=2021-04-10 01:37:36.447620, cost_time=0:00:10.779789 2021-04-10 01:37:33,846 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=2.05ms, fps=3637 images/s, loss=1.1634, top1-acc=66.33%, top5-acc=91.29%, remaining_time=0:00:02.584044, arrival_time=2021-04-10 01:37:36.430615, cost_time=0:00:11.484637 2021-04-10 01:37:34,553 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.89ms, fps=3624 images/s, loss=1.1667, top1-acc=66.17%, top5-acc=91.25%, remaining_time=0:00:01.864616, arrival_time=2021-04-10 01:37:36.418225, cost_time=0:00:12.191666 2021-04-10 01:37:35,310 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.92ms, fps=3386 images/s, loss=1.1685, top1-acc=66.11%, top5-acc=91.23%, remaining_time=0:00:01.150976, arrival_time=2021-04-10 01:37:36.461449, cost_time=0:00:12.948448 2021-04-10 01:37:36,019 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.92ms, fps=3613 images/s, loss=1.1697, top1-acc=66.11%, top5-acc=91.21%, remaining_time=0:00:00.431298, arrival_time=2021-04-10 01:37:36.451085, cost_time=0:00:13.657860 2021-04-10 01:37:36,398 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.09ms, fps=3594 images/s, loss=1.1714, top1-acc=66.10%, top5-acc=91.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:36.398696, cost_time=0:00:14.036858 2021-04-10 01:37:36,707 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.44ms, fps=8337 images/s, loss=1.8369, top1-acc=51.91%, top5-acc=81.68%, remaining_time=0:00:00.921120, arrival_time=2021-04-10 01:37:37.628271, cost_time=0:00:00.307044 2021-04-10 01:37:36,928 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=2.61ms, fps=11574 images/s, loss=1.8102, top1-acc=51.95%, top5-acc=81.74%, remaining_time=0:00:00.528720, arrival_time=2021-04-10 01:37:37.457550, cost_time=0:00:00.528724 2021-04-10 01:37:37,153 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=5.10ms, fps=11421 images/s, loss=1.7996, top1-acc=52.72%, top5-acc=81.94%, remaining_time=0:00:00.251140, arrival_time=2021-04-10 01:37:37.404610, cost_time=0:00:00.753426 2021-04-10 01:37:37,377 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.07ms, fps=10370 images/s, loss=1.8016, top1-acc=53.07%, top5-acc=82.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:37.377629, cost_time=0:00:00.977522 2021-04-10 01:37:37,412 INFO : Epoch=0061 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:35:00.111663, arrival_time=2021-04-10 02:12:37.523712, cost_time=0:15:21.631726 2021-04-10 01:37:37,413 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:37:38,330 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.88ms, fps=2792 images/s, loss=1.1708, top1-acc=66.13%, top5-acc=90.39%, remaining_time=0:00:17.055084, arrival_time=2021-04-10 01:37:55.385282, cost_time=0:00:00.916941 2021-04-10 01:37:39,039 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.46ms, fps=3615 images/s, loss=1.1388, top1-acc=66.87%, top5-acc=91.58%, remaining_time=0:00:14.305984, arrival_time=2021-04-10 01:37:53.345012, cost_time=0:00:01.625673 2021-04-10 01:37:39,741 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.03ms, fps=3649 images/s, loss=1.1410, top1-acc=66.78%, top5-acc=91.73%, remaining_time=0:00:12.881932, arrival_time=2021-04-10 01:37:52.623231, cost_time=0:00:02.328051 2021-04-10 01:37:40,447 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.40ms, fps=3628 images/s, loss=1.1366, top1-acc=66.92%, top5-acc=91.74%, remaining_time=0:00:11.833692, arrival_time=2021-04-10 01:37:52.281252, cost_time=0:00:03.034280 2021-04-10 01:37:41,149 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.17ms, fps=3650 images/s, loss=1.1284, top1-acc=67.20%, top5-acc=91.80%, remaining_time=0:00:10.909704, arrival_time=2021-04-10 01:37:52.059136, cost_time=0:00:03.736202 2021-04-10 01:37:41,864 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.42ms, fps=3582 images/s, loss=1.1306, top1-acc=67.10%, top5-acc=91.85%, remaining_time=0:00:10.090112, arrival_time=2021-04-10 01:37:51.954964, cost_time=0:00:04.451495 2021-04-10 01:37:42,571 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.89ms, fps=3625 images/s, loss=1.1286, top1-acc=67.14%, top5-acc=91.86%, remaining_time=0:00:09.285570, arrival_time=2021-04-10 01:37:51.857482, cost_time=0:00:05.158660 2021-04-10 01:37:43,275 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.61ms, fps=3643 images/s, loss=1.1330, top1-acc=67.05%, top5-acc=91.75%, remaining_time=0:00:08.499900, arrival_time=2021-04-10 01:37:51.775154, cost_time=0:00:05.861977 2021-04-10 01:37:43,972 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.41ms, fps=3677 images/s, loss=1.1325, top1-acc=66.96%, top5-acc=91.83%, remaining_time=0:00:07.724750, arrival_time=2021-04-10 01:37:51.696724, cost_time=0:00:06.558749 2021-04-10 01:37:44,678 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=2.23ms, fps=3625 images/s, loss=1.1385, top1-acc=66.88%, top5-acc=91.77%, remaining_time=0:00:06.974880, arrival_time=2021-04-10 01:37:51.653584, cost_time=0:00:07.265522 2021-04-10 01:37:45,382 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.30ms, fps=3642 images/s, loss=1.1413, top1-acc=66.71%, top5-acc=91.65%, remaining_time=0:00:06.230098, arrival_time=2021-04-10 01:37:51.612181, cost_time=0:00:07.968771 2021-04-10 01:37:46,091 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.47ms, fps=3615 images/s, loss=1.1449, top1-acc=66.65%, top5-acc=91.61%, remaining_time=0:00:05.496168, arrival_time=2021-04-10 01:37:51.587549, cost_time=0:00:08.678120 2021-04-10 01:37:46,794 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.93ms, fps=3642 images/s, loss=1.1482, top1-acc=66.53%, top5-acc=91.57%, remaining_time=0:00:04.762956, arrival_time=2021-04-10 01:37:51.557769, cost_time=0:00:09.381566 2021-04-10 01:37:47,503 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.65ms, fps=3616 images/s, loss=1.1528, top1-acc=66.44%, top5-acc=91.53%, remaining_time=0:00:04.036032, arrival_time=2021-04-10 01:37:51.539523, cost_time=0:00:10.090150 2021-04-10 01:37:48,206 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.41ms, fps=3646 images/s, loss=1.1563, top1-acc=66.25%, top5-acc=91.48%, remaining_time=0:00:03.309884, arrival_time=2021-04-10 01:37:51.516202, cost_time=0:00:10.793079 2021-04-10 01:37:48,908 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=1.1588, top1-acc=66.23%, top5-acc=91.45%, remaining_time=0:00:02.586348, arrival_time=2021-04-10 01:37:51.494365, cost_time=0:00:11.494835 2021-04-10 01:37:49,604 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.63ms, fps=3679 images/s, loss=1.1633, top1-acc=66.08%, top5-acc=91.39%, remaining_time=0:00:01.864512, arrival_time=2021-04-10 01:37:51.468797, cost_time=0:00:12.191099 2021-04-10 01:37:50,303 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.62ms, fps=3663 images/s, loss=1.1639, top1-acc=66.03%, top5-acc=91.34%, remaining_time=0:00:01.145808, arrival_time=2021-04-10 01:37:51.449449, cost_time=0:00:12.890350 2021-04-10 01:37:51,005 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.45ms, fps=3649 images/s, loss=1.1663, top1-acc=65.89%, top5-acc=91.34%, remaining_time=0:00:00.429240, arrival_time=2021-04-10 01:37:51.435047, cost_time=0:00:13.592607 2021-04-10 01:37:51,383 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.09ms, fps=3606 images/s, loss=1.1690, top1-acc=65.86%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:51.383378, cost_time=0:00:13.970198 2021-04-10 01:37:51,742 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=24.74ms, fps=7155 images/s, loss=2.2135, top1-acc=46.09%, top5-acc=77.30%, remaining_time=0:00:01.073370, arrival_time=2021-04-10 01:37:52.815917, cost_time=0:00:00.357786 2021-04-10 01:37:51,969 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.43ms, fps=11289 images/s, loss=2.2150, top1-acc=45.74%, top5-acc=77.23%, remaining_time=0:00:00.585040, arrival_time=2021-04-10 01:37:52.554853, cost_time=0:00:00.585033 2021-04-10 01:37:52,183 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=10.38ms, fps=12004 images/s, loss=2.2283, top1-acc=45.91%, top5-acc=77.38%, remaining_time=0:00:00.266270, arrival_time=2021-04-10 01:37:52.449854, cost_time=0:00:00.798800 2021-04-10 01:37:52,398 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=10815 images/s, loss=2.2310, top1-acc=45.80%, top5-acc=77.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:52.398547, cost_time=0:00:01.013841 2021-04-10 01:37:52,424 INFO : Epoch=0062 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:34:44.788770, arrival_time=2021-04-10 02:12:37.213304, cost_time=0:15:36.644251 2021-04-10 01:37:52,425 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:37:53,342 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=5.03ms, fps=2791 images/s, loss=1.1454, top1-acc=66.25%, top5-acc=91.84%, remaining_time=0:00:17.059548, arrival_time=2021-04-10 01:38:10.402010, cost_time=0:00:00.917182 2021-04-10 01:37:54,042 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.00ms, fps=3660 images/s, loss=1.1440, top1-acc=66.33%, top5-acc=91.66%, remaining_time=0:00:14.230480, arrival_time=2021-04-10 01:38:08.272966, cost_time=0:00:01.617092 2021-04-10 01:37:54,744 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=2.74ms, fps=3650 images/s, loss=1.1206, top1-acc=67.24%, top5-acc=92.07%, remaining_time=0:00:12.833128, arrival_time=2021-04-10 01:38:07.577656, cost_time=0:00:02.319243 2021-04-10 01:37:55,446 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.66ms, fps=3648 images/s, loss=1.1233, top1-acc=67.27%, top5-acc=91.79%, remaining_time=0:00:11.784084, arrival_time=2021-04-10 01:38:07.230883, cost_time=0:00:03.021552 2021-04-10 01:37:56,149 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.96ms, fps=3644 images/s, loss=1.1217, top1-acc=67.37%, top5-acc=91.80%, remaining_time=0:00:10.875540, arrival_time=2021-04-10 01:38:07.025335, cost_time=0:00:03.724495 2021-04-10 01:37:56,852 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.45ms, fps=3647 images/s, loss=1.1272, top1-acc=67.32%, top5-acc=91.70%, remaining_time=0:00:10.034488, arrival_time=2021-04-10 01:38:06.886704, cost_time=0:00:04.426958 2021-04-10 01:37:57,553 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.52ms, fps=3654 images/s, loss=1.1279, top1-acc=67.31%, top5-acc=91.77%, remaining_time=0:00:09.230256, arrival_time=2021-04-10 01:38:06.783436, cost_time=0:00:05.127922 2021-04-10 01:37:58,263 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=5.45ms, fps=3607 images/s, loss=1.1233, top1-acc=67.50%, top5-acc=91.84%, remaining_time=0:00:08.465100, arrival_time=2021-04-10 01:38:06.728520, cost_time=0:00:05.838006 2021-04-10 01:37:58,970 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.08ms, fps=3623 images/s, loss=1.1317, top1-acc=67.22%, top5-acc=91.78%, remaining_time=0:00:07.709062, arrival_time=2021-04-10 01:38:06.679758, cost_time=0:00:06.545393 2021-04-10 01:37:59,678 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=2.40ms, fps=3622 images/s, loss=1.1349, top1-acc=67.12%, top5-acc=91.72%, remaining_time=0:00:06.962784, arrival_time=2021-04-10 01:38:06.640955, cost_time=0:00:07.252859 2021-04-10 01:38:00,400 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=9.60ms, fps=3548 images/s, loss=1.1350, top1-acc=67.10%, top5-acc=91.72%, remaining_time=0:00:06.235086, arrival_time=2021-04-10 01:38:06.635568, cost_time=0:00:07.975074 2021-04-10 01:38:01,105 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.66ms, fps=3636 images/s, loss=1.1388, top1-acc=66.98%, top5-acc=91.63%, remaining_time=0:00:05.497688, arrival_time=2021-04-10 01:38:06.603445, cost_time=0:00:08.680520 2021-04-10 01:38:01,807 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.12ms, fps=3650 images/s, loss=1.1399, top1-acc=66.96%, top5-acc=91.58%, remaining_time=0:00:04.763286, arrival_time=2021-04-10 01:38:06.570979, cost_time=0:00:09.382281 2021-04-10 01:38:02,514 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.93ms, fps=3628 images/s, loss=1.1414, top1-acc=66.93%, top5-acc=91.56%, remaining_time=0:00:04.035528, arrival_time=2021-04-10 01:38:06.549559, cost_time=0:00:10.088780 2021-04-10 01:38:03,229 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.75ms, fps=3582 images/s, loss=1.1415, top1-acc=66.93%, top5-acc=91.60%, remaining_time=0:00:03.313196, arrival_time=2021-04-10 01:38:06.542511, cost_time=0:00:10.803854 2021-04-10 01:38:03,933 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.96ms, fps=3643 images/s, loss=1.1441, top1-acc=66.89%, top5-acc=91.55%, remaining_time=0:00:02.589228, arrival_time=2021-04-10 01:38:06.522191, cost_time=0:00:11.507654 2021-04-10 01:38:04,646 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.13ms, fps=3591 images/s, loss=1.1434, top1-acc=66.90%, top5-acc=91.56%, remaining_time=0:00:01.869114, arrival_time=2021-04-10 01:38:06.515664, cost_time=0:00:12.221127 2021-04-10 01:38:05,353 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.58ms, fps=3626 images/s, loss=1.1428, top1-acc=66.89%, top5-acc=91.58%, remaining_time=0:00:01.149152, arrival_time=2021-04-10 01:38:06.502490, cost_time=0:00:12.928001 2021-04-10 01:38:06,060 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.68ms, fps=3621 images/s, loss=1.1466, top1-acc=66.77%, top5-acc=91.52%, remaining_time=0:00:00.430596, arrival_time=2021-04-10 01:38:06.491513, cost_time=0:00:13.635616 2021-04-10 01:38:06,440 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=0.09ms, fps=3586 images/s, loss=1.1475, top1-acc=66.75%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:06.440723, cost_time=0:00:14.015471 2021-04-10 01:38:06,797 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.20ms, fps=7191 images/s, loss=2.0105, top1-acc=50.55%, top5-acc=81.09%, remaining_time=0:00:01.067910, arrival_time=2021-04-10 01:38:07.865761, cost_time=0:00:00.355974 2021-04-10 01:38:07,013 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.41ms, fps=11884 images/s, loss=1.9736, top1-acc=50.90%, top5-acc=81.02%, remaining_time=0:00:00.572000, arrival_time=2021-04-10 01:38:07.585836, cost_time=0:00:00.571999 2021-04-10 01:38:07,242 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.43ms, fps=11232 images/s, loss=1.9421, top1-acc=51.64%, top5-acc=81.48%, remaining_time=0:00:00.266800, arrival_time=2021-04-10 01:38:07.509058, cost_time=0:00:00.800402 2021-04-10 01:38:07,475 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=9986 images/s, loss=1.9167, top1-acc=51.94%, top5-acc=81.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:07.475057, cost_time=0:00:01.033280 2021-04-10 01:38:07,502 INFO : Epoch=0063 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:34:29.617763, arrival_time=2021-04-10 02:12:37.120044, cost_time=0:15:51.722010 2021-04-10 01:38:07,502 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:38:08,369 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.37ms, fps=2956 images/s, loss=1.1474, top1-acc=66.76%, top5-acc=92.27%, remaining_time=0:00:16.107414, arrival_time=2021-04-10 01:38:24.476435, cost_time=0:00:00.865992 2021-04-10 01:38:09,067 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.76ms, fps=3669 images/s, loss=1.1587, top1-acc=65.96%, top5-acc=92.19%, remaining_time=0:00:13.765312, arrival_time=2021-04-10 01:38:22.832545, cost_time=0:00:01.564246 2021-04-10 01:38:09,772 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.98ms, fps=3632 images/s, loss=1.1521, top1-acc=65.99%, top5-acc=91.91%, remaining_time=0:00:12.557900, arrival_time=2021-04-10 01:38:22.330522, cost_time=0:00:02.269504 2021-04-10 01:38:10,483 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.44ms, fps=3603 images/s, loss=1.1497, top1-acc=66.19%, top5-acc=91.81%, remaining_time=0:00:11.625588, arrival_time=2021-04-10 01:38:22.109515, cost_time=0:00:02.980923 2021-04-10 01:38:11,187 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.79ms, fps=3640 images/s, loss=1.1427, top1-acc=66.25%, top5-acc=91.87%, remaining_time=0:00:10.759762, arrival_time=2021-04-10 01:38:21.947541, cost_time=0:00:03.684827 2021-04-10 01:38:11,891 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.91ms, fps=3639 images/s, loss=1.1330, top1-acc=66.64%, top5-acc=91.95%, remaining_time=0:00:09.947856, arrival_time=2021-04-10 01:38:21.839559, cost_time=0:00:04.388736 2021-04-10 01:38:12,605 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.07ms, fps=3592 images/s, loss=1.1309, top1-acc=66.74%, top5-acc=92.02%, remaining_time=0:00:09.183258, arrival_time=2021-04-10 01:38:21.788181, cost_time=0:00:05.101776 2021-04-10 01:38:13,315 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.46ms, fps=3608 images/s, loss=1.1369, top1-acc=66.56%, top5-acc=91.87%, remaining_time=0:00:08.427632, arrival_time=2021-04-10 01:38:21.742777, cost_time=0:00:05.812165 2021-04-10 01:38:14,021 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=2.49ms, fps=3629 images/s, loss=1.1381, top1-acc=66.49%, top5-acc=91.87%, remaining_time=0:00:07.676732, arrival_time=2021-04-10 01:38:21.697811, cost_time=0:00:06.517999 2021-04-10 01:38:14,742 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.47ms, fps=3552 images/s, loss=1.1354, top1-acc=66.61%, top5-acc=91.91%, remaining_time=0:00:06.949920, arrival_time=2021-04-10 01:38:21.692480, cost_time=0:00:07.239493 2021-04-10 01:38:15,463 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.98ms, fps=3554 images/s, loss=1.1341, top1-acc=66.66%, top5-acc=91.91%, remaining_time=0:00:06.223562, arrival_time=2021-04-10 01:38:21.686980, cost_time=0:00:07.960382 2021-04-10 01:38:16,173 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=4.94ms, fps=3609 images/s, loss=1.1355, top1-acc=66.67%, top5-acc=91.89%, remaining_time=0:00:05.491228, arrival_time=2021-04-10 01:38:21.664714, cost_time=0:00:08.670332 2021-04-10 01:38:16,870 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.58ms, fps=3679 images/s, loss=1.1397, top1-acc=66.57%, top5-acc=91.79%, remaining_time=0:00:04.755630, arrival_time=2021-04-10 01:38:21.625701, cost_time=0:00:09.367099 2021-04-10 01:38:17,570 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.20ms, fps=3660 images/s, loss=1.1404, top1-acc=66.53%, top5-acc=91.79%, remaining_time=0:00:04.026736, arrival_time=2021-04-10 01:38:21.596736, cost_time=0:00:10.066872 2021-04-10 01:38:18,287 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.94ms, fps=3574 images/s, loss=1.1419, top1-acc=66.48%, top5-acc=91.81%, remaining_time=0:00:03.307078, arrival_time=2021-04-10 01:38:21.594095, cost_time=0:00:10.783971 2021-04-10 01:38:19,018 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.82ms, fps=3505 images/s, loss=1.1455, top1-acc=66.42%, top5-acc=91.73%, remaining_time=0:00:02.590884, arrival_time=2021-04-10 01:38:21.608878, cost_time=0:00:11.515037 2021-04-10 01:38:19,725 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.56ms, fps=3620 images/s, loss=1.1477, top1-acc=66.31%, top5-acc=91.66%, remaining_time=0:00:01.869348, arrival_time=2021-04-10 01:38:21.595090, cost_time=0:00:12.222684 2021-04-10 01:38:20,435 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.88ms, fps=3610 images/s, loss=1.1465, top1-acc=66.33%, top5-acc=91.70%, remaining_time=0:00:01.149552, arrival_time=2021-04-10 01:38:21.584999, cost_time=0:00:12.932383 2021-04-10 01:38:21,140 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.75ms, fps=3633 images/s, loss=1.1492, top1-acc=66.26%, top5-acc=91.65%, remaining_time=0:00:00.430662, arrival_time=2021-04-10 01:38:21.571415, cost_time=0:00:13.637610 2021-04-10 01:38:21,530 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.14ms, fps=3501 images/s, loss=1.1503, top1-acc=66.24%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:21.529930, cost_time=0:00:14.026893 2021-04-10 01:38:21,868 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=2.03ms, fps=7601 images/s, loss=1.9007, top1-acc=50.12%, top5-acc=79.96%, remaining_time=0:00:01.010400, arrival_time=2021-04-10 01:38:22.878724, cost_time=0:00:00.336803 2021-04-10 01:38:22,105 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.31ms, fps=10832 images/s, loss=1.9166, top1-acc=50.68%, top5-acc=79.90%, remaining_time=0:00:00.573540, arrival_time=2021-04-10 01:38:22.678595, cost_time=0:00:00.573545 2021-04-10 01:38:22,393 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=2.26ms, fps=8875 images/s, loss=1.9462, top1-acc=49.99%, top5-acc=79.75%, remaining_time=0:00:00.287440, arrival_time=2021-04-10 01:38:22.681328, cost_time=0:00:00.862319 2021-04-10 01:38:22,628 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.10ms, fps=9922 images/s, loss=1.9369, top1-acc=50.06%, top5-acc=79.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:22.628168, cost_time=0:00:01.096629 2021-04-10 01:38:22,676 INFO : Epoch=0064 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:34:14.654952, arrival_time=2021-04-10 02:12:37.331720, cost_time=0:16:06.896471 2021-04-10 01:38:22,677 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:38:23,641 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.38ms, fps=2657 images/s, loss=1.1640, top1-acc=66.25%, top5-acc=91.48%, remaining_time=0:00:17.918310, arrival_time=2021-04-10 01:38:41.559395, cost_time=0:00:00.963353 2021-04-10 01:38:24,343 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.80ms, fps=3649 images/s, loss=1.1295, top1-acc=66.86%, top5-acc=91.93%, remaining_time=0:00:14.656400, arrival_time=2021-04-10 01:38:38.999767, cost_time=0:00:01.665497 2021-04-10 01:38:25,062 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.47ms, fps=3562 images/s, loss=1.1431, top1-acc=66.85%, top5-acc=91.39%, remaining_time=0:00:13.197498, arrival_time=2021-04-10 01:38:38.260347, cost_time=0:00:02.385081 2021-04-10 01:38:25,775 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.01ms, fps=3594 images/s, loss=1.1316, top1-acc=67.15%, top5-acc=91.54%, remaining_time=0:00:12.082200, arrival_time=2021-04-10 01:38:37.857886, cost_time=0:00:03.097998 2021-04-10 01:38:26,477 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.53ms, fps=3652 images/s, loss=1.1314, top1-acc=66.94%, top5-acc=91.71%, remaining_time=0:00:11.094540, arrival_time=2021-04-10 01:38:37.571796, cost_time=0:00:03.799481 2021-04-10 01:38:27,184 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.69ms, fps=3622 images/s, loss=1.1268, top1-acc=67.02%, top5-acc=91.93%, remaining_time=0:00:10.215776, arrival_time=2021-04-10 01:38:37.400517, cost_time=0:00:04.506968 2021-04-10 01:38:27,883 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.49ms, fps=3666 images/s, loss=1.1279, top1-acc=66.96%, top5-acc=91.99%, remaining_time=0:00:09.370620, arrival_time=2021-04-10 01:38:37.254270, cost_time=0:00:05.205921 2021-04-10 01:38:28,595 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.34ms, fps=3600 images/s, loss=1.1306, top1-acc=66.70%, top5-acc=91.90%, remaining_time=0:00:08.580404, arrival_time=2021-04-10 01:38:37.175845, cost_time=0:00:05.917552 2021-04-10 01:38:29,303 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.88ms, fps=3622 images/s, loss=1.1281, top1-acc=66.75%, top5-acc=92.01%, remaining_time=0:00:07.803084, arrival_time=2021-04-10 01:38:37.106120, cost_time=0:00:06.625287 2021-04-10 01:38:30,009 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.13ms, fps=3627 images/s, loss=1.1294, top1-acc=66.73%, top5-acc=91.89%, remaining_time=0:00:07.038336, arrival_time=2021-04-10 01:38:37.047740, cost_time=0:00:07.331648 2021-04-10 01:38:30,732 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.85ms, fps=3544 images/s, loss=1.1364, top1-acc=66.64%, top5-acc=91.74%, remaining_time=0:00:06.297178, arrival_time=2021-04-10 01:38:37.029443, cost_time=0:00:08.054535 2021-04-10 01:38:31,439 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.55ms, fps=3624 images/s, loss=1.1364, top1-acc=66.62%, top5-acc=91.75%, remaining_time=0:00:05.548988, arrival_time=2021-04-10 01:38:36.988235, cost_time=0:00:08.761504 2021-04-10 01:38:32,145 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.58ms, fps=3629 images/s, loss=1.1368, top1-acc=66.62%, top5-acc=91.66%, remaining_time=0:00:04.806582, arrival_time=2021-04-10 01:38:36.952037, cost_time=0:00:09.467552 2021-04-10 01:38:32,846 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=3.69ms, fps=3657 images/s, loss=1.1386, top1-acc=66.58%, top5-acc=91.64%, remaining_time=0:00:04.067448, arrival_time=2021-04-10 01:38:36.913842, cost_time=0:00:10.168657 2021-04-10 01:38:33,569 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=2.18ms, fps=3546 images/s, loss=1.1414, top1-acc=66.50%, top5-acc=91.57%, remaining_time=0:00:03.339968, arrival_time=2021-04-10 01:38:36.908920, cost_time=0:00:10.891250 2021-04-10 01:38:34,267 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.84ms, fps=3666 images/s, loss=1.1449, top1-acc=66.38%, top5-acc=91.55%, remaining_time=0:00:02.607732, arrival_time=2021-04-10 01:38:36.875514, cost_time=0:00:11.589918 2021-04-10 01:38:34,975 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.71ms, fps=3620 images/s, loss=1.1488, top1-acc=66.26%, top5-acc=91.49%, remaining_time=0:00:01.880866, arrival_time=2021-04-10 01:38:36.856561, cost_time=0:00:12.297932 2021-04-10 01:38:35,685 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.85ms, fps=3611 images/s, loss=1.1517, top1-acc=66.21%, top5-acc=91.43%, remaining_time=0:00:01.156224, arrival_time=2021-04-10 01:38:36.841375, cost_time=0:00:13.007451 2021-04-10 01:38:36,392 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=2.83ms, fps=3620 images/s, loss=1.1550, top1-acc=66.16%, top5-acc=91.40%, remaining_time=0:00:00.433104, arrival_time=2021-04-10 01:38:36.825942, cost_time=0:00:13.714984 2021-04-10 01:38:36,779 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.10ms, fps=3529 images/s, loss=1.1576, top1-acc=66.12%, top5-acc=91.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:36.778937, cost_time=0:00:14.101208 2021-04-10 01:38:37,163 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=36.99ms, fps=6687 images/s, loss=1.8267, top1-acc=52.38%, top5-acc=81.02%, remaining_time=0:00:01.148460, arrival_time=2021-04-10 01:38:38.311845, cost_time=0:00:00.382819 2021-04-10 01:38:37,411 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.24ms, fps=10324 images/s, loss=1.8239, top1-acc=51.95%, top5-acc=81.23%, remaining_time=0:00:00.631360, arrival_time=2021-04-10 01:38:38.043243, cost_time=0:00:00.631354 2021-04-10 01:38:37,666 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=22.28ms, fps=10093 images/s, loss=1.8061, top1-acc=52.24%, top5-acc=81.52%, remaining_time=0:00:00.295140, arrival_time=2021-04-10 01:38:37.961095, cost_time=0:00:00.885415 2021-04-10 01:38:37,858 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.09ms, fps=12093 images/s, loss=1.8085, top1-acc=51.61%, top5-acc=81.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:37.858277, cost_time=0:00:01.077736 2021-04-10 01:38:37,908 INFO : Epoch=0065 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:33:59.803560, arrival_time=2021-04-10 02:12:37.711540, cost_time=0:16:22.127663 2021-04-10 01:38:37,908 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:38:38,815 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.86ms, fps=2826 images/s, loss=1.2092, top1-acc=63.98%, top5-acc=90.70%, remaining_time=0:00:16.851228, arrival_time=2021-04-10 01:38:55.666353, cost_time=0:00:00.905976 2021-04-10 01:38:39,520 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.01ms, fps=3633 images/s, loss=1.1405, top1-acc=66.58%, top5-acc=91.64%, remaining_time=0:00:14.178208, arrival_time=2021-04-10 01:38:53.698507, cost_time=0:00:01.611161 2021-04-10 01:38:40,221 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.92ms, fps=3653 images/s, loss=1.1220, top1-acc=66.78%, top5-acc=92.08%, remaining_time=0:00:12.796276, arrival_time=2021-04-10 01:38:53.018002, cost_time=0:00:02.312575 2021-04-10 01:38:40,933 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.00ms, fps=3601 images/s, loss=1.1205, top1-acc=66.76%, top5-acc=92.09%, remaining_time=0:00:11.793912, arrival_time=2021-04-10 01:38:52.727139, cost_time=0:00:03.024066 2021-04-10 01:38:41,636 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.54ms, fps=3641 images/s, loss=1.1135, top1-acc=67.05%, top5-acc=92.05%, remaining_time=0:00:10.885030, arrival_time=2021-04-10 01:38:52.521843, cost_time=0:00:03.727726 2021-04-10 01:38:42,348 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.61ms, fps=3601 images/s, loss=1.1168, top1-acc=66.97%, top5-acc=91.96%, remaining_time=0:00:10.061960, arrival_time=2021-04-10 01:38:52.410204, cost_time=0:00:04.439102 2021-04-10 01:38:43,052 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.27ms, fps=3637 images/s, loss=1.1206, top1-acc=66.87%, top5-acc=91.96%, remaining_time=0:00:09.258354, arrival_time=2021-04-10 01:38:52.311055, cost_time=0:00:05.143523 2021-04-10 01:38:43,763 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.92ms, fps=3632 images/s, loss=1.1260, top1-acc=66.81%, top5-acc=91.96%, remaining_time=0:00:08.489344, arrival_time=2021-04-10 01:38:52.253185, cost_time=0:00:05.854712 2021-04-10 01:38:44,511 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.42ms, fps=3427 images/s, loss=1.1303, top1-acc=66.70%, top5-acc=91.92%, remaining_time=0:00:07.775948, arrival_time=2021-04-10 01:38:52.287415, cost_time=0:00:06.602179 2021-04-10 01:38:45,222 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.88ms, fps=3604 images/s, loss=1.1379, top1-acc=66.46%, top5-acc=91.85%, remaining_time=0:00:07.020960, arrival_time=2021-04-10 01:38:52.243534, cost_time=0:00:07.313481 2021-04-10 01:38:45,933 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.91ms, fps=3602 images/s, loss=1.1377, top1-acc=66.51%, top5-acc=91.81%, remaining_time=0:00:06.273786, arrival_time=2021-04-10 01:38:52.207568, cost_time=0:00:08.024602 2021-04-10 01:38:46,637 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.18ms, fps=3639 images/s, loss=1.1424, top1-acc=66.46%, top5-acc=91.71%, remaining_time=0:00:05.528240, arrival_time=2021-04-10 01:38:52.166143, cost_time=0:00:08.728801 2021-04-10 01:38:47,343 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.78ms, fps=3631 images/s, loss=1.1435, top1-acc=66.37%, top5-acc=91.77%, remaining_time=0:00:04.789686, arrival_time=2021-04-10 01:38:52.133371, cost_time=0:00:09.434268 2021-04-10 01:38:48,048 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.48ms, fps=3640 images/s, loss=1.1421, top1-acc=66.50%, top5-acc=91.79%, remaining_time=0:00:04.055520, arrival_time=2021-04-10 01:38:52.103525, cost_time=0:00:10.138853 2021-04-10 01:38:48,754 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.00ms, fps=3625 images/s, loss=1.1417, top1-acc=66.58%, top5-acc=91.79%, remaining_time=0:00:03.325984, arrival_time=2021-04-10 01:38:52.080717, cost_time=0:00:10.845588 2021-04-10 01:38:49,462 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.17ms, fps=3618 images/s, loss=1.1414, top1-acc=66.61%, top5-acc=91.75%, remaining_time=0:00:02.599596, arrival_time=2021-04-10 01:38:52.062487, cost_time=0:00:11.553802 2021-04-10 01:38:50,173 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=2.12ms, fps=3605 images/s, loss=1.1421, top1-acc=66.59%, top5-acc=91.76%, remaining_time=0:00:01.875718, arrival_time=2021-04-10 01:38:52.049254, cost_time=0:00:12.264298 2021-04-10 01:38:50,879 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.40ms, fps=3633 images/s, loss=1.1421, top1-acc=66.63%, top5-acc=91.80%, remaining_time=0:00:01.152880, arrival_time=2021-04-10 01:38:52.031879, cost_time=0:00:12.969869 2021-04-10 01:38:51,586 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.32ms, fps=3620 images/s, loss=1.1429, top1-acc=66.64%, top5-acc=91.79%, remaining_time=0:00:00.431928, arrival_time=2021-04-10 01:38:52.018720, cost_time=0:00:13.677708 2021-04-10 01:38:51,970 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.09ms, fps=3555 images/s, loss=1.1433, top1-acc=66.64%, top5-acc=91.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:51.969932, cost_time=0:00:14.060720 2021-04-10 01:38:52,334 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.34ms, fps=7046 images/s, loss=1.7230, top1-acc=53.87%, top5-acc=83.16%, remaining_time=0:00:01.089930, arrival_time=2021-04-10 01:38:53.424650, cost_time=0:00:00.363307 2021-04-10 01:38:52,580 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.30ms, fps=10428 images/s, loss=1.7349, top1-acc=53.54%, top5-acc=82.71%, remaining_time=0:00:00.609300, arrival_time=2021-04-10 01:38:53.189966, cost_time=0:00:00.609292 2021-04-10 01:38:52,854 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=0.39ms, fps=9348 images/s, loss=1.7582, top1-acc=53.15%, top5-acc=82.45%, remaining_time=0:00:00.294520, arrival_time=2021-04-10 01:38:53.149443, cost_time=0:00:00.883555 2021-04-10 01:38:53,063 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.09ms, fps=11164 images/s, loss=1.7367, top1-acc=53.39%, top5-acc=82.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:53.063099, cost_time=0:00:01.091754 2021-04-10 01:38:53,089 INFO : Epoch=0066 complete, best val top1-acc=53.89%, top5-acc=83.64% (epoch=42), remaining_time=0:33:44.840500, arrival_time=2021-04-10 02:12:37.930238, cost_time=0:16:37.309485 2021-04-10 01:38:53,090 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:38:54,015 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.25ms, fps=2768 images/s, loss=1.1713, top1-acc=65.78%, top5-acc=91.41%, remaining_time=0:00:17.203140, arrival_time=2021-04-10 01:39:11.218380, cost_time=0:00:00.924896 2021-04-10 01:38:54,714 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.93ms, fps=3664 images/s, loss=1.1228, top1-acc=66.95%, top5-acc=92.05%, remaining_time=0:00:14.291376, arrival_time=2021-04-10 01:39:09.005736, cost_time=0:00:01.624017 2021-04-10 01:38:55,419 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.42ms, fps=3634 images/s, loss=1.1149, top1-acc=66.90%, top5-acc=92.16%, remaining_time=0:00:12.886746, arrival_time=2021-04-10 01:39:08.306093, cost_time=0:00:02.328944 2021-04-10 01:38:56,119 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=2.25ms, fps=3661 images/s, loss=1.1249, top1-acc=66.89%, top5-acc=92.02%, remaining_time=0:00:11.812164, arrival_time=2021-04-10 01:39:07.931312, cost_time=0:00:03.028745 2021-04-10 01:38:56,870 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=5.29ms, fps=3411 images/s, loss=1.1235, top1-acc=66.91%, top5-acc=91.91%, remaining_time=0:00:11.037308, arrival_time=2021-04-10 01:39:07.907546, cost_time=0:00:03.779907 2021-04-10 01:38:57,576 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=2.04ms, fps=3630 images/s, loss=1.1212, top1-acc=67.08%, top5-acc=91.99%, remaining_time=0:00:10.167224, arrival_time=2021-04-10 01:39:07.743266, cost_time=0:00:04.485547 2021-04-10 01:38:58,277 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.72ms, fps=3656 images/s, loss=1.1168, top1-acc=67.14%, top5-acc=92.02%, remaining_time=0:00:09.336096, arrival_time=2021-04-10 01:39:07.613289, cost_time=0:00:05.186722 2021-04-10 01:38:58,986 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.08ms, fps=3616 images/s, loss=1.1166, top1-acc=67.11%, top5-acc=92.00%, remaining_time=0:00:08.548620, arrival_time=2021-04-10 01:39:07.534593, cost_time=0:00:05.895570 2021-04-10 01:38:59,692 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.43ms, fps=3626 images/s, loss=1.1196, top1-acc=67.04%, top5-acc=91.95%, remaining_time=0:00:07.775842, arrival_time=2021-04-10 01:39:07.468313, cost_time=0:00:06.602134 2021-04-10 01:39:00,404 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.76ms, fps=3599 images/s, loss=1.1173, top1-acc=67.08%, top5-acc=92.04%, remaining_time=0:00:07.021344, arrival_time=2021-04-10 01:39:07.425731, cost_time=0:00:07.313878 2021-04-10 01:39:01,109 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.75ms, fps=3633 images/s, loss=1.1248, top1-acc=66.83%, top5-acc=91.94%, remaining_time=0:00:06.269830, arrival_time=2021-04-10 01:39:07.379681, cost_time=0:00:08.019504 2021-04-10 01:39:01,809 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=3.07ms, fps=3665 images/s, loss=1.1288, top1-acc=66.65%, top5-acc=91.94%, remaining_time=0:00:05.521704, arrival_time=2021-04-10 01:39:07.330798, cost_time=0:00:08.718537 2021-04-10 01:39:02,532 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.62ms, fps=3544 images/s, loss=1.1330, top1-acc=66.53%, top5-acc=91.90%, remaining_time=0:00:04.793514, arrival_time=2021-04-10 01:39:07.325616, cost_time=0:00:09.441712 2021-04-10 01:39:03,234 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.62ms, fps=3647 images/s, loss=1.1377, top1-acc=66.38%, top5-acc=91.83%, remaining_time=0:00:04.057648, arrival_time=2021-04-10 01:39:07.292253, cost_time=0:00:10.144189 2021-04-10 01:39:03,951 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=2.25ms, fps=3575 images/s, loss=1.1406, top1-acc=66.30%, top5-acc=91.78%, remaining_time=0:00:03.330676, arrival_time=2021-04-10 01:39:07.281933, cost_time=0:00:10.860914 2021-04-10 01:39:04,652 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.72ms, fps=3655 images/s, loss=1.1416, top1-acc=66.34%, top5-acc=91.77%, remaining_time=0:00:02.601396, arrival_time=2021-04-10 01:39:07.253740, cost_time=0:00:11.561705 2021-04-10 01:39:05,360 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.97ms, fps=3618 images/s, loss=1.1422, top1-acc=66.42%, top5-acc=91.76%, remaining_time=0:00:01.876654, arrival_time=2021-04-10 01:39:07.237436, cost_time=0:00:12.270437 2021-04-10 01:39:06,060 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.76ms, fps=3661 images/s, loss=1.1408, top1-acc=66.46%, top5-acc=91.76%, remaining_time=0:00:01.152896, arrival_time=2021-04-10 01:39:07.213349, cost_time=0:00:12.970121 2021-04-10 01:39:06,780 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.89ms, fps=3559 images/s, loss=1.1444, top1-acc=66.39%, top5-acc=91.67%, remaining_time=0:00:00.432312, arrival_time=2021-04-10 01:39:07.212762, cost_time=0:00:13.689968 2021-04-10 01:39:07,192 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.66ms, fps=3309 images/s, loss=1.1445, top1-acc=66.40%, top5-acc=91.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:07.192551, cost_time=0:00:14.102154 2021-04-10 01:39:07,498 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=2.40ms, fps=8406 images/s, loss=1.6010, top1-acc=58.05%, top5-acc=85.43%, remaining_time=0:00:00.913560, arrival_time=2021-04-10 01:39:08.412191, cost_time=0:00:00.304522 2021-04-10 01:39:07,730 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=0.42ms, fps=11085 images/s, loss=1.6549, top1-acc=56.45%, top5-acc=84.59%, remaining_time=0:00:00.535880, arrival_time=2021-04-10 01:39:08.265925, cost_time=0:00:00.535880 2021-04-10 01:39:07,970 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=21.10ms, fps=10681 images/s, loss=1.6649, top1-acc=55.57%, top5-acc=84.48%, remaining_time=0:00:00.258700, arrival_time=2021-04-10 01:39:08.228938, cost_time=0:00:00.776095 2021-04-10 01:39:08,152 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=12736 images/s, loss=1.6634, top1-acc=55.23%, top5-acc=84.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:08.152823, cost_time=0:00:00.958759 2021-04-10 01:39:08,201 INFO : Epoch=0067 complete, best val top1-acc=55.23%, top5-acc=84.50% (epoch=67), remaining_time=0:33:29.732543, arrival_time=2021-04-10 02:12:37.934475, cost_time=0:16:52.421650 2021-04-10 01:39:08,202 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:39:09,100 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=3.04ms, fps=2854 images/s, loss=1.0980, top1-acc=68.75%, top5-acc=91.80%, remaining_time=0:00:16.686060, arrival_time=2021-04-10 01:39:25.785982, cost_time=0:00:00.897104 2021-04-10 01:39:09,804 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.54ms, fps=3637 images/s, loss=1.1003, top1-acc=68.20%, top5-acc=92.17%, remaining_time=0:00:14.096544, arrival_time=2021-04-10 01:39:23.901094, cost_time=0:00:01.601877 2021-04-10 01:39:10,527 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.42ms, fps=3544 images/s, loss=1.0849, top1-acc=68.24%, top5-acc=92.43%, remaining_time=0:00:12.863672, arrival_time=2021-04-10 01:39:23.391190, cost_time=0:00:02.324768 2021-04-10 01:39:11,226 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.64ms, fps=3665 images/s, loss=1.0987, top1-acc=68.09%, top5-acc=92.13%, remaining_time=0:00:11.793288, arrival_time=2021-04-10 01:39:23.020064, cost_time=0:00:03.023907 2021-04-10 01:39:11,925 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.94ms, fps=3668 images/s, loss=1.1045, top1-acc=67.84%, top5-acc=92.05%, remaining_time=0:00:10.870138, arrival_time=2021-04-10 01:39:22.795510, cost_time=0:00:03.722652 2021-04-10 01:39:12,639 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.17ms, fps=3590 images/s, loss=1.1016, top1-acc=68.11%, top5-acc=92.11%, remaining_time=0:00:10.055568, arrival_time=2021-04-10 01:39:22.694556, cost_time=0:00:04.436286 2021-04-10 01:39:13,346 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.95ms, fps=3621 images/s, loss=1.1040, top1-acc=67.95%, top5-acc=92.02%, remaining_time=0:00:09.259110, arrival_time=2021-04-10 01:39:22.605826, cost_time=0:00:05.143954 2021-04-10 01:39:14,047 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.13ms, fps=3655 images/s, loss=1.1070, top1-acc=67.87%, top5-acc=92.01%, remaining_time=0:00:08.475308, arrival_time=2021-04-10 01:39:22.523000, cost_time=0:00:05.845001 2021-04-10 01:39:14,752 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=2.08ms, fps=3635 images/s, loss=1.1098, top1-acc=67.70%, top5-acc=91.95%, remaining_time=0:00:07.714150, arrival_time=2021-04-10 01:39:22.466727, cost_time=0:00:06.549750 2021-04-10 01:39:15,469 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.96ms, fps=3577 images/s, loss=1.1107, top1-acc=67.66%, top5-acc=92.02%, remaining_time=0:00:06.975840, arrival_time=2021-04-10 01:39:22.445056, cost_time=0:00:07.266525 2021-04-10 01:39:16,176 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.46ms, fps=3624 images/s, loss=1.1121, top1-acc=67.70%, top5-acc=91.96%, remaining_time=0:00:06.233710, arrival_time=2021-04-10 01:39:22.409805, cost_time=0:00:07.973390 2021-04-10 01:39:16,880 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.77ms, fps=3637 images/s, loss=1.1136, top1-acc=67.64%, top5-acc=91.93%, remaining_time=0:00:05.495940, arrival_time=2021-04-10 01:39:22.376490, cost_time=0:00:08.677821 2021-04-10 01:39:17,586 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.05ms, fps=3628 images/s, loss=1.1173, top1-acc=67.52%, top5-acc=91.90%, remaining_time=0:00:04.764210, arrival_time=2021-04-10 01:39:22.351039, cost_time=0:00:09.384011 2021-04-10 01:39:18,294 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.20ms, fps=3624 images/s, loss=1.1242, top1-acc=67.35%, top5-acc=91.81%, remaining_time=0:00:04.036480, arrival_time=2021-04-10 01:39:22.330427, cost_time=0:00:10.091228 2021-04-10 01:39:18,995 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.53ms, fps=3651 images/s, loss=1.1269, top1-acc=67.26%, top5-acc=91.78%, remaining_time=0:00:03.309838, arrival_time=2021-04-10 01:39:22.305478, cost_time=0:00:10.792925 2021-04-10 01:39:19,701 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.66ms, fps=3629 images/s, loss=1.1299, top1-acc=67.16%, top5-acc=91.73%, remaining_time=0:00:02.587284, arrival_time=2021-04-10 01:39:22.288980, cost_time=0:00:11.499035 2021-04-10 01:39:20,413 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.50ms, fps=3602 images/s, loss=1.1312, top1-acc=67.18%, top5-acc=91.72%, remaining_time=0:00:01.867450, arrival_time=2021-04-10 01:39:22.280424, cost_time=0:00:12.210225 2021-04-10 01:39:21,117 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.92ms, fps=3637 images/s, loss=1.1315, top1-acc=67.15%, top5-acc=91.67%, remaining_time=0:00:01.147984, arrival_time=2021-04-10 01:39:22.265411, cost_time=0:00:12.914773 2021-04-10 01:39:21,816 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.48ms, fps=3664 images/s, loss=1.1331, top1-acc=67.12%, top5-acc=91.64%, remaining_time=0:00:00.429906, arrival_time=2021-04-10 01:39:22.246394, cost_time=0:00:13.613781 2021-04-10 01:39:22,196 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.06ms, fps=3587 images/s, loss=1.1352, top1-acc=67.11%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:22.196114, cost_time=0:00:13.993485 2021-04-10 01:39:22,483 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.29ms, fps=8936 images/s, loss=2.0768, top1-acc=48.44%, top5-acc=80.31%, remaining_time=0:00:00.859320, arrival_time=2021-04-10 01:39:23.342905, cost_time=0:00:00.286441 2021-04-10 01:39:22,747 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=0.29ms, fps=9706 images/s, loss=2.0970, top1-acc=48.54%, top5-acc=79.28%, remaining_time=0:00:00.550700, arrival_time=2021-04-10 01:39:23.298479, cost_time=0:00:00.550691 2021-04-10 01:39:23,043 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.47ms, fps=8661 images/s, loss=2.1093, top1-acc=48.52%, top5-acc=79.21%, remaining_time=0:00:00.282200, arrival_time=2021-04-10 01:39:23.325979, cost_time=0:00:00.846614 2021-04-10 01:39:23,289 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.09ms, fps=9500 images/s, loss=2.0996, top1-acc=48.52%, top5-acc=79.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:23.288873, cost_time=0:00:01.091633 2021-04-10 01:39:23,329 INFO : Epoch=0068 complete, best val top1-acc=55.23%, top5-acc=84.50% (epoch=67), remaining_time=0:33:14.655036, arrival_time=2021-04-10 02:12:37.984899, cost_time=0:17:07.549545 2021-04-10 01:39:23,330 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:39:24,260 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=2.41ms, fps=2754 images/s, loss=1.0955, top1-acc=68.09%, top5-acc=92.23%, remaining_time=0:00:17.287212, arrival_time=2021-04-10 01:39:41.547660, cost_time=0:00:00.929421 2021-04-10 01:39:24,970 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=2.01ms, fps=3609 images/s, loss=1.0921, top1-acc=67.97%, top5-acc=92.23%, remaining_time=0:00:14.428304, arrival_time=2021-04-10 01:39:39.399070, cost_time=0:00:01.639584 2021-04-10 01:39:25,675 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.58ms, fps=3635 images/s, loss=1.0990, top1-acc=67.80%, top5-acc=92.17%, remaining_time=0:00:12.974726, arrival_time=2021-04-10 01:39:38.650551, cost_time=0:00:02.344839 2021-04-10 01:39:26,385 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.92ms, fps=3612 images/s, loss=1.0887, top1-acc=68.01%, top5-acc=92.31%, remaining_time=0:00:11.910912, arrival_time=2021-04-10 01:39:38.296142, cost_time=0:00:03.054062 2021-04-10 01:39:27,090 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.49ms, fps=3637 images/s, loss=1.0983, top1-acc=67.88%, top5-acc=92.17%, remaining_time=0:00:10.976134, arrival_time=2021-04-10 01:39:38.066083, cost_time=0:00:03.758964 2021-04-10 01:39:27,830 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.79ms, fps=3461 images/s, loss=1.1019, top1-acc=67.76%, top5-acc=92.21%, remaining_time=0:00:10.197824, arrival_time=2021-04-10 01:39:38.027937, cost_time=0:00:04.499032 2021-04-10 01:39:28,539 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.35ms, fps=3615 images/s, loss=1.1015, top1-acc=67.77%, top5-acc=92.19%, remaining_time=0:00:09.374274, arrival_time=2021-04-10 01:39:37.913261, cost_time=0:00:05.207937 2021-04-10 01:39:29,233 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.62ms, fps=3691 images/s, loss=1.1012, top1-acc=67.81%, top5-acc=92.16%, remaining_time=0:00:08.558248, arrival_time=2021-04-10 01:39:37.791584, cost_time=0:00:05.902201 2021-04-10 01:39:29,951 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.71ms, fps=3571 images/s, loss=1.1004, top1-acc=67.80%, top5-acc=92.21%, remaining_time=0:00:07.796936, arrival_time=2021-04-10 01:39:37.747955, cost_time=0:00:06.620015 2021-04-10 01:39:30,669 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.46ms, fps=3568 images/s, loss=1.1025, top1-acc=67.73%, top5-acc=92.20%, remaining_time=0:00:07.044480, arrival_time=2021-04-10 01:39:37.713649, cost_time=0:00:07.338017 2021-04-10 01:39:31,372 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.73ms, fps=3642 images/s, loss=1.1060, top1-acc=67.64%, top5-acc=92.16%, remaining_time=0:00:06.287202, arrival_time=2021-04-10 01:39:37.660017, cost_time=0:00:08.041767 2021-04-10 01:39:32,085 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.84ms, fps=3597 images/s, loss=1.1073, top1-acc=67.64%, top5-acc=92.15%, remaining_time=0:00:05.544200, arrival_time=2021-04-10 01:39:37.629377, cost_time=0:00:08.754037 2021-04-10 01:39:32,794 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.51ms, fps=3614 images/s, loss=1.1074, top1-acc=67.61%, top5-acc=92.11%, remaining_time=0:00:04.804404, arrival_time=2021-04-10 01:39:37.598688, cost_time=0:00:09.463228 2021-04-10 01:39:33,504 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.43ms, fps=3609 images/s, loss=1.1101, top1-acc=67.63%, top5-acc=92.03%, remaining_time=0:00:04.069296, arrival_time=2021-04-10 01:39:37.573626, cost_time=0:00:10.173179 2021-04-10 01:39:34,213 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.47ms, fps=3617 images/s, loss=1.1129, top1-acc=67.59%, top5-acc=91.98%, remaining_time=0:00:03.337116, arrival_time=2021-04-10 01:39:37.550128, cost_time=0:00:10.881955 2021-04-10 01:39:34,915 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.63ms, fps=3649 images/s, loss=1.1140, top1-acc=67.57%, top5-acc=91.98%, remaining_time=0:00:02.606400, arrival_time=2021-04-10 01:39:37.521457, cost_time=0:00:11.584072 2021-04-10 01:39:35,621 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.98ms, fps=3629 images/s, loss=1.1155, top1-acc=67.48%, top5-acc=91.99%, remaining_time=0:00:01.879644, arrival_time=2021-04-10 01:39:37.500715, cost_time=0:00:12.289986 2021-04-10 01:39:36,327 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.86ms, fps=3626 images/s, loss=1.1191, top1-acc=67.40%, top5-acc=91.94%, remaining_time=0:00:01.155264, arrival_time=2021-04-10 01:39:37.482997, cost_time=0:00:12.996761 2021-04-10 01:39:37,030 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.47ms, fps=3646 images/s, loss=1.1210, top1-acc=67.36%, top5-acc=91.87%, remaining_time=0:00:00.432606, arrival_time=2021-04-10 01:39:37.462884, cost_time=0:00:13.699282 2021-04-10 01:39:37,424 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=2.34ms, fps=3470 images/s, loss=1.1224, top1-acc=67.32%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:37.422878, cost_time=0:00:14.091744 2021-04-10 01:39:37,764 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.45ms, fps=7563 images/s, loss=1.5844, top1-acc=57.15%, top5-acc=85.70%, remaining_time=0:00:01.015380, arrival_time=2021-04-10 01:39:38.780246, cost_time=0:00:00.338462 2021-04-10 01:39:37,948 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.21ms, fps=13975 images/s, loss=1.6130, top1-acc=56.74%, top5-acc=85.33%, remaining_time=0:00:00.522200, arrival_time=2021-04-10 01:39:38.470777, cost_time=0:00:00.522191 2021-04-10 01:39:38,121 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=4.91ms, fps=14871 images/s, loss=1.6188, top1-acc=56.56%, top5-acc=85.23%, remaining_time=0:00:00.231600, arrival_time=2021-04-10 01:39:38.352730, cost_time=0:00:00.694801 2021-04-10 01:39:38,316 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=11893 images/s, loss=1.6229, top1-acc=56.45%, top5-acc=85.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:38.316564, cost_time=0:00:00.890205 2021-04-10 01:39:38,404 INFO : Epoch=0069 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:32:59.474976, arrival_time=2021-04-10 02:12:37.879523, cost_time=0:17:22.624222 2021-04-10 01:39:38,405 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:39:39,361 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.02ms, fps=2678 images/s, loss=1.0332, top1-acc=71.41%, top5-acc=93.05%, remaining_time=0:00:17.780856, arrival_time=2021-04-10 01:39:57.142505, cost_time=0:00:00.955956 2021-04-10 01:39:40,065 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=1.0881, top1-acc=68.75%, top5-acc=92.29%, remaining_time=0:00:14.609232, arrival_time=2021-04-10 01:39:54.675080, cost_time=0:00:01.660142 2021-04-10 01:39:40,790 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.06ms, fps=3537 images/s, loss=1.0815, top1-acc=68.95%, top5-acc=92.30%, remaining_time=0:00:13.194842, arrival_time=2021-04-10 01:39:53.985259, cost_time=0:00:02.384603 2021-04-10 01:39:41,504 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=3.74ms, fps=3587 images/s, loss=1.0843, top1-acc=68.71%, top5-acc=92.25%, remaining_time=0:00:12.087192, arrival_time=2021-04-10 01:39:53.592095, cost_time=0:00:03.099263 2021-04-10 01:39:42,219 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.93ms, fps=3588 images/s, loss=1.0865, top1-acc=68.53%, top5-acc=92.32%, remaining_time=0:00:11.134690, arrival_time=2021-04-10 01:39:53.353750, cost_time=0:00:03.813247 2021-04-10 01:39:42,931 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.60ms, fps=3598 images/s, loss=1.0869, top1-acc=68.42%, top5-acc=92.29%, remaining_time=0:00:10.258072, arrival_time=2021-04-10 01:39:53.189421, cost_time=0:00:04.525648 2021-04-10 01:39:43,633 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.31ms, fps=3649 images/s, loss=1.0875, top1-acc=68.38%, top5-acc=92.27%, remaining_time=0:00:09.410184, arrival_time=2021-04-10 01:39:53.043818, cost_time=0:00:05.227898 2021-04-10 01:39:44,337 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.90ms, fps=3640 images/s, loss=1.0935, top1-acc=68.19%, top5-acc=92.28%, remaining_time=0:00:08.601052, arrival_time=2021-04-10 01:39:52.938482, cost_time=0:00:05.931758 2021-04-10 01:39:45,054 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=2.70ms, fps=3582 images/s, loss=1.0890, top1-acc=68.22%, top5-acc=92.33%, remaining_time=0:00:07.828630, arrival_time=2021-04-10 01:39:52.882947, cost_time=0:00:06.646934 2021-04-10 01:39:45,756 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.90ms, fps=3651 images/s, loss=1.0936, top1-acc=68.12%, top5-acc=92.27%, remaining_time=0:00:07.056768, arrival_time=2021-04-10 01:39:52.813414, cost_time=0:00:07.350789 2021-04-10 01:39:46,468 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.43ms, fps=3601 images/s, loss=1.0946, top1-acc=68.03%, top5-acc=92.30%, remaining_time=0:00:06.303542, arrival_time=2021-04-10 01:39:52.771872, cost_time=0:00:08.062635 2021-04-10 01:39:47,181 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.88ms, fps=3593 images/s, loss=1.0995, top1-acc=67.90%, top5-acc=92.15%, remaining_time=0:00:05.557956, arrival_time=2021-04-10 01:39:52.739312, cost_time=0:00:08.775699 2021-04-10 01:39:47,890 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.30ms, fps=3615 images/s, loss=1.1063, top1-acc=67.73%, top5-acc=92.03%, remaining_time=0:00:04.815096, arrival_time=2021-04-10 01:39:52.705152, cost_time=0:00:09.484275 2021-04-10 01:39:48,589 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.62ms, fps=3665 images/s, loss=1.1140, top1-acc=67.49%, top5-acc=91.91%, remaining_time=0:00:04.073440, arrival_time=2021-04-10 01:39:52.662751, cost_time=0:00:10.183659 2021-04-10 01:39:49,283 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.46ms, fps=3690 images/s, loss=1.1178, top1-acc=67.40%, top5-acc=91.84%, remaining_time=0:00:03.335874, arrival_time=2021-04-10 01:39:52.619457, cost_time=0:00:10.877905 2021-04-10 01:39:49,988 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.68ms, fps=3635 images/s, loss=1.1198, top1-acc=67.34%, top5-acc=91.81%, remaining_time=0:00:02.606076, arrival_time=2021-04-10 01:39:52.594513, cost_time=0:00:11.582639 2021-04-10 01:39:50,718 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.20ms, fps=3510 images/s, loss=1.1200, top1-acc=67.34%, top5-acc=91.82%, remaining_time=0:00:01.883154, arrival_time=2021-04-10 01:39:52.601716, cost_time=0:00:12.312877 2021-04-10 01:39:51,440 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.99ms, fps=3548 images/s, loss=1.1220, top1-acc=67.35%, top5-acc=91.80%, remaining_time=0:00:01.158656, arrival_time=2021-04-10 01:39:52.599320, cost_time=0:00:13.034966 2021-04-10 01:39:52,150 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.49ms, fps=3610 images/s, loss=1.1232, top1-acc=67.27%, top5-acc=91.75%, remaining_time=0:00:00.434040, arrival_time=2021-04-10 01:39:52.584443, cost_time=0:00:13.744677 2021-04-10 01:39:52,533 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.08ms, fps=3554 images/s, loss=1.1234, top1-acc=67.26%, top5-acc=91.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:52.533686, cost_time=0:00:14.128018 2021-04-10 01:39:52,901 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=30.13ms, fps=6991 images/s, loss=1.8290, top1-acc=52.50%, top5-acc=81.84%, remaining_time=0:00:01.098420, arrival_time=2021-04-10 01:39:53.999680, cost_time=0:00:00.366145 2021-04-10 01:39:53,134 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=20.37ms, fps=11032 images/s, loss=1.8479, top1-acc=52.13%, top5-acc=82.09%, remaining_time=0:00:00.598720, arrival_time=2021-04-10 01:39:53.732670, cost_time=0:00:00.598725 2021-04-10 01:39:53,360 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=2.25ms, fps=11335 images/s, loss=1.8429, top1-acc=52.03%, top5-acc=82.34%, remaining_time=0:00:00.275110, arrival_time=2021-04-10 01:39:53.635556, cost_time=0:00:00.825340 2021-04-10 01:39:53,589 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=1.46ms, fps=10151 images/s, loss=1.8493, top1-acc=52.50%, top5-acc=82.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:53.589482, cost_time=0:00:01.054436 2021-04-10 01:39:53,620 INFO : Epoch=0070 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:32:44.560910, arrival_time=2021-04-10 02:12:38.181703, cost_time=0:17:37.840504 2021-04-10 01:39:53,621 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:39:54,557 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.56ms, fps=2735 images/s, loss=1.1453, top1-acc=66.33%, top5-acc=91.29%, remaining_time=0:00:17.406252, arrival_time=2021-04-10 01:40:11.963911, cost_time=0:00:00.935824 2021-04-10 01:39:55,261 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.68ms, fps=3642 images/s, loss=1.1187, top1-acc=67.09%, top5-acc=92.03%, remaining_time=0:00:14.430240, arrival_time=2021-04-10 01:40:09.691652, cost_time=0:00:01.639802 2021-04-10 01:39:55,961 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.45ms, fps=3661 images/s, loss=1.1125, top1-acc=67.38%, top5-acc=92.19%, remaining_time=0:00:12.946340, arrival_time=2021-04-10 01:40:08.907718, cost_time=0:00:02.339697 2021-04-10 01:39:56,667 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.87ms, fps=3627 images/s, loss=1.1083, top1-acc=67.55%, top5-acc=92.36%, remaining_time=0:00:11.880336, arrival_time=2021-04-10 01:40:08.548167, cost_time=0:00:03.046260 2021-04-10 01:39:57,373 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.96ms, fps=3631 images/s, loss=1.1078, top1-acc=67.64%, top5-acc=92.17%, remaining_time=0:00:10.955110, arrival_time=2021-04-10 01:40:08.328500, cost_time=0:00:03.751763 2021-04-10 01:39:58,078 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.19ms, fps=3634 images/s, loss=1.1020, top1-acc=67.68%, top5-acc=92.28%, remaining_time=0:00:10.102216, arrival_time=2021-04-10 01:40:08.180672, cost_time=0:00:04.456832 2021-04-10 01:39:58,788 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.16ms, fps=3609 images/s, loss=1.1005, top1-acc=67.54%, top5-acc=92.29%, remaining_time=0:00:09.300312, arrival_time=2021-04-10 01:40:08.088713, cost_time=0:00:05.166848 2021-04-10 01:39:59,490 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.88ms, fps=3650 images/s, loss=1.1015, top1-acc=67.50%, top5-acc=92.25%, remaining_time=0:00:08.509528, arrival_time=2021-04-10 01:40:07.999802, cost_time=0:00:05.868654 2021-04-10 01:40:00,209 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.13ms, fps=3563 images/s, loss=1.1028, top1-acc=67.54%, top5-acc=92.20%, remaining_time=0:00:07.758776, arrival_time=2021-04-10 01:40:07.967997, cost_time=0:00:06.587666 2021-04-10 01:40:00,914 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.94ms, fps=3630 images/s, loss=1.1042, top1-acc=67.43%, top5-acc=92.24%, remaining_time=0:00:07.001568, arrival_time=2021-04-10 01:40:07.916437, cost_time=0:00:07.293272 2021-04-10 01:40:01,624 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.70ms, fps=3614 images/s, loss=1.1070, top1-acc=67.37%, top5-acc=92.28%, remaining_time=0:00:06.256242, arrival_time=2021-04-10 01:40:07.880146, cost_time=0:00:08.002123 2021-04-10 01:40:02,327 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.36ms, fps=3643 images/s, loss=1.1063, top1-acc=67.41%, top5-acc=92.28%, remaining_time=0:00:05.513876, arrival_time=2021-04-10 01:40:07.841491, cost_time=0:00:08.706069 2021-04-10 01:40:03,027 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.66ms, fps=3660 images/s, loss=1.1097, top1-acc=67.35%, top5-acc=92.24%, remaining_time=0:00:04.775298, arrival_time=2021-04-10 01:40:07.802749, cost_time=0:00:09.405867 2021-04-10 01:40:03,734 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=2.01ms, fps=3622 images/s, loss=1.1095, top1-acc=67.37%, top5-acc=92.25%, remaining_time=0:00:04.045272, arrival_time=2021-04-10 01:40:07.780117, cost_time=0:00:10.113155 2021-04-10 01:40:04,439 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.57ms, fps=3636 images/s, loss=1.1088, top1-acc=67.37%, top5-acc=92.21%, remaining_time=0:00:03.317566, arrival_time=2021-04-10 01:40:07.757289, cost_time=0:00:10.818116 2021-04-10 01:40:05,161 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=2.04ms, fps=3549 images/s, loss=1.1114, top1-acc=67.32%, top5-acc=92.21%, remaining_time=0:00:02.596500, arrival_time=2021-04-10 01:40:07.758177, cost_time=0:00:11.540075 2021-04-10 01:40:05,868 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.16ms, fps=3626 images/s, loss=1.1136, top1-acc=67.23%, top5-acc=92.17%, remaining_time=0:00:01.873040, arrival_time=2021-04-10 01:40:07.741353, cost_time=0:00:12.246738 2021-04-10 01:40:06,582 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.45ms, fps=3586 images/s, loss=1.1155, top1-acc=67.17%, top5-acc=92.16%, remaining_time=0:00:01.152096, arrival_time=2021-04-10 01:40:07.734891, cost_time=0:00:12.961090 2021-04-10 01:40:07,302 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.76ms, fps=3564 images/s, loss=1.1171, top1-acc=67.13%, top5-acc=92.10%, remaining_time=0:00:00.432012, arrival_time=2021-04-10 01:40:07.733970, cost_time=0:00:13.680332 2021-04-10 01:40:07,689 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.12ms, fps=3516 images/s, loss=1.1177, top1-acc=67.13%, top5-acc=92.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:07.689324, cost_time=0:00:14.067791 2021-04-10 01:40:08,035 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=52.51ms, fps=7416 images/s, loss=1.6347, top1-acc=56.37%, top5-acc=84.22%, remaining_time=0:00:01.035510, arrival_time=2021-04-10 01:40:09.071079, cost_time=0:00:00.345168 2021-04-10 01:40:08,292 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=2.90ms, fps=9963 images/s, loss=1.6311, top1-acc=56.50%, top5-acc=84.32%, remaining_time=0:00:00.602580, arrival_time=2021-04-10 01:40:08.895526, cost_time=0:00:00.602584 2021-04-10 01:40:08,616 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=67.69ms, fps=7933 images/s, loss=1.6366, top1-acc=55.96%, top5-acc=84.62%, remaining_time=0:00:00.308540, arrival_time=2021-04-10 01:40:08.924596, cost_time=0:00:00.925633 2021-04-10 01:40:08,871 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.13ms, fps=9096 images/s, loss=1.6310, top1-acc=55.90%, top5-acc=84.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:08.871612, cost_time=0:00:01.181219 2021-04-10 01:40:08,904 INFO : Epoch=0071 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:32:29.761599, arrival_time=2021-04-10 02:12:38.666479, cost_time=0:17:53.124593 2021-04-10 01:40:08,905 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:40:09,765 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.43ms, fps=2978 images/s, loss=1.0975, top1-acc=68.59%, top5-acc=92.15%, remaining_time=0:00:15.988560, arrival_time=2021-04-10 01:40:25.753819, cost_time=0:00:00.859598 2021-04-10 01:40:10,475 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.14ms, fps=3607 images/s, loss=1.0973, top1-acc=68.44%, top5-acc=91.93%, remaining_time=0:00:13.816000, arrival_time=2021-04-10 01:40:24.291760, cost_time=0:00:01.569992 2021-04-10 01:40:11,185 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.87ms, fps=3609 images/s, loss=1.0985, top1-acc=68.19%, top5-acc=92.03%, remaining_time=0:00:12.617660, arrival_time=2021-04-10 01:40:23.803562, cost_time=0:00:02.280289 2021-04-10 01:40:11,885 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.51ms, fps=3663 images/s, loss=1.0998, top1-acc=68.17%, top5-acc=92.09%, remaining_time=0:00:11.620596, arrival_time=2021-04-10 01:40:23.505918, cost_time=0:00:02.979640 2021-04-10 01:40:12,597 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.88ms, fps=3598 images/s, loss=1.1045, top1-acc=67.92%, top5-acc=92.05%, remaining_time=0:00:10.779910, arrival_time=2021-04-10 01:40:23.377329, cost_time=0:00:03.691747 2021-04-10 01:40:13,301 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.26ms, fps=3639 images/s, loss=1.1030, top1-acc=67.67%, top5-acc=92.15%, remaining_time=0:00:09.964040, arrival_time=2021-04-10 01:40:23.265830, cost_time=0:00:04.395907 2021-04-10 01:40:14,008 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.57ms, fps=3626 images/s, loss=1.0988, top1-acc=67.70%, top5-acc=92.24%, remaining_time=0:00:09.185526, arrival_time=2021-04-10 01:40:23.194215, cost_time=0:00:05.103075 2021-04-10 01:40:14,714 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.36ms, fps=3632 images/s, loss=1.0956, top1-acc=67.92%, top5-acc=92.16%, remaining_time=0:00:08.422180, arrival_time=2021-04-10 01:40:23.136177, cost_time=0:00:05.808363 2021-04-10 01:40:15,421 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.55ms, fps=3621 images/s, loss=1.0953, top1-acc=67.87%, top5-acc=92.20%, remaining_time=0:00:07.674294, arrival_time=2021-04-10 01:40:23.095792, cost_time=0:00:06.515901 2021-04-10 01:40:16,153 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.90ms, fps=3500 images/s, loss=1.0980, top1-acc=67.71%, top5-acc=92.16%, remaining_time=0:00:06.957888, arrival_time=2021-04-10 01:40:23.111330, cost_time=0:00:07.247764 2021-04-10 01:40:16,854 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.86ms, fps=3654 images/s, loss=1.1020, top1-acc=67.62%, top5-acc=92.08%, remaining_time=0:00:06.214704, arrival_time=2021-04-10 01:40:23.069394, cost_time=0:00:07.949027 2021-04-10 01:40:17,558 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=2.10ms, fps=3643 images/s, loss=1.1098, top1-acc=67.41%, top5-acc=91.99%, remaining_time=0:00:05.479828, arrival_time=2021-04-10 01:40:23.037899, cost_time=0:00:08.652407 2021-04-10 01:40:18,265 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.00ms, fps=3624 images/s, loss=1.1109, top1-acc=67.47%, top5-acc=92.00%, remaining_time=0:00:04.751670, arrival_time=2021-04-10 01:40:23.016828, cost_time=0:00:09.359362 2021-04-10 01:40:18,965 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.67ms, fps=3662 images/s, loss=1.1129, top1-acc=67.35%, top5-acc=91.98%, remaining_time=0:00:04.023712, arrival_time=2021-04-10 01:40:22.988671, cost_time=0:00:10.059312 2021-04-10 01:40:19,716 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=2.07ms, fps=3410 images/s, loss=1.1146, top1-acc=67.33%, top5-acc=91.97%, remaining_time=0:00:03.315266, arrival_time=2021-04-10 01:40:23.031532, cost_time=0:00:10.810612 2021-04-10 01:40:20,412 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.50ms, fps=3680 images/s, loss=1.1173, top1-acc=67.28%, top5-acc=91.92%, remaining_time=0:00:02.589048, arrival_time=2021-04-10 01:40:23.001509, cost_time=0:00:11.506851 2021-04-10 01:40:21,117 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.89ms, fps=3634 images/s, loss=1.1216, top1-acc=67.17%, top5-acc=91.88%, remaining_time=0:00:01.867684, arrival_time=2021-04-10 01:40:22.985064, cost_time=0:00:12.211702 2021-04-10 01:40:21,820 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=2.07ms, fps=3644 images/s, loss=1.1242, top1-acc=67.08%, top5-acc=91.87%, remaining_time=0:00:01.147984, arrival_time=2021-04-10 01:40:22.968410, cost_time=0:00:12.914760 2021-04-10 01:40:22,522 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.31ms, fps=3651 images/s, loss=1.1236, top1-acc=67.10%, top5-acc=91.87%, remaining_time=0:00:00.429996, arrival_time=2021-04-10 01:40:22.952177, cost_time=0:00:13.616566 2021-04-10 01:40:22,902 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.36ms, fps=3582 images/s, loss=1.1249, top1-acc=67.06%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:22.902289, cost_time=0:00:13.996713 2021-04-10 01:40:23,226 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.45ms, fps=7934 images/s, loss=1.7476, top1-acc=54.37%, top5-acc=83.05%, remaining_time=0:00:00.967980, arrival_time=2021-04-10 01:40:24.193970, cost_time=0:00:00.322656 2021-04-10 01:40:23,464 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.37ms, fps=10746 images/s, loss=1.8316, top1-acc=53.24%, top5-acc=82.05%, remaining_time=0:00:00.561240, arrival_time=2021-04-10 01:40:24.025914, cost_time=0:00:00.561243 2021-04-10 01:40:23,669 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.43ms, fps=12510 images/s, loss=1.8160, top1-acc=53.39%, top5-acc=82.27%, remaining_time=0:00:00.255490, arrival_time=2021-04-10 01:40:23.925363, cost_time=0:00:00.766465 2021-04-10 01:40:23,898 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.09ms, fps=10169 images/s, loss=1.8233, top1-acc=53.15%, top5-acc=81.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:23.898517, cost_time=0:00:00.995173 2021-04-10 01:40:23,936 INFO : Epoch=0072 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:32:14.499456, arrival_time=2021-04-10 02:12:38.435699, cost_time=0:18:08.155946 2021-04-10 01:40:23,941 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:40:24,863 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.50ms, fps=2777 images/s, loss=1.1366, top1-acc=66.45%, top5-acc=92.03%, remaining_time=0:00:17.144364, arrival_time=2021-04-10 01:40:42.007389, cost_time=0:00:00.921736 2021-04-10 01:40:25,569 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=2.00ms, fps=3626 images/s, loss=1.1128, top1-acc=67.70%, top5-acc=92.19%, remaining_time=0:00:14.331856, arrival_time=2021-04-10 01:40:39.901686, cost_time=0:00:01.628628 2021-04-10 01:40:26,277 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.49ms, fps=3624 images/s, loss=1.0940, top1-acc=67.96%, top5-acc=92.17%, remaining_time=0:00:12.924594, arrival_time=2021-04-10 01:40:39.201601, cost_time=0:00:02.335766 2021-04-10 01:40:26,988 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.77ms, fps=3600 images/s, loss=1.0922, top1-acc=68.18%, top5-acc=92.02%, remaining_time=0:00:11.885484, arrival_time=2021-04-10 01:40:38.874163, cost_time=0:00:03.047550 2021-04-10 01:40:27,693 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=5.25ms, fps=3635 images/s, loss=1.0921, top1-acc=68.18%, top5-acc=92.16%, remaining_time=0:00:10.956278, arrival_time=2021-04-10 01:40:38.649636, cost_time=0:00:03.752150 2021-04-10 01:40:28,391 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.06ms, fps=3672 images/s, loss=1.0870, top1-acc=68.24%, top5-acc=92.23%, remaining_time=0:00:10.086440, arrival_time=2021-04-10 01:40:38.477541, cost_time=0:00:04.449908 2021-04-10 01:40:29,107 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=2.26ms, fps=3576 images/s, loss=1.0914, top1-acc=68.03%, top5-acc=92.24%, remaining_time=0:00:09.299682, arrival_time=2021-04-10 01:40:38.407358, cost_time=0:00:05.166468 2021-04-10 01:40:29,812 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=2.70ms, fps=3637 images/s, loss=1.0939, top1-acc=68.02%, top5-acc=92.21%, remaining_time=0:00:08.512776, arrival_time=2021-04-10 01:40:38.324869, cost_time=0:00:05.870883 2021-04-10 01:40:30,535 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.44ms, fps=3576 images/s, loss=1.0936, top1-acc=67.90%, top5-acc=92.22%, remaining_time=0:00:07.766938, arrival_time=2021-04-10 01:40:38.302663, cost_time=0:00:06.594555 2021-04-10 01:40:31,236 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.77ms, fps=3655 images/s, loss=1.0959, top1-acc=67.88%, top5-acc=92.19%, remaining_time=0:00:07.003680, arrival_time=2021-04-10 01:40:38.240483, cost_time=0:00:07.295481 2021-04-10 01:40:31,944 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.95ms, fps=3622 images/s, loss=1.0938, top1-acc=67.91%, top5-acc=92.21%, remaining_time=0:00:06.257102, arrival_time=2021-04-10 01:40:38.201506, cost_time=0:00:08.003269 2021-04-10 01:40:32,647 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.47ms, fps=3642 images/s, loss=1.0969, top1-acc=67.84%, top5-acc=92.14%, remaining_time=0:00:05.514180, arrival_time=2021-04-10 01:40:38.161967, cost_time=0:00:08.706655 2021-04-10 01:40:33,359 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.82ms, fps=3601 images/s, loss=1.0985, top1-acc=67.75%, top5-acc=92.10%, remaining_time=0:00:04.781436, arrival_time=2021-04-10 01:40:38.140934, cost_time=0:00:09.418005 2021-04-10 01:40:34,075 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=2.16ms, fps=3580 images/s, loss=1.1023, top1-acc=67.60%, top5-acc=92.06%, remaining_time=0:00:04.053784, arrival_time=2021-04-10 01:40:38.129446, cost_time=0:00:10.134484 2021-04-10 01:40:34,775 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.41ms, fps=3660 images/s, loss=1.1052, top1-acc=67.51%, top5-acc=92.03%, remaining_time=0:00:03.322580, arrival_time=2021-04-10 01:40:38.098279, cost_time=0:00:10.834566 2021-04-10 01:40:35,515 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=2.97ms, fps=3465 images/s, loss=1.1096, top1-acc=67.35%, top5-acc=91.97%, remaining_time=0:00:02.604132, arrival_time=2021-04-10 01:40:38.119229, cost_time=0:00:11.573858 2021-04-10 01:40:36,237 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=2.69ms, fps=3548 images/s, loss=1.1106, top1-acc=67.31%, top5-acc=91.99%, remaining_time=0:00:01.880580, arrival_time=2021-04-10 01:40:38.117999, cost_time=0:00:12.296122 2021-04-10 01:40:36,968 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.58ms, fps=3507 images/s, loss=1.1095, top1-acc=67.33%, top5-acc=92.01%, remaining_time=0:00:01.157968, arrival_time=2021-04-10 01:40:38.126232, cost_time=0:00:13.027120 2021-04-10 01:40:37,680 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=2.83ms, fps=3599 images/s, loss=1.1131, top1-acc=67.24%, top5-acc=91.95%, remaining_time=0:00:00.433866, arrival_time=2021-04-10 01:40:38.114177, cost_time=0:00:13.739028 2021-04-10 01:40:38,074 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=0.12ms, fps=3459 images/s, loss=1.1141, top1-acc=67.21%, top5-acc=91.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:38.074343, cost_time=0:00:14.133195 2021-04-10 01:40:38,445 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=46.45ms, fps=6928 images/s, loss=1.8688, top1-acc=52.73%, top5-acc=82.34%, remaining_time=0:00:01.108470, arrival_time=2021-04-10 01:40:39.553839, cost_time=0:00:00.369490 2021-04-10 01:40:38,674 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.55ms, fps=11191 images/s, loss=1.8867, top1-acc=52.30%, top5-acc=81.86%, remaining_time=0:00:00.598740, arrival_time=2021-04-10 01:40:39.273397, cost_time=0:00:00.598739 2021-04-10 01:40:38,939 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=10.42ms, fps=9688 images/s, loss=1.8557, top1-acc=53.23%, top5-acc=82.27%, remaining_time=0:00:00.287840, arrival_time=2021-04-10 01:40:39.227252, cost_time=0:00:00.863525 2021-04-10 01:40:39,175 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.06ms, fps=9855 images/s, loss=1.8807, top1-acc=52.63%, top5-acc=82.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:39.175272, cost_time=0:00:01.099464 2021-04-10 01:40:39,206 INFO : Epoch=0073 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:31:59.658848, arrival_time=2021-04-10 02:12:38.865086, cost_time=0:18:23.425940 2021-04-10 01:40:39,206 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:40:40,127 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.26ms, fps=2781 images/s, loss=1.1143, top1-acc=67.03%, top5-acc=92.93%, remaining_time=0:00:17.118882, arrival_time=2021-04-10 01:40:57.246370, cost_time=0:00:00.920370 2021-04-10 01:40:40,832 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.05ms, fps=3635 images/s, loss=1.0884, top1-acc=67.87%, top5-acc=92.79%, remaining_time=0:00:14.302816, arrival_time=2021-04-10 01:40:55.135402, cost_time=0:00:01.625329 2021-04-10 01:40:41,531 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.60ms, fps=3665 images/s, loss=1.0983, top1-acc=67.67%, top5-acc=92.33%, remaining_time=0:00:12.863340, arrival_time=2021-04-10 01:40:54.395170, cost_time=0:00:02.324713 2021-04-10 01:40:42,240 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=2.03ms, fps=3614 images/s, loss=1.1026, top1-acc=67.63%, top5-acc=92.15%, remaining_time=0:00:11.831196, arrival_time=2021-04-10 01:40:54.072000, cost_time=0:00:03.033658 2021-04-10 01:40:42,947 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.99ms, fps=3625 images/s, loss=1.1005, top1-acc=67.68%, top5-acc=92.14%, remaining_time=0:00:10.921968, arrival_time=2021-04-10 01:40:53.869446, cost_time=0:00:03.740403 2021-04-10 01:40:43,645 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.31ms, fps=3672 images/s, loss=1.0869, top1-acc=68.16%, top5-acc=92.26%, remaining_time=0:00:10.059376, arrival_time=2021-04-10 01:40:53.704475, cost_time=0:00:04.437975 2021-04-10 01:40:44,349 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.67ms, fps=3638 images/s, loss=1.0899, top1-acc=68.11%, top5-acc=92.29%, remaining_time=0:00:09.255960, arrival_time=2021-04-10 01:40:53.605306, cost_time=0:00:05.142196 2021-04-10 01:40:45,061 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.20ms, fps=3600 images/s, loss=1.0834, top1-acc=68.22%, top5-acc=92.36%, remaining_time=0:00:08.488184, arrival_time=2021-04-10 01:40:53.549272, cost_time=0:00:05.853957 2021-04-10 01:40:45,767 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.98ms, fps=3628 images/s, loss=1.0906, top1-acc=68.02%, top5-acc=92.27%, remaining_time=0:00:07.726446, arrival_time=2021-04-10 01:40:53.493769, cost_time=0:00:06.560202 2021-04-10 01:40:46,468 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.95ms, fps=3655 images/s, loss=1.0926, top1-acc=67.93%, top5-acc=92.24%, remaining_time=0:00:06.970752, arrival_time=2021-04-10 01:40:53.438978, cost_time=0:00:07.261164 2021-04-10 01:40:47,171 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.35ms, fps=3645 images/s, loss=1.0908, top1-acc=67.93%, top5-acc=92.29%, remaining_time=0:00:06.226314, arrival_time=2021-04-10 01:40:53.397405, cost_time=0:00:07.963938 2021-04-10 01:40:47,878 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.05ms, fps=3622 images/s, loss=1.0919, top1-acc=67.85%, top5-acc=92.31%, remaining_time=0:00:05.491836, arrival_time=2021-04-10 01:40:53.370326, cost_time=0:00:08.671359 2021-04-10 01:40:48,589 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=2.29ms, fps=3606 images/s, loss=1.0965, top1-acc=67.68%, top5-acc=92.22%, remaining_time=0:00:04.763154, arrival_time=2021-04-10 01:40:53.352143, cost_time=0:00:09.381923 2021-04-10 01:40:49,310 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.24ms, fps=3554 images/s, loss=1.0971, top1-acc=67.74%, top5-acc=92.21%, remaining_time=0:00:04.041072, arrival_time=2021-04-10 01:40:53.351105, cost_time=0:00:10.102628 2021-04-10 01:40:50,049 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.73ms, fps=3469 images/s, loss=1.1029, top1-acc=67.59%, top5-acc=92.11%, remaining_time=0:00:03.324880, arrival_time=2021-04-10 01:40:53.374001, cost_time=0:00:10.841995 2021-04-10 01:40:50,759 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.56ms, fps=3609 images/s, loss=1.1049, top1-acc=67.56%, top5-acc=92.12%, remaining_time=0:00:02.599164, arrival_time=2021-04-10 01:40:53.358251, cost_time=0:00:11.551865 2021-04-10 01:40:51,460 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.49ms, fps=3655 images/s, loss=1.1050, top1-acc=67.52%, top5-acc=92.14%, remaining_time=0:00:01.874002, arrival_time=2021-04-10 01:40:53.334211, cost_time=0:00:12.253075 2021-04-10 01:40:52,165 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=1.1055, top1-acc=67.50%, top5-acc=92.12%, remaining_time=0:00:01.151840, arrival_time=2021-04-10 01:40:53.317329, cost_time=0:00:12.958256 2021-04-10 01:40:52,884 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.89ms, fps=3564 images/s, loss=1.1073, top1-acc=67.42%, top5-acc=92.11%, remaining_time=0:00:00.431922, arrival_time=2021-04-10 01:40:53.316561, cost_time=0:00:13.677504 2021-04-10 01:40:53,271 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=0.12ms, fps=3519 images/s, loss=1.1077, top1-acc=67.38%, top5-acc=92.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:53.271676, cost_time=0:00:14.064570 2021-04-10 01:40:53,623 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=34.72ms, fps=7309 images/s, loss=1.7536, top1-acc=54.53%, top5-acc=84.41%, remaining_time=0:00:01.050720, arrival_time=2021-04-10 01:40:54.674230, cost_time=0:00:00.350241 2021-04-10 01:40:53,866 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.32ms, fps=10551 images/s, loss=1.7225, top1-acc=54.77%, top5-acc=84.26%, remaining_time=0:00:00.593360, arrival_time=2021-04-10 01:40:54.460050, cost_time=0:00:00.593352 2021-04-10 01:40:54,116 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=48.20ms, fps=10281 images/s, loss=1.6993, top1-acc=55.25%, top5-acc=84.39%, remaining_time=0:00:00.281010, arrival_time=2021-04-10 01:40:54.397305, cost_time=0:00:00.843016 2021-04-10 01:40:54,366 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.07ms, fps=9298 images/s, loss=1.6900, top1-acc=55.18%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:54.366270, cost_time=0:00:01.093057 2021-04-10 01:40:54,392 INFO : Epoch=0074 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:31:44.664762, arrival_time=2021-04-10 02:12:39.057655, cost_time=0:18:38.612640 2021-04-10 01:40:54,393 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:40:55,295 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=2.17ms, fps=2838 images/s, loss=1.1012, top1-acc=66.76%, top5-acc=92.30%, remaining_time=0:00:16.779804, arrival_time=2021-04-10 01:41:12.075511, cost_time=0:00:00.902141 2021-04-10 01:40:55,999 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.71ms, fps=3641 images/s, loss=1.0820, top1-acc=68.36%, top5-acc=92.52%, remaining_time=0:00:14.132096, arrival_time=2021-04-10 01:41:10.131773, cost_time=0:00:01.605924 2021-04-10 01:40:56,697 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.59ms, fps=3674 images/s, loss=1.0900, top1-acc=68.10%, top5-acc=92.50%, remaining_time=0:00:12.747804, arrival_time=2021-04-10 01:41:09.445196, cost_time=0:00:02.303823 2021-04-10 01:40:57,396 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=2.09ms, fps=3665 images/s, loss=1.0769, top1-acc=68.54%, top5-acc=92.79%, remaining_time=0:00:11.711544, arrival_time=2021-04-10 01:41:09.108117, cost_time=0:00:03.002964 2021-04-10 01:40:58,111 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.91ms, fps=3586 images/s, loss=1.0842, top1-acc=68.29%, top5-acc=92.74%, remaining_time=0:00:10.855100, arrival_time=2021-04-10 01:41:08.966192, cost_time=0:00:03.717491 2021-04-10 01:40:58,817 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.89ms, fps=3629 images/s, loss=1.0935, top1-acc=68.06%, top5-acc=92.53%, remaining_time=0:00:10.026736, arrival_time=2021-04-10 01:41:08.843884, cost_time=0:00:04.423584 2021-04-10 01:40:59,536 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.65ms, fps=3564 images/s, loss=1.0958, top1-acc=67.94%, top5-acc=92.46%, remaining_time=0:00:09.256590, arrival_time=2021-04-10 01:41:08.792764, cost_time=0:00:05.142529 2021-04-10 01:41:00,247 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=2.04ms, fps=3602 images/s, loss=1.0934, top1-acc=68.00%, top5-acc=92.50%, remaining_time=0:00:08.488300, arrival_time=2021-04-10 01:41:08.735865, cost_time=0:00:05.854018 2021-04-10 01:41:00,949 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.40ms, fps=3651 images/s, loss=1.0935, top1-acc=68.02%, top5-acc=92.46%, remaining_time=0:00:07.721146, arrival_time=2021-04-10 01:41:08.670325, cost_time=0:00:06.555668 2021-04-10 01:41:01,655 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.47ms, fps=3630 images/s, loss=1.0926, top1-acc=68.05%, top5-acc=92.39%, remaining_time=0:00:06.970848, arrival_time=2021-04-10 01:41:08.625841, cost_time=0:00:07.261334 2021-04-10 01:41:02,383 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.98ms, fps=3519 images/s, loss=1.0891, top1-acc=68.11%, top5-acc=92.49%, remaining_time=0:00:06.246438, arrival_time=2021-04-10 01:41:08.629579, cost_time=0:00:07.989595 2021-04-10 01:41:03,087 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.66ms, fps=3637 images/s, loss=1.0937, top1-acc=67.95%, top5-acc=92.37%, remaining_time=0:00:05.506276, arrival_time=2021-04-10 01:41:08.593910, cost_time=0:00:08.694071 2021-04-10 01:41:03,787 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.44ms, fps=3660 images/s, loss=1.0932, top1-acc=67.97%, top5-acc=92.36%, remaining_time=0:00:04.769358, arrival_time=2021-04-10 01:41:08.557076, cost_time=0:00:09.394138 2021-04-10 01:41:04,498 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.43ms, fps=3604 images/s, loss=1.1003, top1-acc=67.77%, top5-acc=92.27%, remaining_time=0:00:04.042024, arrival_time=2021-04-10 01:41:08.540701, cost_time=0:00:10.105060 2021-04-10 01:41:05,201 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.58ms, fps=3647 images/s, loss=1.1004, top1-acc=67.70%, top5-acc=92.32%, remaining_time=0:00:03.314438, arrival_time=2021-04-10 01:41:08.515878, cost_time=0:00:10.807876 2021-04-10 01:41:05,909 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.95ms, fps=3621 images/s, loss=1.1006, top1-acc=67.73%, top5-acc=92.27%, remaining_time=0:00:02.590956, arrival_time=2021-04-10 01:41:08.499934, cost_time=0:00:11.515410 2021-04-10 01:41:06,618 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.87ms, fps=3613 images/s, loss=1.1024, top1-acc=67.65%, top5-acc=92.23%, remaining_time=0:00:01.869686, arrival_time=2021-04-10 01:41:08.488139, cost_time=0:00:12.224925 2021-04-10 01:41:07,325 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=2.04ms, fps=3627 images/s, loss=1.1010, top1-acc=67.73%, top5-acc=92.23%, remaining_time=0:00:01.149440, arrival_time=2021-04-10 01:41:08.474395, cost_time=0:00:12.931275 2021-04-10 01:41:08,033 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.39ms, fps=3615 images/s, loss=1.1017, top1-acc=67.77%, top5-acc=92.21%, remaining_time=0:00:00.430746, arrival_time=2021-04-10 01:41:08.464608, cost_time=0:00:13.640329 2021-04-10 01:41:08,414 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.08ms, fps=3580 images/s, loss=1.1028, top1-acc=67.77%, top5-acc=92.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:08.414180, cost_time=0:00:14.020664 2021-04-10 01:41:08,768 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=38.57ms, fps=7243 images/s, loss=1.7830, top1-acc=53.52%, top5-acc=82.46%, remaining_time=0:00:01.060200, arrival_time=2021-04-10 01:41:09.828867, cost_time=0:00:00.353402 2021-04-10 01:41:09,014 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.29ms, fps=10421 images/s, loss=1.7366, top1-acc=53.83%, top5-acc=83.01%, remaining_time=0:00:00.599420, arrival_time=2021-04-10 01:41:09.614135, cost_time=0:00:00.599423 2021-04-10 01:41:09,288 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=27.78ms, fps=9366 images/s, loss=1.7042, top1-acc=54.75%, top5-acc=83.27%, remaining_time=0:00:00.291070, arrival_time=2021-04-10 01:41:09.579609, cost_time=0:00:00.873222 2021-04-10 01:41:09,451 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.10ms, fps=14297 images/s, loss=1.7031, top1-acc=54.71%, top5-acc=83.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:09.451265, cost_time=0:00:01.035983 2021-04-10 01:41:09,496 INFO : Epoch=0075 complete, best val top1-acc=56.45%, top5-acc=85.05% (epoch=69), remaining_time=0:31:29.527375, arrival_time=2021-04-10 02:12:39.024131, cost_time=0:18:53.716444 2021-04-10 01:41:09,497 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 01:41:10,402 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.21ms, fps=2831 images/s, loss=1.0490, top1-acc=68.71%, top5-acc=92.70%, remaining_time=0:00:16.819422, arrival_time=2021-04-10 01:41:27.221539, cost_time=0:00:00.904273 2021-04-10 01:41:11,096 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.80ms, fps=3689 images/s, loss=1.0416, top1-acc=69.16%, top5-acc=93.07%, remaining_time=0:00:14.068912, arrival_time=2021-04-10 01:41:25.165524, cost_time=0:00:01.598746 2021-04-10 01:41:11,793 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.46ms, fps=3675 images/s, loss=1.0492, top1-acc=69.28%, top5-acc=92.77%, remaining_time=0:00:12.703150, arrival_time=2021-04-10 01:41:24.496813, cost_time=0:00:02.295744 2021-04-10 01:41:12,493 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.43ms, fps=3662 images/s, loss=1.0547, top1-acc=68.96%, top5-acc=92.62%, remaining_time=0:00:11.682216, arrival_time=2021-04-10 01:41:24.175526, cost_time=0:00:02.995448 2021-04-10 01:41:13,192 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.82ms, fps=3662 images/s, loss=1.0643, top1-acc=68.80%, top5-acc=92.44%, remaining_time=0:00:10.789254, arrival_time=2021-04-10 01:41:23.982084, cost_time=0:00:03.694938 2021-04-10 01:41:13,895 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.52ms, fps=3647 images/s, loss=1.0628, top1-acc=68.74%, top5-acc=92.55%, remaining_time=0:00:09.967712, arrival_time=2021-04-10 01:41:23.863142, cost_time=0:00:04.397550 2021-04-10 01:41:14,601 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=2.07ms, fps=3627 images/s, loss=1.0658, top1-acc=68.75%, top5-acc=92.50%, remaining_time=0:00:09.187038, arrival_time=2021-04-10 01:41:23.788801, cost_time=0:00:05.103879 2021-04-10 01:41:15,301 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.60ms, fps=3662 images/s, loss=1.0737, top1-acc=68.52%, top5-acc=92.44%, remaining_time=0:00:08.415684, arrival_time=2021-04-10 01:41:23.717468, cost_time=0:00:05.803940 2021-04-10 01:41:16,008 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.20ms, fps=3628 images/s, loss=1.0747, top1-acc=68.45%, top5-acc=92.40%, remaining_time=0:00:07.667192, arrival_time=2021-04-10 01:41:23.675098, cost_time=0:00:06.509911 2021-04-10 01:41:16,718 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.91ms, fps=3608 images/s, loss=1.0788, top1-acc=68.28%, top5-acc=92.34%, remaining_time=0:00:06.931392, arrival_time=2021-04-10 01:41:23.649544, cost_time=0:00:07.220237 2021-04-10 01:41:17,412 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.43ms, fps=3689 images/s, loss=1.0813, top1-acc=68.32%, top5-acc=92.27%, remaining_time=0:00:06.187958, arrival_time=2021-04-10 01:41:23.600610, cost_time=0:00:07.914814 2021-04-10 01:41:18,118 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=2.04ms, fps=3630 images/s, loss=1.0877, top1-acc=68.09%, top5-acc=92.21%, remaining_time=0:00:05.459688, arrival_time=2021-04-10 01:41:23.578140, cost_time=0:00:08.620549 2021-04-10 01:41:18,824 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=2.03ms, fps=3628 images/s, loss=1.0871, top1-acc=68.10%, top5-acc=92.24%, remaining_time=0:00:04.735170, arrival_time=2021-04-10 01:41:23.559894, cost_time=0:00:09.326827 2021-04-10 01:41:19,527 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.60ms, fps=3644 images/s, loss=1.0885, top1-acc=68.07%, top5-acc=92.20%, remaining_time=0:00:04.011952, arrival_time=2021-04-10 01:41:23.539707, cost_time=0:00:10.029906 2021-04-10 01:41:20,224 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.33ms, fps=3677 images/s, loss=1.0925, top1-acc=67.89%, top5-acc=92.13%, remaining_time=0:00:03.289460, arrival_time=2021-04-10 01:41:23.513908, cost_time=0:00:10.726561 2021-04-10 01:41:20,932 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=2.14ms, fps=3619 images/s, loss=1.0924, top1-acc=67.88%, top5-acc=92.14%, remaining_time=0:00:02.572776, arrival_time=2021-04-10 01:41:23.505215, cost_time=0:00:11.434526 2021-04-10 01:41:21,635 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.68ms, fps=3643 images/s, loss=1.0920, top1-acc=67.88%, top5-acc=92.16%, remaining_time=0:00:01.856374, arrival_time=2021-04-10 01:41:23.492038, cost_time=0:00:12.137805 2021-04-10 01:41:22,347 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=2.09ms, fps=3600 images/s, loss=1.0943, top1-acc=67.81%, top5-acc=92.14%, remaining_time=0:00:01.142176, arrival_time=2021-04-10 01:41:23.489485, cost_time=0:00:12.849469 2021-04-10 01:41:23,042 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.27ms, fps=3688 images/s, loss=1.0946, top1-acc=67.77%, top5-acc=92.13%, remaining_time=0:00:00.427710, arrival_time=2021-04-10 01:41:23.469677, cost_time=0:00:13.544094 2021-04-10 01:41:23,420 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.09ms, fps=3595 images/s, loss=1.0943, top1-acc=67.80%, top5-acc=92.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:23.420742, cost_time=0:00:13.922931 2021-04-10 01:41:23,769 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.21ms, fps=7365 images/s, loss=1.6708, top1-acc=55.31%, top5-acc=83.52%, remaining_time=0:00:01.042680, arrival_time=2021-04-10 01:41:24.811994, cost_time=0:00:00.347559 2021-04-10 01:41:24,007 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.29ms, fps=10793 images/s, loss=1.6311, top1-acc=55.61%, top5-acc=84.80%, remaining_time=0:00:00.585160, arrival_time=2021-04-10 01:41:24.592129, cost_time=0:00:00.585163 2021-04-10 01:41:24,278 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.20ms, fps=9441 images/s, loss=1.6192, top1-acc=56.12%, top5-acc=85.01%, remaining_time=0:00:00.285600, arrival_time=2021-04-10 01:41:24.564172, cost_time=0:00:00.856813 2021-04-10 01:41:24,506 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=10196 images/s, loss=1.6204, top1-acc=56.65%, top5-acc=85.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:24.506514, cost_time=0:00:01.084723 2021-04-10 01:41:24,581 INFO : Epoch=0076 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:31:14.360316, arrival_time=2021-04-10 02:12:38.942121, cost_time=0:19:08.801486 2021-04-10 01:41:24,582 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 01:41:25,513 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.28ms, fps=2751 images/s, loss=1.0571, top1-acc=68.98%, top5-acc=92.34%, remaining_time=0:00:17.310648, arrival_time=2021-04-10 01:41:42.824234, cost_time=0:00:00.930682 2021-04-10 01:41:26,219 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.98ms, fps=3631 images/s, loss=1.0483, top1-acc=69.12%, top5-acc=92.85%, remaining_time=0:00:14.400144, arrival_time=2021-04-10 01:41:40.619435, cost_time=0:00:01.636386 2021-04-10 01:41:26,919 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.93ms, fps=3661 images/s, loss=1.0451, top1-acc=69.34%, top5-acc=92.94%, remaining_time=0:00:12.926752, arrival_time=2021-04-10 01:41:39.845784, cost_time=0:00:02.336175 2021-04-10 01:41:27,609 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.45ms, fps=3713 images/s, loss=1.0603, top1-acc=68.83%, top5-acc=92.69%, remaining_time=0:00:11.802024, arrival_time=2021-04-10 01:41:39.411047, cost_time=0:00:03.026148 2021-04-10 01:41:28,305 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.41ms, fps=3677 images/s, loss=1.0691, top1-acc=68.45%, top5-acc=92.59%, remaining_time=0:00:10.870576, arrival_time=2021-04-10 01:41:39.176313, cost_time=0:00:03.722797 2021-04-10 01:41:29,011 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=2.10ms, fps=3629 images/s, loss=1.0691, top1-acc=68.37%, top5-acc=92.60%, remaining_time=0:00:10.038568, arrival_time=2021-04-10 01:41:39.050278, cost_time=0:00:04.428809 2021-04-10 01:41:29,723 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.08ms, fps=3602 images/s, loss=1.0677, top1-acc=68.30%, top5-acc=92.76%, remaining_time=0:00:09.252306, arrival_time=2021-04-10 01:41:38.975356, cost_time=0:00:05.140177 2021-04-10 01:41:30,427 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=2.09ms, fps=3639 images/s, loss=1.0712, top1-acc=68.35%, top5-acc=92.68%, remaining_time=0:00:08.474032, arrival_time=2021-04-10 01:41:38.901079, cost_time=0:00:05.844136 2021-04-10 01:41:31,139 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.59ms, fps=3596 images/s, loss=1.0727, top1-acc=68.16%, top5-acc=92.67%, remaining_time=0:00:07.722418, arrival_time=2021-04-10 01:41:38.861977, cost_time=0:00:06.556726 2021-04-10 01:41:31,842 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.46ms, fps=3645 images/s, loss=1.0695, top1-acc=68.31%, top5-acc=92.66%, remaining_time=0:00:06.969024, arrival_time=2021-04-10 01:41:38.811321, cost_time=0:00:07.259389 2021-04-10 01:41:32,543 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.50ms, fps=3658 images/s, loss=1.0730, top1-acc=68.27%, top5-acc=92.63%, remaining_time=0:00:06.223476, arrival_time=2021-04-10 01:41:38.766593, cost_time=0:00:07.960207 2021-04-10 01:41:33,240 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.77ms, fps=3672 images/s, loss=1.0738, top1-acc=68.26%, top5-acc=92.61%, remaining_time=0:00:05.483400, arrival_time=2021-04-10 01:41:38.724274, cost_time=0:00:08.658016 2021-04-10 01:41:33,939 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.61ms, fps=3666 images/s, loss=1.0766, top1-acc=68.22%, top5-acc=92.58%, remaining_time=0:00:04.750350, arrival_time=2021-04-10 01:41:38.690056, cost_time=0:00:09.356801 2021-04-10 01:41:34,639 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.26ms, fps=3660 images/s, loss=1.0806, top1-acc=68.13%, top5-acc=92.52%, remaining_time=0:00:04.022704, arrival_time=2021-04-10 01:41:38.662386, cost_time=0:00:10.056759 2021-04-10 01:41:35,344 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.89ms, fps=3636 images/s, loss=1.0827, top1-acc=68.02%, top5-acc=92.55%, remaining_time=0:00:03.300132, arrival_time=2021-04-10 01:41:38.644491, cost_time=0:00:10.761328 2021-04-10 01:41:36,042 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.42ms, fps=3672 images/s, loss=1.0860, top1-acc=67.88%, top5-acc=92.49%, remaining_time=0:00:02.578320, arrival_time=2021-04-10 01:41:38.620443, cost_time=0:00:11.459268 2021-04-10 01:41:36,797 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.93ms, fps=3391 images/s, loss=1.0895, top1-acc=67.90%, top5-acc=92.40%, remaining_time=0:00:01.868126, arrival_time=2021-04-10 01:41:38.665626, cost_time=0:00:12.214620 2021-04-10 01:41:37,492 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.75ms, fps=3686 images/s, loss=1.0903, top1-acc=67.91%, top5-acc=92.37%, remaining_time=0:00:01.147520, arrival_time=2021-04-10 01:41:38.640135, cost_time=0:00:12.909640 2021-04-10 01:41:38,210 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=2.26ms, fps=3569 images/s, loss=1.0925, top1-acc=67.92%, top5-acc=92.33%, remaining_time=0:00:00.430344, arrival_time=2021-04-10 01:41:38.640963, cost_time=0:00:13.627634 2021-04-10 01:41:38,597 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.12ms, fps=3520 images/s, loss=1.0948, top1-acc=67.90%, top5-acc=92.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:38.597696, cost_time=0:00:14.014794 2021-04-10 01:41:38,945 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.45ms, fps=7390 images/s, loss=1.6926, top1-acc=55.39%, top5-acc=84.30%, remaining_time=0:00:01.039140, arrival_time=2021-04-10 01:41:39.984824, cost_time=0:00:00.346383 2021-04-10 01:41:39,194 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.40ms, fps=10331 images/s, loss=1.7261, top1-acc=55.21%, top5-acc=84.20%, remaining_time=0:00:00.594700, arrival_time=2021-04-10 01:41:39.788706, cost_time=0:00:00.594700 2021-04-10 01:41:39,442 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=2.35ms, fps=10345 images/s, loss=1.7378, top1-acc=54.91%, top5-acc=83.88%, remaining_time=0:00:00.280890, arrival_time=2021-04-10 01:41:39.722863, cost_time=0:00:00.842673 2021-04-10 01:41:39,691 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.10ms, fps=9323 images/s, loss=1.7571, top1-acc=54.40%, top5-acc=83.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:39.691342, cost_time=0:00:01.092036 2021-04-10 01:41:39,737 INFO : Epoch=0077 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:30:59.307729, arrival_time=2021-04-10 02:12:39.044922, cost_time=0:19:23.956891 2021-04-10 01:41:39,738 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 01:41:40,666 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=0.53ms, fps=2759 images/s, loss=1.0506, top1-acc=68.55%, top5-acc=92.85%, remaining_time=0:00:17.258754, arrival_time=2021-04-10 01:41:57.925024, cost_time=0:00:00.927888 2021-04-10 01:41:41,370 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.15ms, fps=3640 images/s, loss=1.0377, top1-acc=68.55%, top5-acc=93.09%, remaining_time=0:00:14.361952, arrival_time=2021-04-10 01:41:55.732265, cost_time=0:00:01.632034 2021-04-10 01:41:42,075 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.54ms, fps=3633 images/s, loss=1.0440, top1-acc=68.62%, top5-acc=93.07%, remaining_time=0:00:12.933226, arrival_time=2021-04-10 01:41:55.008912, cost_time=0:00:02.337333 2021-04-10 01:41:42,780 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.86ms, fps=3639 images/s, loss=1.0376, top1-acc=68.98%, top5-acc=93.22%, remaining_time=0:00:11.862708, arrival_time=2021-04-10 01:41:54.642697, cost_time=0:00:03.041703 2021-04-10 01:41:43,479 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.97ms, fps=3664 images/s, loss=1.0420, top1-acc=69.19%, top5-acc=93.11%, remaining_time=0:00:10.923866, arrival_time=2021-04-10 01:41:54.403147, cost_time=0:00:03.741058 2021-04-10 01:41:44,182 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.55ms, fps=3645 images/s, loss=1.0517, top1-acc=68.83%, top5-acc=93.16%, remaining_time=0:00:10.072704, arrival_time=2021-04-10 01:41:54.254767, cost_time=0:00:04.443814 2021-04-10 01:41:44,926 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.36ms, fps=3444 images/s, loss=1.0541, top1-acc=68.83%, top5-acc=93.05%, remaining_time=0:00:09.337860, arrival_time=2021-04-10 01:41:54.263891, cost_time=0:00:05.187702 2021-04-10 01:41:45,638 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.54ms, fps=3597 images/s, loss=1.0571, top1-acc=68.78%, top5-acc=93.02%, remaining_time=0:00:08.555232, arrival_time=2021-04-10 01:41:54.193604, cost_time=0:00:05.900175 2021-04-10 01:41:46,370 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=2.24ms, fps=3499 images/s, loss=1.0569, top1-acc=68.78%, top5-acc=93.01%, remaining_time=0:00:07.811352, arrival_time=2021-04-10 01:41:54.181850, cost_time=0:00:06.632284 2021-04-10 01:41:47,081 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=2.26ms, fps=3604 images/s, loss=1.0541, top1-acc=68.81%, top5-acc=93.02%, remaining_time=0:00:07.049376, arrival_time=2021-04-10 01:41:54.130748, cost_time=0:00:07.343068 2021-04-10 01:41:47,807 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=17.24ms, fps=3527 images/s, loss=1.0598, top1-acc=68.66%, top5-acc=92.94%, remaining_time=0:00:06.308960, arrival_time=2021-04-10 01:41:54.116858, cost_time=0:00:08.069613 2021-04-10 01:41:48,524 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.56ms, fps=3579 images/s, loss=1.0644, top1-acc=68.47%, top5-acc=92.88%, remaining_time=0:00:05.564188, arrival_time=2021-04-10 01:41:54.088175, cost_time=0:00:08.785608 2021-04-10 01:41:49,229 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=2.15ms, fps=3631 images/s, loss=1.0636, top1-acc=68.43%, top5-acc=92.88%, remaining_time=0:00:04.818792, arrival_time=2021-04-10 01:41:54.048678, cost_time=0:00:09.491615 2021-04-10 01:41:49,948 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.93ms, fps=3565 images/s, loss=1.0695, top1-acc=68.30%, top5-acc=92.75%, remaining_time=0:00:04.084136, arrival_time=2021-04-10 01:41:54.032805, cost_time=0:00:10.210374 2021-04-10 01:41:50,653 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.90ms, fps=3637 images/s, loss=1.0718, top1-acc=68.21%, top5-acc=92.71%, remaining_time=0:00:03.347282, arrival_time=2021-04-10 01:41:54.000596, cost_time=0:00:10.915057 2021-04-10 01:41:51,352 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.07ms, fps=3665 images/s, loss=1.0720, top1-acc=68.26%, top5-acc=92.68%, remaining_time=0:00:02.613168, arrival_time=2021-04-10 01:41:53.965627, cost_time=0:00:11.614074 2021-04-10 01:41:52,056 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.75ms, fps=3641 images/s, loss=1.0762, top1-acc=68.17%, top5-acc=92.61%, remaining_time=0:00:01.883934, arrival_time=2021-04-10 01:41:53.940239, cost_time=0:00:12.318016 2021-04-10 01:41:52,762 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.83ms, fps=3630 images/s, loss=1.0775, top1-acc=68.12%, top5-acc=92.60%, remaining_time=0:00:01.157680, arrival_time=2021-04-10 01:41:53.919886, cost_time=0:00:13.023940 2021-04-10 01:41:53,468 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.88ms, fps=3628 images/s, loss=1.0809, top1-acc=68.01%, top5-acc=92.55%, remaining_time=0:00:00.433584, arrival_time=2021-04-10 01:41:53.902145, cost_time=0:00:13.730254 2021-04-10 01:41:53,852 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.57ms, fps=3548 images/s, loss=1.0806, top1-acc=68.04%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:53.852386, cost_time=0:00:14.114176 2021-04-10 01:41:54,216 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.41ms, fps=7061 images/s, loss=1.7370, top1-acc=53.52%, top5-acc=82.70%, remaining_time=0:00:01.087620, arrival_time=2021-04-10 01:41:55.303628, cost_time=0:00:00.362539 2021-04-10 01:41:54,458 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.43ms, fps=10562 images/s, loss=1.7801, top1-acc=53.55%, top5-acc=82.05%, remaining_time=0:00:00.605420, arrival_time=2021-04-10 01:41:55.064296, cost_time=0:00:00.605414 2021-04-10 01:41:54,713 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=0.39ms, fps=10083 images/s, loss=1.7733, top1-acc=53.61%, top5-acc=82.64%, remaining_time=0:00:00.286600, arrival_time=2021-04-10 01:41:54.999882, cost_time=0:00:00.859802 2021-04-10 01:41:54,953 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.11ms, fps=9680 images/s, loss=1.7815, top1-acc=53.35%, top5-acc=82.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:54.953766, cost_time=0:00:01.100335 2021-04-10 01:41:54,997 INFO : Epoch=0078 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:30:44.415764, arrival_time=2021-04-10 02:12:39.412704, cost_time=0:19:39.216636 2021-04-10 01:41:54,997 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 01:41:55,925 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.38ms, fps=2761 images/s, loss=1.0521, top1-acc=68.59%, top5-acc=92.93%, remaining_time=0:00:17.243130, arrival_time=2021-04-10 01:42:13.168227, cost_time=0:00:00.927048 2021-04-10 01:41:56,627 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.69ms, fps=3649 images/s, loss=1.0462, top1-acc=69.12%, top5-acc=93.26%, remaining_time=0:00:14.336784, arrival_time=2021-04-10 01:42:10.964039, cost_time=0:00:01.629172 2021-04-10 01:41:57,329 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.09ms, fps=3649 images/s, loss=1.0552, top1-acc=68.79%, top5-acc=93.03%, remaining_time=0:00:12.899860, arrival_time=2021-04-10 01:42:10.229179, cost_time=0:00:02.331312 2021-04-10 01:41:58,033 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.80ms, fps=3636 images/s, loss=1.0571, top1-acc=68.93%, top5-acc=92.84%, remaining_time=0:00:11.839932, arrival_time=2021-04-10 01:42:09.873846, cost_time=0:00:03.035883 2021-04-10 01:41:58,742 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.79ms, fps=3617 images/s, loss=1.0607, top1-acc=68.69%, top5-acc=92.91%, remaining_time=0:00:10.932772, arrival_time=2021-04-10 01:42:09.675007, cost_time=0:00:03.744087 2021-04-10 01:41:59,455 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=2.45ms, fps=3594 images/s, loss=1.0640, top1-acc=68.70%, top5-acc=92.80%, remaining_time=0:00:10.103032, arrival_time=2021-04-10 01:42:09.558334, cost_time=0:00:04.457216 2021-04-10 01:42:00,181 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.72ms, fps=3530 images/s, loss=1.0647, top1-acc=68.65%, top5-acc=92.77%, remaining_time=0:00:09.330300, arrival_time=2021-04-10 01:42:09.511843, cost_time=0:00:05.183504 2021-04-10 01:42:00,887 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.76ms, fps=3630 images/s, loss=1.0628, top1-acc=68.75%, top5-acc=92.74%, remaining_time=0:00:08.539688, arrival_time=2021-04-10 01:42:09.427164, cost_time=0:00:05.889420 2021-04-10 01:42:01,590 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.58ms, fps=3642 images/s, loss=1.0664, top1-acc=68.56%, top5-acc=92.66%, remaining_time=0:00:07.764924, arrival_time=2021-04-10 01:42:09.355851, cost_time=0:00:06.592890 2021-04-10 01:42:02,294 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.13ms, fps=3645 images/s, loss=1.0674, top1-acc=68.54%, top5-acc=92.63%, remaining_time=0:00:07.003968, arrival_time=2021-04-10 01:42:09.297958, cost_time=0:00:07.295831 2021-04-10 01:42:02,996 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.36ms, fps=3650 images/s, loss=1.0700, top1-acc=68.58%, top5-acc=92.60%, remaining_time=0:00:06.253060, arrival_time=2021-04-10 01:42:09.249217, cost_time=0:00:07.998070 2021-04-10 01:42:03,706 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=2.03ms, fps=3606 images/s, loss=1.0733, top1-acc=68.52%, top5-acc=92.53%, remaining_time=0:00:05.515548, arrival_time=2021-04-10 01:42:09.222327, cost_time=0:00:08.708714 2021-04-10 01:42:04,408 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.63ms, fps=3650 images/s, loss=1.0714, top1-acc=68.54%, top5-acc=92.55%, remaining_time=0:00:04.777740, arrival_time=2021-04-10 01:42:09.186434, cost_time=0:00:09.410635 2021-04-10 01:42:05,110 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.05ms, fps=3650 images/s, loss=1.0765, top1-acc=68.44%, top5-acc=92.50%, remaining_time=0:00:04.045048, arrival_time=2021-04-10 01:42:09.155636, cost_time=0:00:10.112586 2021-04-10 01:42:05,812 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.42ms, fps=3650 images/s, loss=1.0747, top1-acc=68.55%, top5-acc=92.48%, remaining_time=0:00:03.316416, arrival_time=2021-04-10 01:42:09.128936, cost_time=0:00:10.814458 2021-04-10 01:42:06,518 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=2.15ms, fps=3628 images/s, loss=1.0766, top1-acc=68.47%, top5-acc=92.49%, remaining_time=0:00:02.592144, arrival_time=2021-04-10 01:42:09.110909, cost_time=0:00:11.520602 2021-04-10 01:42:07,226 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.59ms, fps=3622 images/s, loss=1.0767, top1-acc=68.49%, top5-acc=92.47%, remaining_time=0:00:01.870206, arrival_time=2021-04-10 01:42:09.096605, cost_time=0:00:12.228314 2021-04-10 01:42:07,932 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=2.58ms, fps=3631 images/s, loss=1.0778, top1-acc=68.52%, top5-acc=92.44%, remaining_time=0:00:01.149696, arrival_time=2021-04-10 01:42:09.081759, cost_time=0:00:12.934013 2021-04-10 01:42:08,664 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.21ms, fps=3497 images/s, loss=1.0812, top1-acc=68.38%, top5-acc=92.41%, remaining_time=0:00:00.431580, arrival_time=2021-04-10 01:42:09.096207, cost_time=0:00:13.666621 2021-04-10 01:42:09,040 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.09ms, fps=3623 images/s, loss=1.0823, top1-acc=68.33%, top5-acc=92.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:09.040429, cost_time=0:00:14.042438 2021-04-10 01:42:09,357 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=18.34ms, fps=8107 images/s, loss=1.6679, top1-acc=55.78%, top5-acc=83.87%, remaining_time=0:00:00.947190, arrival_time=2021-04-10 01:42:10.304489, cost_time=0:00:00.315728 2021-04-10 01:42:09,589 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.32ms, fps=11073 images/s, loss=1.6791, top1-acc=56.07%, top5-acc=83.22%, remaining_time=0:00:00.547480, arrival_time=2021-04-10 01:42:10.136497, cost_time=0:00:00.547484 2021-04-10 01:42:09,862 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=24.61ms, fps=9362 images/s, loss=1.6519, top1-acc=56.34%, top5-acc=83.62%, remaining_time=0:00:00.273800, arrival_time=2021-04-10 01:42:10.136727, cost_time=0:00:00.821396 2021-04-10 01:42:10,151 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.12ms, fps=8056 images/s, loss=1.6484, top1-acc=55.93%, top5-acc=83.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:10.151383, cost_time=0:00:01.109867 2021-04-10 01:42:10,200 INFO : Epoch=0079 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:30:29.428040, arrival_time=2021-04-10 02:12:39.628339, cost_time=0:19:54.419987 2021-04-10 01:42:10,201 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 01:42:11,116 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=3.52ms, fps=2798 images/s, loss=1.0496, top1-acc=68.32%, top5-acc=93.05%, remaining_time=0:00:17.015466, arrival_time=2021-04-10 01:42:28.131848, cost_time=0:00:00.914812 2021-04-10 01:42:11,823 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.88ms, fps=3627 images/s, loss=1.0268, top1-acc=69.34%, top5-acc=92.95%, remaining_time=0:00:14.268848, arrival_time=2021-04-10 01:42:26.091808, cost_time=0:00:01.621454 2021-04-10 01:42:12,519 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.61ms, fps=3681 images/s, loss=1.0255, top1-acc=69.45%, top5-acc=93.16%, remaining_time=0:00:12.823998, arrival_time=2021-04-10 01:42:25.343085, cost_time=0:00:02.317576 2021-04-10 01:42:13,225 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=2.05ms, fps=3626 images/s, loss=1.0298, top1-acc=69.43%, top5-acc=93.12%, remaining_time=0:00:11.794848, arrival_time=2021-04-10 01:42:25.020632, cost_time=0:00:03.024302 2021-04-10 01:42:13,931 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=7.53ms, fps=3631 images/s, loss=1.0374, top1-acc=69.27%, top5-acc=93.09%, remaining_time=0:00:10.891308, arrival_time=2021-04-10 01:42:24.822827, cost_time=0:00:03.729922 2021-04-10 01:42:14,650 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.55ms, fps=3562 images/s, loss=1.0470, top1-acc=68.95%, top5-acc=93.00%, remaining_time=0:00:10.085488, arrival_time=2021-04-10 01:42:24.736366, cost_time=0:00:04.449459 2021-04-10 01:42:15,365 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.54ms, fps=3586 images/s, loss=1.0533, top1-acc=68.76%, top5-acc=92.91%, remaining_time=0:00:09.294642, arrival_time=2021-04-10 01:42:24.659883, cost_time=0:00:05.163669 2021-04-10 01:42:16,068 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.85ms, fps=3646 images/s, loss=1.0579, top1-acc=68.63%, top5-acc=92.79%, remaining_time=0:00:08.506860, arrival_time=2021-04-10 01:42:24.575130, cost_time=0:00:05.866774 2021-04-10 01:42:16,766 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.59ms, fps=3670 images/s, loss=1.0624, top1-acc=68.61%, top5-acc=92.69%, remaining_time=0:00:07.732064, arrival_time=2021-04-10 01:42:24.498529, cost_time=0:00:06.564987 2021-04-10 01:42:17,466 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.35ms, fps=3662 images/s, loss=1.0664, top1-acc=68.56%, top5-acc=92.64%, remaining_time=0:00:06.974112, arrival_time=2021-04-10 01:42:24.440406, cost_time=0:00:07.264702 2021-04-10 01:42:18,173 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.82ms, fps=3625 images/s, loss=1.0704, top1-acc=68.50%, top5-acc=92.52%, remaining_time=0:00:06.232506, arrival_time=2021-04-10 01:42:24.405772, cost_time=0:00:07.971783 2021-04-10 01:42:18,879 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.91ms, fps=3628 images/s, loss=1.0729, top1-acc=68.36%, top5-acc=92.53%, remaining_time=0:00:05.496092, arrival_time=2021-04-10 01:42:24.375552, cost_time=0:00:08.677992 2021-04-10 01:42:19,583 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.76ms, fps=3638 images/s, loss=1.0728, top1-acc=68.36%, top5-acc=92.52%, remaining_time=0:00:04.763286, arrival_time=2021-04-10 01:42:24.347014, cost_time=0:00:09.382194 2021-04-10 01:42:20,288 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.50ms, fps=3635 images/s, loss=1.0732, top1-acc=68.42%, top5-acc=92.53%, remaining_time=0:00:04.034856, arrival_time=2021-04-10 01:42:24.323545, cost_time=0:00:10.087186 2021-04-10 01:42:20,986 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.45ms, fps=3673 images/s, loss=1.0728, top1-acc=68.48%, top5-acc=92.53%, remaining_time=0:00:03.307308, arrival_time=2021-04-10 01:42:24.293484, cost_time=0:00:10.784696 2021-04-10 01:42:21,694 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.13ms, fps=3617 images/s, loss=1.0750, top1-acc=68.44%, top5-acc=92.50%, remaining_time=0:00:02.585952, arrival_time=2021-04-10 01:42:24.280552, cost_time=0:00:11.493044 2021-04-10 01:42:22,395 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.58ms, fps=3655 images/s, loss=1.0789, top1-acc=68.30%, top5-acc=92.44%, remaining_time=0:00:01.865006, arrival_time=2021-04-10 01:42:24.260698, cost_time=0:00:12.194204 2021-04-10 01:42:23,100 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=2.30ms, fps=3637 images/s, loss=1.0790, top1-acc=68.31%, top5-acc=92.40%, remaining_time=0:00:01.146544, arrival_time=2021-04-10 01:42:24.246649, cost_time=0:00:12.898614 2021-04-10 01:42:23,810 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.24ms, fps=3608 images/s, loss=1.0810, top1-acc=68.17%, top5-acc=92.40%, remaining_time=0:00:00.429750, arrival_time=2021-04-10 01:42:24.240005, cost_time=0:00:13.608735 2021-04-10 01:42:24,186 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.27ms, fps=3624 images/s, loss=1.0821, top1-acc=68.15%, top5-acc=92.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:24.186050, cost_time=0:00:13.984644 2021-04-10 01:42:24,566 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.52ms, fps=6750 images/s, loss=1.6783, top1-acc=54.37%, top5-acc=84.30%, remaining_time=0:00:01.137660, arrival_time=2021-04-10 01:42:25.704053, cost_time=0:00:00.379221 2021-04-10 01:42:24,806 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.30ms, fps=10706 images/s, loss=1.6395, top1-acc=55.47%, top5-acc=84.65%, remaining_time=0:00:00.618880, arrival_time=2021-04-10 01:42:25.424899, cost_time=0:00:00.618872 2021-04-10 01:42:25,081 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=0.29ms, fps=9317 images/s, loss=1.6344, top1-acc=55.49%, top5-acc=84.74%, remaining_time=0:00:00.298030, arrival_time=2021-04-10 01:42:25.379273, cost_time=0:00:00.894078 2021-04-10 01:42:25,320 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.09ms, fps=9722 images/s, loss=1.6408, top1-acc=55.82%, top5-acc=84.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:25.320345, cost_time=0:00:01.133210 2021-04-10 01:42:25,357 INFO : Epoch=0080 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:30:14.366280, arrival_time=2021-04-10 02:12:39.724088, cost_time=0:20:09.577524 2021-04-10 01:42:25,358 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 01:42:26,274 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.39ms, fps=2796 images/s, loss=1.0318, top1-acc=70.20%, top5-acc=93.05%, remaining_time=0:00:17.029044, arrival_time=2021-04-10 01:42:43.303173, cost_time=0:00:00.915541 2021-04-10 01:42:26,979 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.90ms, fps=3632 images/s, loss=1.0525, top1-acc=69.18%, top5-acc=92.70%, remaining_time=0:00:14.264448, arrival_time=2021-04-10 01:42:41.244117, cost_time=0:00:01.620961 2021-04-10 01:42:27,692 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.13ms, fps=3595 images/s, loss=1.0465, top1-acc=69.23%, top5-acc=92.81%, remaining_time=0:00:12.915132, arrival_time=2021-04-10 01:42:40.607811, cost_time=0:00:02.334046 2021-04-10 01:42:28,389 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.24ms, fps=3677 images/s, loss=1.0405, top1-acc=69.48%, top5-acc=92.84%, remaining_time=0:00:11.820432, arrival_time=2021-04-10 01:42:40.209885, cost_time=0:00:03.030861 2021-04-10 01:42:29,101 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.46ms, fps=3598 images/s, loss=1.0437, top1-acc=69.33%, top5-acc=92.79%, remaining_time=0:00:10.929268, arrival_time=2021-04-10 01:42:40.030708, cost_time=0:00:03.742918 2021-04-10 01:42:29,804 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=2.02ms, fps=3643 images/s, loss=1.0441, top1-acc=69.17%, top5-acc=92.94%, remaining_time=0:00:10.077736, arrival_time=2021-04-10 01:42:39.882561, cost_time=0:00:04.446070 2021-04-10 01:42:30,512 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.23ms, fps=3620 images/s, loss=1.0443, top1-acc=69.06%, top5-acc=92.95%, remaining_time=0:00:09.277380, arrival_time=2021-04-10 01:42:39.790093, cost_time=0:00:05.154129 2021-04-10 01:42:31,265 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.37ms, fps=3402 images/s, loss=1.0515, top1-acc=68.84%, top5-acc=92.82%, remaining_time=0:00:08.565324, arrival_time=2021-04-10 01:42:39.831164, cost_time=0:00:05.907137 2021-04-10 01:42:31,979 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.90ms, fps=3592 images/s, loss=1.0508, top1-acc=68.89%, top5-acc=92.80%, remaining_time=0:00:07.797678, arrival_time=2021-04-10 01:42:39.776908, cost_time=0:00:06.620676 2021-04-10 01:42:32,683 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.18ms, fps=3639 images/s, loss=1.0543, top1-acc=68.75%, top5-acc=92.71%, remaining_time=0:00:07.031712, arrival_time=2021-04-10 01:42:39.715077, cost_time=0:00:07.324679 2021-04-10 01:42:33,391 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.92ms, fps=3619 images/s, loss=1.0583, top1-acc=68.76%, top5-acc=92.61%, remaining_time=0:00:06.280322, arrival_time=2021-04-10 01:42:39.671883, cost_time=0:00:08.032935 2021-04-10 01:42:34,112 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.35ms, fps=3555 images/s, loss=1.0600, top1-acc=68.80%, top5-acc=92.55%, remaining_time=0:00:05.544048, arrival_time=2021-04-10 01:42:39.656404, cost_time=0:00:08.753773 2021-04-10 01:42:34,821 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.86ms, fps=3616 images/s, loss=1.0620, top1-acc=68.70%, top5-acc=92.50%, remaining_time=0:00:04.803942, arrival_time=2021-04-10 01:42:39.624894, cost_time=0:00:09.462304 2021-04-10 01:42:35,526 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.28ms, fps=3632 images/s, loss=1.0630, top1-acc=68.67%, top5-acc=92.53%, remaining_time=0:00:04.067168, arrival_time=2021-04-10 01:42:39.593671, cost_time=0:00:10.167960 2021-04-10 01:42:36,238 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=2.06ms, fps=3597 images/s, loss=1.0630, top1-acc=68.64%, top5-acc=92.58%, remaining_time=0:00:03.336564, arrival_time=2021-04-10 01:42:39.575398, cost_time=0:00:10.880127 2021-04-10 01:42:36,950 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.56ms, fps=3601 images/s, loss=1.0629, top1-acc=68.64%, top5-acc=92.60%, remaining_time=0:00:02.608200, arrival_time=2021-04-10 01:42:39.558738, cost_time=0:00:11.591930 2021-04-10 01:42:37,659 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.74ms, fps=3617 images/s, loss=1.0663, top1-acc=68.55%, top5-acc=92.53%, remaining_time=0:00:01.881230, arrival_time=2021-04-10 01:42:39.540261, cost_time=0:00:12.300413 2021-04-10 01:42:38,370 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.56ms, fps=3606 images/s, loss=1.0705, top1-acc=68.47%, top5-acc=92.45%, remaining_time=0:00:01.156576, arrival_time=2021-04-10 01:42:39.526670, cost_time=0:00:13.011411 2021-04-10 01:42:39,076 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.76ms, fps=3629 images/s, loss=1.0729, top1-acc=68.42%, top5-acc=92.43%, remaining_time=0:00:00.433188, arrival_time=2021-04-10 01:42:39.509360, cost_time=0:00:13.717640 2021-04-10 01:42:39,453 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.08ms, fps=3611 images/s, loss=1.0735, top1-acc=68.40%, top5-acc=92.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:39.453291, cost_time=0:00:14.094774 2021-04-10 01:42:39,771 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=29.77ms, fps=8084 images/s, loss=1.7416, top1-acc=54.96%, top5-acc=83.95%, remaining_time=0:00:00.950010, arrival_time=2021-04-10 01:42:40.721013, cost_time=0:00:00.316667 2021-04-10 01:42:39,989 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=3.65ms, fps=11739 images/s, loss=1.7370, top1-acc=54.55%, top5-acc=84.00%, remaining_time=0:00:00.535260, arrival_time=2021-04-10 01:42:40.524800, cost_time=0:00:00.535251 2021-04-10 01:42:40,248 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=22.71ms, fps=9909 images/s, loss=1.7133, top1-acc=54.95%, top5-acc=84.32%, remaining_time=0:00:00.264640, arrival_time=2021-04-10 01:42:40.512908, cost_time=0:00:00.793931 2021-04-10 01:42:40,461 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=10884 images/s, loss=1.6784, top1-acc=55.21%, top5-acc=84.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:40.461876, cost_time=0:00:01.007612 2021-04-10 01:42:40,495 INFO : Epoch=0081 complete, best val top1-acc=56.65%, top5-acc=85.08% (epoch=76), remaining_time=0:29:59.272265, arrival_time=2021-04-10 02:12:39.767322, cost_time=0:20:24.714758 2021-04-10 01:42:40,496 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 01:42:41,521 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.36ms, fps=2497 images/s, loss=1.0112, top1-acc=70.20%, top5-acc=93.55%, remaining_time=0:00:19.070208, arrival_time=2021-04-10 01:43:00.591667, cost_time=0:00:01.025283 2021-04-10 01:42:42,233 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.88ms, fps=3601 images/s, loss=1.0366, top1-acc=69.90%, top5-acc=93.03%, remaining_time=0:00:15.283488, arrival_time=2021-04-10 01:42:57.516450, cost_time=0:00:01.736757 2021-04-10 01:42:42,951 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.80ms, fps=3569 images/s, loss=1.0448, top1-acc=69.30%, top5-acc=93.02%, remaining_time=0:00:13.582950, arrival_time=2021-04-10 01:42:56.533883, cost_time=0:00:02.454747 2021-04-10 01:42:43,665 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.46ms, fps=3585 images/s, loss=1.0413, top1-acc=69.04%, top5-acc=93.04%, remaining_time=0:00:12.360660, arrival_time=2021-04-10 01:42:56.026331, cost_time=0:00:03.169395 2021-04-10 01:42:44,371 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=2.59ms, fps=3630 images/s, loss=1.0386, top1-acc=69.37%, top5-acc=93.10%, remaining_time=0:00:11.316460, arrival_time=2021-04-10 01:42:55.688155, cost_time=0:00:03.875519 2021-04-10 01:42:45,084 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.49ms, fps=3595 images/s, loss=1.0419, top1-acc=69.43%, top5-acc=92.98%, remaining_time=0:00:10.399920, arrival_time=2021-04-10 01:42:55.484457, cost_time=0:00:04.588194 2021-04-10 01:42:45,796 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.51ms, fps=3601 images/s, loss=1.0493, top1-acc=69.21%, top5-acc=92.91%, remaining_time=0:00:09.540342, arrival_time=2021-04-10 01:42:55.336606, cost_time=0:00:05.300165 2021-04-10 01:42:46,507 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=2.05ms, fps=3601 images/s, loss=1.0525, top1-acc=69.06%, top5-acc=92.85%, remaining_time=0:00:08.716820, arrival_time=2021-04-10 01:42:55.224672, cost_time=0:00:06.011561 2021-04-10 01:42:47,227 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.58ms, fps=3563 images/s, loss=1.0520, top1-acc=69.05%, top5-acc=92.85%, remaining_time=0:00:07.927528, arrival_time=2021-04-10 01:42:55.154588, cost_time=0:00:06.730914 2021-04-10 01:42:47,932 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.54ms, fps=3633 images/s, loss=1.0591, top1-acc=68.82%, top5-acc=92.73%, remaining_time=0:00:07.138656, arrival_time=2021-04-10 01:42:55.070961, cost_time=0:00:07.436129 2021-04-10 01:42:48,643 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.24ms, fps=3603 images/s, loss=1.0580, top1-acc=68.79%, top5-acc=92.72%, remaining_time=0:00:06.369590, arrival_time=2021-04-10 01:42:55.013055, cost_time=0:00:08.147163 2021-04-10 01:42:49,349 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=2.08ms, fps=3633 images/s, loss=1.0607, top1-acc=68.71%, top5-acc=92.70%, remaining_time=0:00:05.606824, arrival_time=2021-04-10 01:42:54.955813, cost_time=0:00:08.852826 2021-04-10 01:42:50,055 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.88ms, fps=3628 images/s, loss=1.0637, top1-acc=68.64%, top5-acc=92.69%, remaining_time=0:00:04.852980, arrival_time=2021-04-10 01:42:54.908094, cost_time=0:00:09.558956 2021-04-10 01:42:50,766 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=2.27ms, fps=3605 images/s, loss=1.0649, top1-acc=68.56%, top5-acc=92.68%, remaining_time=0:00:04.107880, arrival_time=2021-04-10 01:42:54.873886, cost_time=0:00:10.269728 2021-04-10 01:42:51,467 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.94ms, fps=3656 images/s, loss=1.0657, top1-acc=68.56%, top5-acc=92.66%, remaining_time=0:00:03.364394, arrival_time=2021-04-10 01:42:54.831381, cost_time=0:00:10.970828 2021-04-10 01:42:52,167 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.90ms, fps=3656 images/s, loss=1.0646, top1-acc=68.63%, top5-acc=92.64%, remaining_time=0:00:02.626128, arrival_time=2021-04-10 01:42:54.793947, cost_time=0:00:11.671644 2021-04-10 01:42:52,880 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=2.19ms, fps=3598 images/s, loss=1.0620, top1-acc=68.73%, top5-acc=92.65%, remaining_time=0:00:01.893970, arrival_time=2021-04-10 01:42:54.773880, cost_time=0:00:12.383649 2021-04-10 01:42:53,589 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=2.17ms, fps=3613 images/s, loss=1.0656, top1-acc=68.61%, top5-acc=92.64%, remaining_time=0:00:01.163872, arrival_time=2021-04-10 01:42:54.753491, cost_time=0:00:13.093499 2021-04-10 01:42:54,305 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.79ms, fps=3581 images/s, loss=1.0651, top1-acc=68.61%, top5-acc=92.63%, remaining_time=0:00:00.436068, arrival_time=2021-04-10 01:42:54.741068, cost_time=0:00:13.808790 2021-04-10 01:42:54,677 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.06ms, fps=3657 images/s, loss=1.0662, top1-acc=68.61%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:54.677461, cost_time=0:00:14.181341 2021-04-10 01:42:54,996 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=23.89ms, fps=8045 images/s, loss=1.6333, top1-acc=58.05%, top5-acc=84.57%, remaining_time=0:00:00.954540, arrival_time=2021-04-10 01:42:55.951312, cost_time=0:00:00.318176 2021-04-10 01:42:55,228 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.34ms, fps=11069 images/s, loss=1.6134, top1-acc=58.42%, top5-acc=85.06%, remaining_time=0:00:00.549940, arrival_time=2021-04-10 01:42:55.778495, cost_time=0:00:00.549934 2021-04-10 01:42:55,522 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=56.96ms, fps=8740 images/s, loss=1.6126, top1-acc=58.07%, top5-acc=85.12%, remaining_time=0:00:00.281120, arrival_time=2021-04-10 01:42:55.803083, cost_time=0:00:00.843360 2021-04-10 01:42:55,774 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.09ms, fps=9209 images/s, loss=1.6180, top1-acc=58.03%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:55.774387, cost_time=0:00:01.095776 2021-04-10 01:42:55,856 INFO : Epoch=0082 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:29:44.500076, arrival_time=2021-04-10 02:12:40.356750, cost_time=0:20:40.076324 2021-04-10 01:42:55,858 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 01:42:56,767 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.36ms, fps=2816 images/s, loss=1.0856, top1-acc=68.52%, top5-acc=92.62%, remaining_time=0:00:16.907400, arrival_time=2021-04-10 01:43:13.674684, cost_time=0:00:00.909004 2021-04-10 01:42:57,467 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.55ms, fps=3658 images/s, loss=1.0902, top1-acc=68.30%, top5-acc=92.32%, remaining_time=0:00:14.162368, arrival_time=2021-04-10 01:43:11.630096, cost_time=0:00:01.609354 2021-04-10 01:42:58,188 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.13ms, fps=3554 images/s, loss=1.0605, top1-acc=69.11%, top5-acc=92.64%, remaining_time=0:00:12.896042, arrival_time=2021-04-10 01:43:11.084874, cost_time=0:00:02.330604 2021-04-10 01:42:58,894 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.93ms, fps=3632 images/s, loss=1.0579, top1-acc=69.03%, top5-acc=92.66%, remaining_time=0:00:11.840400, arrival_time=2021-04-10 01:43:10.734762, cost_time=0:00:03.035991 2021-04-10 01:42:59,611 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.60ms, fps=3573 images/s, loss=1.0542, top1-acc=69.31%, top5-acc=92.68%, remaining_time=0:00:10.959490, arrival_time=2021-04-10 01:43:10.571028, cost_time=0:00:03.753266 2021-04-10 01:43:00,321 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.92ms, fps=3610 images/s, loss=1.0536, top1-acc=69.30%, top5-acc=92.67%, remaining_time=0:00:10.116360, arrival_time=2021-04-10 01:43:10.437854, cost_time=0:00:04.463109 2021-04-10 01:43:01,030 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.61ms, fps=3617 images/s, loss=1.0510, top1-acc=69.29%, top5-acc=92.72%, remaining_time=0:00:09.309384, arrival_time=2021-04-10 01:43:10.339498, cost_time=0:00:05.171888 2021-04-10 01:43:01,732 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.09ms, fps=3650 images/s, loss=1.0479, top1-acc=69.20%, top5-acc=92.84%, remaining_time=0:00:08.516836, arrival_time=2021-04-10 01:43:10.248769, cost_time=0:00:05.873670 2021-04-10 01:43:02,438 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.86ms, fps=3627 images/s, loss=1.0448, top1-acc=69.29%, top5-acc=92.87%, remaining_time=0:00:07.749872, arrival_time=2021-04-10 01:43:10.188251, cost_time=0:00:06.580064 2021-04-10 01:43:03,138 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.60ms, fps=3662 images/s, loss=1.0474, top1-acc=69.27%, top5-acc=92.79%, remaining_time=0:00:06.988704, arrival_time=2021-04-10 01:43:10.126839, cost_time=0:00:07.279875 2021-04-10 01:43:03,841 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.59ms, fps=3643 images/s, loss=1.0448, top1-acc=69.32%, top5-acc=92.84%, remaining_time=0:00:06.241450, arrival_time=2021-04-10 01:43:10.082948, cost_time=0:00:07.983254 2021-04-10 01:43:04,553 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=2.23ms, fps=3598 images/s, loss=1.0503, top1-acc=69.08%, top5-acc=92.81%, remaining_time=0:00:05.507036, arrival_time=2021-04-10 01:43:10.060755, cost_time=0:00:08.695334 2021-04-10 01:43:05,256 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.87ms, fps=3648 images/s, loss=1.0542, top1-acc=68.99%, top5-acc=92.72%, remaining_time=0:00:04.771338, arrival_time=2021-04-10 01:43:10.027626, cost_time=0:00:09.398079 2021-04-10 01:43:05,955 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.61ms, fps=3664 images/s, loss=1.0531, top1-acc=69.05%, top5-acc=92.72%, remaining_time=0:00:04.038888, arrival_time=2021-04-10 01:43:09.994402, cost_time=0:00:10.097250 2021-04-10 01:43:06,658 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.40ms, fps=3645 images/s, loss=1.0562, top1-acc=68.99%, top5-acc=92.71%, remaining_time=0:00:03.312092, arrival_time=2021-04-10 01:43:09.970691, cost_time=0:00:10.800238 2021-04-10 01:43:07,361 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.61ms, fps=3649 images/s, loss=1.0592, top1-acc=68.91%, top5-acc=92.63%, remaining_time=0:00:02.588112, arrival_time=2021-04-10 01:43:09.949109, cost_time=0:00:11.502717 2021-04-10 01:43:08,066 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.73ms, fps=3632 images/s, loss=1.0592, top1-acc=68.90%, top5-acc=92.68%, remaining_time=0:00:01.867138, arrival_time=2021-04-10 01:43:09.933670, cost_time=0:00:12.208275 2021-04-10 01:43:08,788 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.91ms, fps=3547 images/s, loss=1.0621, top1-acc=68.80%, top5-acc=92.66%, remaining_time=0:00:01.149376, arrival_time=2021-04-10 01:43:09.938202, cost_time=0:00:12.930556 2021-04-10 01:43:09,493 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.86ms, fps=3636 images/s, loss=1.0647, top1-acc=68.74%, top5-acc=92.63%, remaining_time=0:00:00.430590, arrival_time=2021-04-10 01:43:09.924216, cost_time=0:00:13.635287 2021-04-10 01:43:09,893 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=0.15ms, fps=3410 images/s, loss=1.0652, top1-acc=68.69%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:09.893235, cost_time=0:00:14.034950 2021-04-10 01:43:10,233 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.11ms, fps=7565 images/s, loss=1.8978, top1-acc=51.91%, top5-acc=81.05%, remaining_time=0:00:01.015140, arrival_time=2021-04-10 01:43:11.248423, cost_time=0:00:00.338384 2021-04-10 01:43:10,466 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.19ms, fps=11006 images/s, loss=1.8616, top1-acc=52.40%, top5-acc=82.07%, remaining_time=0:00:00.571360, arrival_time=2021-04-10 01:43:11.037604, cost_time=0:00:00.571357 2021-04-10 01:43:10,731 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.37ms, fps=9671 images/s, loss=1.8761, top1-acc=52.38%, top5-acc=82.12%, remaining_time=0:00:00.278810, arrival_time=2021-04-10 01:43:11.010132, cost_time=0:00:00.836420 2021-04-10 01:43:10,995 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.09ms, fps=8789 images/s, loss=1.8969, top1-acc=52.59%, top5-acc=81.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:10.995773, cost_time=0:00:01.100867 2021-04-10 01:43:11,032 INFO : Epoch=0083 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:29:29.452425, arrival_time=2021-04-10 02:12:40.485271, cost_time=0:20:55.252535 2021-04-10 01:43:11,033 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 01:43:12,037 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.53ms, fps=2552 images/s, loss=1.0226, top1-acc=69.92%, top5-acc=93.32%, remaining_time=0:00:18.655986, arrival_time=2021-04-10 01:43:30.692961, cost_time=0:00:01.003007 2021-04-10 01:43:12,751 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.44ms, fps=3588 images/s, loss=1.0154, top1-acc=70.47%, top5-acc=93.75%, remaining_time=0:00:15.111536, arrival_time=2021-04-10 01:43:27.862649, cost_time=0:00:01.717214 2021-04-10 01:43:13,460 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.75ms, fps=3610 images/s, loss=1.0321, top1-acc=69.87%, top5-acc=93.23%, remaining_time=0:00:13.427906, arrival_time=2021-04-10 01:43:26.888646, cost_time=0:00:02.426731 2021-04-10 01:43:14,170 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=2.18ms, fps=3612 images/s, loss=1.0323, top1-acc=69.84%, top5-acc=93.12%, remaining_time=0:00:12.231492, arrival_time=2021-04-10 01:43:26.401684, cost_time=0:00:03.136286 2021-04-10 01:43:14,869 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.37ms, fps=3664 images/s, loss=1.0354, top1-acc=69.63%, top5-acc=93.01%, remaining_time=0:00:11.200828, arrival_time=2021-04-10 01:43:26.070701, cost_time=0:00:03.835908 2021-04-10 01:43:15,564 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.44ms, fps=3691 images/s, loss=1.0384, top1-acc=69.51%, top5-acc=93.00%, remaining_time=0:00:10.268136, arrival_time=2021-04-10 01:43:25.832116, cost_time=0:00:04.530079 2021-04-10 01:43:16,268 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=2.07ms, fps=3637 images/s, loss=1.0349, top1-acc=69.66%, top5-acc=92.92%, remaining_time=0:00:09.422028, arrival_time=2021-04-10 01:43:25.690394, cost_time=0:00:05.234482 2021-04-10 01:43:16,981 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.66ms, fps=3595 images/s, loss=1.0324, top1-acc=69.68%, top5-acc=93.06%, remaining_time=0:00:08.623324, arrival_time=2021-04-10 01:43:25.604431, cost_time=0:00:05.947096 2021-04-10 01:43:17,687 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.64ms, fps=3627 images/s, loss=1.0343, top1-acc=69.60%, top5-acc=92.96%, remaining_time=0:00:07.836792, arrival_time=2021-04-10 01:43:25.524505, cost_time=0:00:06.653841 2021-04-10 01:43:18,387 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.47ms, fps=3664 images/s, loss=1.0380, top1-acc=69.53%, top5-acc=92.95%, remaining_time=0:00:07.058880, arrival_time=2021-04-10 01:43:25.445847, cost_time=0:00:07.353021 2021-04-10 01:43:19,102 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.70ms, fps=3581 images/s, loss=1.0401, top1-acc=69.41%, top5-acc=92.88%, remaining_time=0:00:06.308100, arrival_time=2021-04-10 01:43:25.410593, cost_time=0:00:08.068460 2021-04-10 01:43:19,829 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.72ms, fps=3526 images/s, loss=1.0409, top1-acc=69.31%, top5-acc=92.85%, remaining_time=0:00:05.570420, arrival_time=2021-04-10 01:43:25.399775, cost_time=0:00:08.795421 2021-04-10 01:43:20,538 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.86ms, fps=3612 images/s, loss=1.0432, top1-acc=69.24%, top5-acc=92.87%, remaining_time=0:00:04.825524, arrival_time=2021-04-10 01:43:25.364250, cost_time=0:00:09.504848 2021-04-10 01:43:21,243 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.89ms, fps=3637 images/s, loss=1.0453, top1-acc=69.18%, top5-acc=92.84%, remaining_time=0:00:04.083632, arrival_time=2021-04-10 01:43:25.326775, cost_time=0:00:10.209121 2021-04-10 01:43:21,947 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.70ms, fps=3639 images/s, loss=1.0489, top1-acc=69.13%, top5-acc=92.81%, remaining_time=0:00:03.346776, arrival_time=2021-04-10 01:43:25.294061, cost_time=0:00:10.913343 2021-04-10 01:43:22,650 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.42ms, fps=3643 images/s, loss=1.0546, top1-acc=69.00%, top5-acc=92.74%, remaining_time=0:00:02.613744, arrival_time=2021-04-10 01:43:25.264375, cost_time=0:00:11.616696 2021-04-10 01:43:23,343 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.49ms, fps=3695 images/s, loss=1.0576, top1-acc=68.92%, top5-acc=92.69%, remaining_time=0:00:01.882712, arrival_time=2021-04-10 01:43:25.226646, cost_time=0:00:12.310057 2021-04-10 01:43:24,055 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.17ms, fps=3599 images/s, loss=1.0589, top1-acc=68.86%, top5-acc=92.66%, remaining_time=0:00:01.157488, arrival_time=2021-04-10 01:43:25.213219, cost_time=0:00:13.021770 2021-04-10 01:43:24,751 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.39ms, fps=3683 images/s, loss=1.0611, top1-acc=68.83%, top5-acc=92.63%, remaining_time=0:00:00.433188, arrival_time=2021-04-10 01:43:25.184657, cost_time=0:00:13.717580 2021-04-10 01:43:25,134 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.11ms, fps=3557 images/s, loss=1.0611, top1-acc=68.79%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:25.134216, cost_time=0:00:14.100295 2021-04-10 01:43:25,458 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.30ms, fps=7934 images/s, loss=1.6227, top1-acc=58.87%, top5-acc=84.26%, remaining_time=0:00:00.968010, arrival_time=2021-04-10 01:43:26.426506, cost_time=0:00:00.322672 2021-04-10 01:43:25,697 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.21ms, fps=10723 images/s, loss=1.6566, top1-acc=57.89%, top5-acc=84.49%, remaining_time=0:00:00.561740, arrival_time=2021-04-10 01:43:26.259355, cost_time=0:00:00.561735 2021-04-10 01:43:25,909 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=2.47ms, fps=12102 images/s, loss=1.6650, top1-acc=57.68%, top5-acc=84.43%, remaining_time=0:00:00.257910, arrival_time=2021-04-10 01:43:26.167521, cost_time=0:00:00.773733 2021-04-10 01:43:26,128 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.10ms, fps=10639 images/s, loss=1.6362, top1-acc=58.03%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:26.128139, cost_time=0:00:00.992272 2021-04-10 01:43:26,161 INFO : Epoch=0084 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:29:14.336324, arrival_time=2021-04-10 02:12:40.498089, cost_time=0:21:10.381483 2021-04-10 01:43:26,162 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 01:43:27,117 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.35ms, fps=2681 images/s, loss=1.0956, top1-acc=68.05%, top5-acc=91.99%, remaining_time=0:00:17.760210, arrival_time=2021-04-10 01:43:44.877571, cost_time=0:00:00.954852 2021-04-10 01:43:27,817 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.95ms, fps=3661 images/s, loss=1.0445, top1-acc=68.95%, top5-acc=92.93%, remaining_time=0:00:14.560128, arrival_time=2021-04-10 01:43:42.377257, cost_time=0:00:01.654556 2021-04-10 01:43:28,527 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.94ms, fps=3606 images/s, loss=1.0371, top1-acc=69.22%, top5-acc=93.07%, remaining_time=0:00:13.087274, arrival_time=2021-04-10 01:43:41.614985, cost_time=0:00:02.365163 2021-04-10 01:43:29,235 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=2.05ms, fps=3619 images/s, loss=1.0286, top1-acc=69.34%, top5-acc=93.26%, remaining_time=0:00:11.985168, arrival_time=2021-04-10 01:43:41.220801, cost_time=0:00:03.073119 2021-04-10 01:43:29,947 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.02ms, fps=3601 images/s, loss=1.0413, top1-acc=69.06%, top5-acc=93.01%, remaining_time=0:00:11.051032, arrival_time=2021-04-10 01:43:40.998179, cost_time=0:00:03.784590 2021-04-10 01:43:30,651 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.79ms, fps=3638 images/s, loss=1.0342, top1-acc=69.23%, top5-acc=93.12%, remaining_time=0:00:10.174840, arrival_time=2021-04-10 01:43:40.826254, cost_time=0:00:04.488879 2021-04-10 01:43:31,352 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.96ms, fps=3657 images/s, loss=1.0353, top1-acc=69.22%, top5-acc=93.15%, remaining_time=0:00:09.341136, arrival_time=2021-04-10 01:43:40.693201, cost_time=0:00:05.189553 2021-04-10 01:43:32,070 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=2.32ms, fps=3569 images/s, loss=1.0350, top1-acc=69.21%, top5-acc=93.14%, remaining_time=0:00:08.565556, arrival_time=2021-04-10 01:43:40.635490, cost_time=0:00:05.907285 2021-04-10 01:43:32,771 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.45ms, fps=3654 images/s, loss=1.0377, top1-acc=69.31%, top5-acc=93.02%, remaining_time=0:00:07.783580, arrival_time=2021-04-10 01:43:40.554763, cost_time=0:00:06.608679 2021-04-10 01:43:33,472 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.60ms, fps=3651 images/s, loss=1.0380, top1-acc=69.28%, top5-acc=92.96%, remaining_time=0:00:07.017888, arrival_time=2021-04-10 01:43:40.490662, cost_time=0:00:07.310285 2021-04-10 01:43:34,165 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.36ms, fps=3699 images/s, loss=1.0375, top1-acc=69.28%, top5-acc=92.98%, remaining_time=0:00:06.256758, arrival_time=2021-04-10 01:43:40.422067, cost_time=0:00:08.002812 2021-04-10 01:43:34,869 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.87ms, fps=3636 images/s, loss=1.0398, top1-acc=69.20%, top5-acc=93.00%, remaining_time=0:00:05.514636, arrival_time=2021-04-10 01:43:40.384459, cost_time=0:00:08.707287 2021-04-10 01:43:35,571 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.80ms, fps=3650 images/s, loss=1.0438, top1-acc=69.17%, top5-acc=92.91%, remaining_time=0:00:04.777014, arrival_time=2021-04-10 01:43:40.348748, cost_time=0:00:09.409225 2021-04-10 01:43:36,277 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.12ms, fps=3628 images/s, loss=1.0469, top1-acc=69.09%, top5-acc=92.87%, remaining_time=0:00:04.046112, arrival_time=2021-04-10 01:43:40.323941, cost_time=0:00:10.115250 2021-04-10 01:43:36,982 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.40ms, fps=3637 images/s, loss=1.0480, top1-acc=69.10%, top5-acc=92.84%, remaining_time=0:00:03.318072, arrival_time=2021-04-10 01:43:40.300351, cost_time=0:00:10.819750 2021-04-10 01:43:37,687 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.97ms, fps=3634 images/s, loss=1.0482, top1-acc=69.10%, top5-acc=92.81%, remaining_time=0:00:02.593080, arrival_time=2021-04-10 01:43:40.280473, cost_time=0:00:11.524821 2021-04-10 01:43:38,398 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.43ms, fps=3603 images/s, loss=1.0516, top1-acc=69.02%, top5-acc=92.76%, remaining_time=0:00:01.871376, arrival_time=2021-04-10 01:43:40.269848, cost_time=0:00:12.235934 2021-04-10 01:43:39,108 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.42ms, fps=3609 images/s, loss=1.0526, top1-acc=68.98%, top5-acc=92.73%, remaining_time=0:00:01.150752, arrival_time=2021-04-10 01:43:40.259204, cost_time=0:00:12.945909 2021-04-10 01:43:39,825 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=2.58ms, fps=3572 images/s, loss=1.0519, top1-acc=69.04%, top5-acc=92.74%, remaining_time=0:00:00.431472, arrival_time=2021-04-10 01:43:40.257277, cost_time=0:00:13.663259 2021-04-10 01:43:40,216 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.08ms, fps=3489 images/s, loss=1.0546, top1-acc=69.00%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:40.216148, cost_time=0:00:14.053669 2021-04-10 01:43:40,542 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.45ms, fps=7878 images/s, loss=1.7642, top1-acc=54.53%, top5-acc=83.05%, remaining_time=0:00:00.974820, arrival_time=2021-04-10 01:43:41.517098, cost_time=0:00:00.324936 2021-04-10 01:43:40,786 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.39ms, fps=10522 images/s, loss=1.7374, top1-acc=54.67%, top5-acc=83.52%, remaining_time=0:00:00.569140, arrival_time=2021-04-10 01:43:41.355540, cost_time=0:00:00.569131 2021-04-10 01:43:41,042 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=5.19ms, fps=10005 images/s, loss=1.7276, top1-acc=54.64%, top5-acc=83.66%, remaining_time=0:00:00.275160, arrival_time=2021-04-10 01:43:41.317939, cost_time=0:00:00.825494 2021-04-10 01:43:41,283 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.07ms, fps=9651 images/s, loss=1.7040, top1-acc=55.01%, top5-acc=83.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:41.283637, cost_time=0:00:01.066457 2021-04-10 01:43:41,322 INFO : Epoch=0085 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:28:59.262645, arrival_time=2021-04-10 02:12:40.584911, cost_time=0:21:25.541975 2021-04-10 01:43:41,322 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 01:43:42,238 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=2.53ms, fps=2797 images/s, loss=1.0065, top1-acc=70.08%, top5-acc=93.40%, remaining_time=0:00:17.024022, arrival_time=2021-04-10 01:43:59.262451, cost_time=0:00:00.915271 2021-04-10 01:43:42,951 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.01ms, fps=3596 images/s, loss=1.0141, top1-acc=70.35%, top5-acc=93.12%, remaining_time=0:00:14.326224, arrival_time=2021-04-10 01:43:57.277233, cost_time=0:00:01.627971 2021-04-10 01:43:43,664 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.93ms, fps=3593 images/s, loss=1.0211, top1-acc=70.13%, top5-acc=92.98%, remaining_time=0:00:12.952814, arrival_time=2021-04-10 01:43:56.616884, cost_time=0:00:02.340868 2021-04-10 01:43:44,383 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.53ms, fps=3564 images/s, loss=1.0286, top1-acc=69.76%, top5-acc=92.89%, remaining_time=0:00:11.934312, arrival_time=2021-04-10 01:43:56.317513, cost_time=0:00:03.060098 2021-04-10 01:43:45,092 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.43ms, fps=3612 images/s, loss=1.0292, top1-acc=69.70%, top5-acc=92.89%, remaining_time=0:00:11.006648, arrival_time=2021-04-10 01:43:56.099249, cost_time=0:00:03.769399 2021-04-10 01:43:45,799 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.58ms, fps=3625 images/s, loss=1.0298, top1-acc=69.68%, top5-acc=92.98%, remaining_time=0:00:10.146552, arrival_time=2021-04-10 01:43:55.946044, cost_time=0:00:04.476435 2021-04-10 01:43:46,498 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.97ms, fps=3664 images/s, loss=1.0295, top1-acc=69.57%, top5-acc=92.97%, remaining_time=0:00:09.316062, arrival_time=2021-04-10 01:43:55.814673, cost_time=0:00:05.175580 2021-04-10 01:43:47,205 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=2.01ms, fps=3625 images/s, loss=1.0280, top1-acc=69.57%, top5-acc=92.95%, remaining_time=0:00:08.529248, arrival_time=2021-04-10 01:43:55.734616, cost_time=0:00:05.882263 2021-04-10 01:43:47,918 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.09ms, fps=3594 images/s, loss=1.0305, top1-acc=69.41%, top5-acc=92.98%, remaining_time=0:00:07.767786, arrival_time=2021-04-10 01:43:55.686088, cost_time=0:00:06.595264 2021-04-10 01:43:48,628 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.98ms, fps=3607 images/s, loss=1.0241, top1-acc=69.53%, top5-acc=93.10%, remaining_time=0:00:07.013280, arrival_time=2021-04-10 01:43:55.641876, cost_time=0:00:07.305500 2021-04-10 01:43:49,332 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.82ms, fps=3639 images/s, loss=1.0285, top1-acc=69.42%, top5-acc=93.07%, remaining_time=0:00:06.262004, arrival_time=2021-04-10 01:43:55.594736, cost_time=0:00:08.009530 2021-04-10 01:43:50,034 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.44ms, fps=3653 images/s, loss=1.0330, top1-acc=69.38%, top5-acc=93.01%, remaining_time=0:00:05.517144, arrival_time=2021-04-10 01:43:55.551491, cost_time=0:00:08.711304 2021-04-10 01:43:50,731 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.97ms, fps=3677 images/s, loss=1.0358, top1-acc=69.33%, top5-acc=92.92%, remaining_time=0:00:04.776354, arrival_time=2021-04-10 01:43:55.507392, cost_time=0:00:09.407981 2021-04-10 01:43:51,428 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.46ms, fps=3674 images/s, loss=1.0372, top1-acc=69.35%, top5-acc=92.90%, remaining_time=0:00:04.042136, arrival_time=2021-04-10 01:43:55.470692, cost_time=0:00:10.105342 2021-04-10 01:43:52,128 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.39ms, fps=3660 images/s, loss=1.0384, top1-acc=69.32%, top5-acc=92.91%, remaining_time=0:00:03.313748, arrival_time=2021-04-10 01:43:55.442525, cost_time=0:00:10.805706 2021-04-10 01:43:52,853 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.04ms, fps=3534 images/s, loss=1.0402, top1-acc=69.24%, top5-acc=92.86%, remaining_time=0:00:02.594412, arrival_time=2021-04-10 01:43:55.448144, cost_time=0:00:11.530710 2021-04-10 01:43:53,556 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=2.16ms, fps=3644 images/s, loss=1.0427, top1-acc=69.19%, top5-acc=92.84%, remaining_time=0:00:01.871012, arrival_time=2021-04-10 01:43:55.427699, cost_time=0:00:12.233576 2021-04-10 01:43:54,261 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.53ms, fps=3635 images/s, loss=1.0459, top1-acc=69.13%, top5-acc=92.82%, remaining_time=0:00:01.150096, arrival_time=2021-04-10 01:43:55.411719, cost_time=0:00:12.938556 2021-04-10 01:43:54,981 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=0.13ms, fps=3562 images/s, loss=1.0490, top1-acc=69.03%, top5-acc=92.77%, remaining_time=0:00:00.431298, arrival_time=2021-04-10 01:43:55.412318, cost_time=0:00:13.657831 2021-04-10 01:43:55,360 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.09ms, fps=3590 images/s, loss=1.0484, top1-acc=69.09%, top5-acc=92.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:55.360547, cost_time=0:00:14.037525 2021-04-10 01:43:55,749 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.13ms, fps=6602 images/s, loss=1.7231, top1-acc=55.86%, top5-acc=85.20%, remaining_time=0:00:01.163280, arrival_time=2021-04-10 01:43:56.912621, cost_time=0:00:00.387757 2021-04-10 01:43:55,985 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.22ms, fps=10871 images/s, loss=1.6878, top1-acc=56.82%, top5-acc=85.25%, remaining_time=0:00:00.623740, arrival_time=2021-04-10 01:43:56.609018, cost_time=0:00:00.623731 2021-04-10 01:43:56,314 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=0.44ms, fps=7794 images/s, loss=1.7097, top1-acc=56.08%, top5-acc=84.88%, remaining_time=0:00:00.317510, arrival_time=2021-04-10 01:43:56.631743, cost_time=0:00:00.952526 2021-04-10 01:43:56,513 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.05ms, fps=11664 images/s, loss=1.7205, top1-acc=55.60%, top5-acc=84.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:56.513769, cost_time=0:00:01.152240 2021-04-10 01:43:56,543 INFO : Epoch=0086 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:28:44.267100, arrival_time=2021-04-10 02:12:40.810321, cost_time=0:21:40.762895 2021-04-10 01:43:56,544 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 01:43:57,405 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=2.89ms, fps=2972 images/s, loss=0.9667, top1-acc=71.72%, top5-acc=93.63%, remaining_time=0:00:16.021668, arrival_time=2021-04-10 01:44:13.427470, cost_time=0:00:00.861385 2021-04-10 01:43:58,107 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.52ms, fps=3652 images/s, loss=0.9832, top1-acc=70.86%, top5-acc=93.57%, remaining_time=0:00:13.755280, arrival_time=2021-04-10 01:44:11.862874, cost_time=0:00:01.563091 2021-04-10 01:43:58,822 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.06ms, fps=3588 images/s, loss=0.9787, top1-acc=70.86%, top5-acc=93.53%, remaining_time=0:00:12.602222, arrival_time=2021-04-10 01:44:11.424214, cost_time=0:00:02.277502 2021-04-10 01:43:59,529 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.81ms, fps=3622 images/s, loss=0.9720, top1-acc=71.19%, top5-acc=93.44%, remaining_time=0:00:11.642280, arrival_time=2021-04-10 01:44:11.171909, cost_time=0:00:02.985209 2021-04-10 01:44:00,237 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.12ms, fps=3622 images/s, loss=0.9828, top1-acc=70.95%, top5-acc=93.33%, remaining_time=0:00:10.782684, arrival_time=2021-04-10 01:44:11.019750, cost_time=0:00:03.692704 2021-04-10 01:44:00,955 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.89ms, fps=3566 images/s, loss=0.9955, top1-acc=70.46%, top5-acc=93.30%, remaining_time=0:00:09.998584, arrival_time=2021-04-10 01:44:10.954147, cost_time=0:00:04.411118 2021-04-10 01:44:01,657 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.53ms, fps=3653 images/s, loss=1.0052, top1-acc=70.09%, top5-acc=93.26%, remaining_time=0:00:09.202788, arrival_time=2021-04-10 01:44:10.859765, cost_time=0:00:05.112625 2021-04-10 01:44:02,365 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.37ms, fps=3617 images/s, loss=1.0123, top1-acc=69.86%, top5-acc=93.22%, remaining_time=0:00:08.440160, arrival_time=2021-04-10 01:44:10.805519, cost_time=0:00:05.820770 2021-04-10 01:44:03,085 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.93ms, fps=3561 images/s, loss=1.0173, top1-acc=69.66%, top5-acc=93.14%, remaining_time=0:00:07.703656, arrival_time=2021-04-10 01:44:10.788878, cost_time=0:00:06.540880 2021-04-10 01:44:03,798 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.99ms, fps=3595 images/s, loss=1.0233, top1-acc=69.57%, top5-acc=93.07%, remaining_time=0:00:06.963360, arrival_time=2021-04-10 01:44:10.761270, cost_time=0:00:07.253477 2021-04-10 01:44:04,498 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.59ms, fps=3660 images/s, loss=1.0288, top1-acc=69.46%, top5-acc=92.97%, remaining_time=0:00:06.218230, arrival_time=2021-04-10 01:44:10.716198, cost_time=0:00:07.953542 2021-04-10 01:44:05,217 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.98ms, fps=3563 images/s, loss=1.0287, top1-acc=69.50%, top5-acc=93.00%, remaining_time=0:00:05.492672, arrival_time=2021-04-10 01:44:10.709775, cost_time=0:00:08.672675 2021-04-10 01:44:05,933 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.77ms, fps=3578 images/s, loss=1.0307, top1-acc=69.50%, top5-acc=92.90%, remaining_time=0:00:04.766652, arrival_time=2021-04-10 01:44:10.699853, cost_time=0:00:09.388819 2021-04-10 01:44:06,649 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=2.20ms, fps=3575 images/s, loss=1.0350, top1-acc=69.36%, top5-acc=92.90%, remaining_time=0:00:04.042136, arrival_time=2021-04-10 01:44:10.691938, cost_time=0:00:10.105377 2021-04-10 01:44:07,360 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.42ms, fps=3606 images/s, loss=1.0366, top1-acc=69.34%, top5-acc=92.90%, remaining_time=0:00:03.316876, arrival_time=2021-04-10 01:44:10.677133, cost_time=0:00:10.815833 2021-04-10 01:44:08,059 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.48ms, fps=3662 images/s, loss=1.0383, top1-acc=69.33%, top5-acc=92.92%, remaining_time=0:00:02.590992, arrival_time=2021-04-10 01:44:10.650843, cost_time=0:00:11.515489 2021-04-10 01:44:08,783 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.93ms, fps=3543 images/s, loss=1.0425, top1-acc=69.23%, top5-acc=92.86%, remaining_time=0:00:01.871792, arrival_time=2021-04-10 01:44:10.654916, cost_time=0:00:12.238593 2021-04-10 01:44:09,483 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.73ms, fps=3660 images/s, loss=1.0435, top1-acc=69.24%, top5-acc=92.81%, remaining_time=0:00:01.150128, arrival_time=2021-04-10 01:44:10.633559, cost_time=0:00:12.939002 2021-04-10 01:44:10,193 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.40ms, fps=3607 images/s, loss=1.0450, top1-acc=69.18%, top5-acc=92.79%, remaining_time=0:00:00.431034, arrival_time=2021-04-10 01:44:10.624895, cost_time=0:00:13.649426 2021-04-10 01:44:10,569 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.09ms, fps=3628 images/s, loss=1.0464, top1-acc=69.17%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:10.569370, cost_time=0:00:14.024895 2021-04-10 01:44:10,981 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.43ms, fps=6241 images/s, loss=1.6247, top1-acc=55.94%, top5-acc=85.27%, remaining_time=0:00:01.230480, arrival_time=2021-04-10 01:44:12.211507, cost_time=0:00:00.410159 2021-04-10 01:44:11,190 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.39ms, fps=12240 images/s, loss=1.5671, top1-acc=57.13%, top5-acc=86.13%, remaining_time=0:00:00.619840, arrival_time=2021-04-10 01:44:11.810523, cost_time=0:00:00.619839 2021-04-10 01:44:11,452 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=12.38ms, fps=9789 images/s, loss=1.5680, top1-acc=56.91%, top5-acc=86.25%, remaining_time=0:00:00.293930, arrival_time=2021-04-10 01:44:11.746593, cost_time=0:00:00.881800 2021-04-10 01:44:11,661 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=11135 images/s, loss=1.5589, top1-acc=57.33%, top5-acc=86.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:11.661512, cost_time=0:00:01.090651 2021-04-10 01:44:11,701 INFO : Epoch=0087 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:28:29.184325, arrival_time=2021-04-10 02:12:40.885270, cost_time=0:21:55.920634 2021-04-10 01:44:11,702 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 01:44:12,683 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=3.35ms, fps=2608 images/s, loss=1.0095, top1-acc=70.43%, top5-acc=93.52%, remaining_time=0:00:18.257574, arrival_time=2021-04-10 01:44:30.941459, cost_time=0:00:00.981591 2021-04-10 01:44:13,388 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.96ms, fps=3639 images/s, loss=1.0122, top1-acc=69.90%, top5-acc=93.61%, remaining_time=0:00:14.835392, arrival_time=2021-04-10 01:44:28.223515, cost_time=0:00:01.685849 2021-04-10 01:44:14,112 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.86ms, fps=3538 images/s, loss=1.0142, top1-acc=69.96%, top5-acc=93.58%, remaining_time=0:00:13.335610, arrival_time=2021-04-10 01:44:27.447914, cost_time=0:00:02.410036 2021-04-10 01:44:14,816 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.89ms, fps=3637 images/s, loss=1.0152, top1-acc=70.06%, top5-acc=93.31%, remaining_time=0:00:12.147096, arrival_time=2021-04-10 01:44:26.963981, cost_time=0:00:03.114631 2021-04-10 01:44:15,519 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.01ms, fps=3648 images/s, loss=1.0034, top1-acc=70.37%, top5-acc=93.36%, remaining_time=0:00:11.145640, arrival_time=2021-04-10 01:44:26.664977, cost_time=0:00:03.817008 2021-04-10 01:44:16,220 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.39ms, fps=3657 images/s, loss=1.0042, top1-acc=70.31%, top5-acc=93.37%, remaining_time=0:00:10.240392, arrival_time=2021-04-10 01:44:26.460419, cost_time=0:00:04.517832 2021-04-10 01:44:16,914 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.41ms, fps=3691 images/s, loss=1.0034, top1-acc=70.34%, top5-acc=93.45%, remaining_time=0:00:09.381204, arrival_time=2021-04-10 01:44:26.295158, cost_time=0:00:05.211754 2021-04-10 01:44:17,617 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.64ms, fps=3642 images/s, loss=1.0012, top1-acc=70.37%, top5-acc=93.44%, remaining_time=0:00:08.576924, arrival_time=2021-04-10 01:44:26.194311, cost_time=0:00:05.915083 2021-04-10 01:44:18,317 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.42ms, fps=3661 images/s, loss=1.0004, top1-acc=70.45%, top5-acc=93.51%, remaining_time=0:00:07.791106, arrival_time=2021-04-10 01:44:26.108438, cost_time=0:00:06.615133 2021-04-10 01:44:19,018 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.43ms, fps=3652 images/s, loss=1.0033, top1-acc=70.40%, top5-acc=93.43%, remaining_time=0:00:07.023936, arrival_time=2021-04-10 01:44:26.042747, cost_time=0:00:07.316568 2021-04-10 01:44:19,719 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.64ms, fps=3657 images/s, loss=1.0108, top1-acc=70.17%, top5-acc=93.38%, remaining_time=0:00:06.268024, arrival_time=2021-04-10 01:44:25.987569, cost_time=0:00:08.017202 2021-04-10 01:44:20,421 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=2.00ms, fps=3653 images/s, loss=1.0115, top1-acc=70.21%, top5-acc=93.40%, remaining_time=0:00:05.521932, arrival_time=2021-04-10 01:44:25.942964, cost_time=0:00:08.718832 2021-04-10 01:44:21,117 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.63ms, fps=3677 images/s, loss=1.0180, top1-acc=70.04%, top5-acc=93.31%, remaining_time=0:00:04.780182, arrival_time=2021-04-10 01:44:25.897993, cost_time=0:00:09.415565 2021-04-10 01:44:21,824 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.54ms, fps=3625 images/s, loss=1.0234, top1-acc=69.91%, top5-acc=93.25%, remaining_time=0:00:04.048968, arrival_time=2021-04-10 01:44:25.873581, cost_time=0:00:10.122381 2021-04-10 01:44:22,531 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=2.47ms, fps=3623 images/s, loss=1.0250, top1-acc=69.84%, top5-acc=93.24%, remaining_time=0:00:03.321062, arrival_time=2021-04-10 01:44:25.852836, cost_time=0:00:10.829488 2021-04-10 01:44:23,234 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.61ms, fps=3649 images/s, loss=1.0303, top1-acc=69.76%, top5-acc=93.17%, remaining_time=0:00:02.594628, arrival_time=2021-04-10 01:44:25.828547, cost_time=0:00:11.531656 2021-04-10 01:44:23,937 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.41ms, fps=3640 images/s, loss=1.0312, top1-acc=69.78%, top5-acc=93.12%, remaining_time=0:00:01.871324, arrival_time=2021-04-10 01:44:25.809115, cost_time=0:00:12.235595 2021-04-10 01:44:24,639 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.83ms, fps=3649 images/s, loss=1.0303, top1-acc=69.78%, top5-acc=93.13%, remaining_time=0:00:01.150016, arrival_time=2021-04-10 01:44:25.789876, cost_time=0:00:12.937604 2021-04-10 01:44:25,344 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.30ms, fps=3635 images/s, loss=1.0309, top1-acc=69.78%, top5-acc=93.12%, remaining_time=0:00:00.430818, arrival_time=2021-04-10 01:44:25.775567, cost_time=0:00:13.642516 2021-04-10 01:44:25,750 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.09ms, fps=3360 images/s, loss=1.0339, top1-acc=69.74%, top5-acc=93.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:25.750192, cost_time=0:00:14.047835 2021-04-10 01:44:26,086 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.24ms, fps=7661 images/s, loss=1.6301, top1-acc=56.87%, top5-acc=84.73%, remaining_time=0:00:01.002420, arrival_time=2021-04-10 01:44:27.088514, cost_time=0:00:00.334136 2021-04-10 01:44:26,326 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.40ms, fps=10664 images/s, loss=1.6313, top1-acc=57.13%, top5-acc=84.43%, remaining_time=0:00:00.574560, arrival_time=2021-04-10 01:44:26.901122, cost_time=0:00:00.574564 2021-04-10 01:44:26,530 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.30ms, fps=12612 images/s, loss=1.6460, top1-acc=57.02%, top5-acc=84.47%, remaining_time=0:00:00.259360, arrival_time=2021-04-10 01:44:26.789441, cost_time=0:00:00.778083 2021-04-10 01:44:26,713 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=12677 images/s, loss=1.6559, top1-acc=57.05%, top5-acc=84.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:26.713534, cost_time=0:00:00.961608 2021-04-10 01:44:26,740 INFO : Epoch=0088 complete, best val top1-acc=58.03%, top5-acc=85.15% (epoch=82), remaining_time=0:28:13.949600, arrival_time=2021-04-10 02:12:40.690244, cost_time=0:22:10.960362 2021-04-10 01:44:26,741 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 01:44:27,605 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=2.90ms, fps=2962 images/s, loss=1.0085, top1-acc=69.37%, top5-acc=93.24%, remaining_time=0:00:16.076724, arrival_time=2021-04-10 01:44:43.682564, cost_time=0:00:00.864345 2021-04-10 01:44:28,319 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.27ms, fps=3591 images/s, loss=1.0203, top1-acc=69.45%, top5-acc=93.03%, remaining_time=0:00:13.886928, arrival_time=2021-04-10 01:44:42.206397, cost_time=0:00:01.578065 2021-04-10 01:44:29,045 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.59ms, fps=3531 images/s, loss=1.0033, top1-acc=69.91%, top5-acc=93.36%, remaining_time=0:00:12.749132, arrival_time=2021-04-10 01:44:41.794668, cost_time=0:00:02.304050 2021-04-10 01:44:29,751 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.99ms, fps=3631 images/s, loss=1.0067, top1-acc=69.86%, top5-acc=93.35%, remaining_time=0:00:11.737908, arrival_time=2021-04-10 01:44:41.489068, cost_time=0:00:03.009729 2021-04-10 01:44:30,452 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.42ms, fps=3654 images/s, loss=1.0053, top1-acc=70.13%, top5-acc=93.38%, remaining_time=0:00:10.835974, arrival_time=2021-04-10 01:44:41.288361, cost_time=0:00:03.710929 2021-04-10 01:44:31,151 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=2.17ms, fps=3665 images/s, loss=1.0101, top1-acc=69.95%, top5-acc=93.32%, remaining_time=0:00:09.996272, arrival_time=2021-04-10 01:44:41.147802, cost_time=0:00:04.410098 2021-04-10 01:44:31,861 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=2.10ms, fps=3613 images/s, loss=1.0085, top1-acc=70.05%, top5-acc=93.35%, remaining_time=0:00:09.214758, arrival_time=2021-04-10 01:44:41.075714, cost_time=0:00:05.119306 2021-04-10 01:44:32,568 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.90ms, fps=3622 images/s, loss=1.0155, top1-acc=69.82%, top5-acc=93.33%, remaining_time=0:00:08.449440, arrival_time=2021-04-10 01:44:41.018078, cost_time=0:00:05.827183 2021-04-10 01:44:33,271 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.72ms, fps=3646 images/s, loss=1.0136, top1-acc=69.84%, top5-acc=93.29%, remaining_time=0:00:07.690936, arrival_time=2021-04-10 01:44:40.962312, cost_time=0:00:06.530003 2021-04-10 01:44:33,976 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=2.11ms, fps=3632 images/s, loss=1.0165, top1-acc=69.88%, top5-acc=93.20%, remaining_time=0:00:06.945792, arrival_time=2021-04-10 01:44:40.922419, cost_time=0:00:07.235247 2021-04-10 01:44:34,690 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.06ms, fps=3592 images/s, loss=1.0185, top1-acc=69.87%, top5-acc=93.19%, remaining_time=0:00:06.214188, arrival_time=2021-04-10 01:44:40.904182, cost_time=0:00:07.948428 2021-04-10 01:44:35,399 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=2.23ms, fps=3614 images/s, loss=1.0189, top1-acc=69.87%, top5-acc=93.18%, remaining_time=0:00:05.483324, arrival_time=2021-04-10 01:44:40.882523, cost_time=0:00:08.657826 2021-04-10 01:44:36,103 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.51ms, fps=3639 images/s, loss=1.0207, top1-acc=69.89%, top5-acc=93.17%, remaining_time=0:00:04.752858, arrival_time=2021-04-10 01:44:40.855938, cost_time=0:00:09.361710 2021-04-10 01:44:36,803 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.87ms, fps=3658 images/s, loss=1.0199, top1-acc=69.86%, top5-acc=93.21%, remaining_time=0:00:04.024776, arrival_time=2021-04-10 01:44:40.828217, cost_time=0:00:10.061907 2021-04-10 01:44:37,513 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=2.09ms, fps=3608 images/s, loss=1.0218, top1-acc=69.81%, top5-acc=93.20%, remaining_time=0:00:03.303536, arrival_time=2021-04-10 01:44:40.817325, cost_time=0:00:10.772349 2021-04-10 01:44:38,220 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.55ms, fps=3626 images/s, loss=1.0236, top1-acc=69.74%, top5-acc=93.16%, remaining_time=0:00:02.582784, arrival_time=2021-04-10 01:44:40.803223, cost_time=0:00:11.479070 2021-04-10 01:44:38,926 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.02ms, fps=3630 images/s, loss=1.0242, top1-acc=69.73%, top5-acc=93.16%, remaining_time=0:00:01.863550, arrival_time=2021-04-10 01:44:40.789710, cost_time=0:00:12.184736 2021-04-10 01:44:39,630 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.40ms, fps=3638 images/s, loss=1.0269, top1-acc=69.64%, top5-acc=93.12%, remaining_time=0:00:01.145696, arrival_time=2021-04-10 01:44:40.776267, cost_time=0:00:12.889057 2021-04-10 01:44:40,349 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.42ms, fps=3564 images/s, loss=1.0294, top1-acc=69.58%, top5-acc=93.07%, remaining_time=0:00:00.429732, arrival_time=2021-04-10 01:44:40.779349, cost_time=0:00:13.608247 2021-04-10 01:44:40,730 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.10ms, fps=3578 images/s, loss=1.0302, top1-acc=69.56%, top5-acc=93.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:40.730265, cost_time=0:00:13.988822 2021-04-10 01:44:41,054 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.27ms, fps=7949 images/s, loss=1.4790, top1-acc=59.61%, top5-acc=87.27%, remaining_time=0:00:00.966090, arrival_time=2021-04-10 01:44:42.020025, cost_time=0:00:00.322030 2021-04-10 01:44:41,282 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.30ms, fps=11209 images/s, loss=1.4943, top1-acc=58.83%, top5-acc=87.07%, remaining_time=0:00:00.550900, arrival_time=2021-04-10 01:44:41.833714, cost_time=0:00:00.550896 2021-04-10 01:44:41,545 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=0.40ms, fps=9775 images/s, loss=1.5179, top1-acc=58.76%, top5-acc=86.65%, remaining_time=0:00:00.271100, arrival_time=2021-04-10 01:44:41.816290, cost_time=0:00:00.813313 2021-04-10 01:44:41,768 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=10401 images/s, loss=1.5365, top1-acc=58.64%, top5-acc=86.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:41.768614, cost_time=0:00:01.036760 2021-04-10 01:44:41,820 INFO : Epoch=0089 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:27:58.768884, arrival_time=2021-04-10 02:12:40.589037, cost_time=0:22:26.039873 2021-04-10 01:44:41,820 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 01:44:42,744 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.58ms, fps=2771 images/s, loss=1.0439, top1-acc=69.37%, top5-acc=92.81%, remaining_time=0:00:17.180820, arrival_time=2021-04-10 01:44:59.925593, cost_time=0:00:00.923700 2021-04-10 01:44:43,463 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=2.01ms, fps=3566 images/s, loss=0.9999, top1-acc=70.23%, top5-acc=93.28%, remaining_time=0:00:14.453648, arrival_time=2021-04-10 01:44:57.917101, cost_time=0:00:01.642466 2021-04-10 01:44:44,174 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.85ms, fps=3604 images/s, loss=0.9911, top1-acc=70.26%, top5-acc=93.26%, remaining_time=0:00:13.022700, arrival_time=2021-04-10 01:44:57.197266, cost_time=0:00:02.353510 2021-04-10 01:44:44,883 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.56ms, fps=3614 images/s, loss=0.9908, top1-acc=70.50%, top5-acc=93.36%, remaining_time=0:00:11.944920, arrival_time=2021-04-10 01:44:56.828632, cost_time=0:00:03.062801 2021-04-10 01:44:45,591 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.52ms, fps=3619 images/s, loss=0.9909, top1-acc=70.77%, top5-acc=93.52%, remaining_time=0:00:11.010152, arrival_time=2021-04-10 01:44:56.601908, cost_time=0:00:03.770619 2021-04-10 01:44:46,289 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.41ms, fps=3673 images/s, loss=0.9905, top1-acc=70.75%, top5-acc=93.52%, remaining_time=0:00:10.128872, arrival_time=2021-04-10 01:44:56.418386, cost_time=0:00:04.468606 2021-04-10 01:44:46,991 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.64ms, fps=3648 images/s, loss=0.9916, top1-acc=70.90%, top5-acc=93.42%, remaining_time=0:00:09.307368, arrival_time=2021-04-10 01:44:56.299055, cost_time=0:00:05.170782 2021-04-10 01:44:47,704 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.78ms, fps=3595 images/s, loss=0.9967, top1-acc=70.71%, top5-acc=93.34%, remaining_time=0:00:08.530872, arrival_time=2021-04-10 01:44:56.235320, cost_time=0:00:05.883335 2021-04-10 01:44:48,429 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.59ms, fps=3536 images/s, loss=0.9959, top1-acc=70.65%, top5-acc=93.42%, remaining_time=0:00:07.783050, arrival_time=2021-04-10 01:44:56.212309, cost_time=0:00:06.608289 2021-04-10 01:44:49,154 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.11ms, fps=3535 images/s, loss=1.0022, top1-acc=70.46%, top5-acc=93.34%, remaining_time=0:00:07.039680, arrival_time=2021-04-10 01:44:56.193738, cost_time=0:00:07.333013 2021-04-10 01:44:49,870 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.83ms, fps=3578 images/s, loss=1.0042, top1-acc=70.47%, top5-acc=93.31%, remaining_time=0:00:06.293050, arrival_time=2021-04-10 01:44:56.163204, cost_time=0:00:08.049245 2021-04-10 01:44:50,566 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.67ms, fps=3679 images/s, loss=1.0074, top1-acc=70.38%, top5-acc=93.29%, remaining_time=0:00:05.538804, arrival_time=2021-04-10 01:44:56.105335, cost_time=0:00:08.745485 2021-04-10 01:44:51,282 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=2.65ms, fps=3583 images/s, loss=1.0109, top1-acc=70.25%, top5-acc=93.25%, remaining_time=0:00:04.803150, arrival_time=2021-04-10 01:44:56.085028, cost_time=0:00:09.460711 2021-04-10 01:44:51,991 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.43ms, fps=3613 images/s, loss=1.0149, top1-acc=70.22%, top5-acc=93.15%, remaining_time=0:00:04.068176, arrival_time=2021-04-10 01:44:56.059568, cost_time=0:00:10.170408 2021-04-10 01:44:52,697 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.69ms, fps=3629 images/s, loss=1.0160, top1-acc=70.18%, top5-acc=93.16%, remaining_time=0:00:03.335460, arrival_time=2021-04-10 01:44:56.032806, cost_time=0:00:10.876438 2021-04-10 01:44:53,405 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=2.00ms, fps=3618 images/s, loss=1.0174, top1-acc=70.14%, top5-acc=93.17%, remaining_time=0:00:02.606472, arrival_time=2021-04-10 01:44:56.011814, cost_time=0:00:11.584358 2021-04-10 01:44:54,110 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.96ms, fps=3636 images/s, loss=1.0186, top1-acc=70.09%, top5-acc=93.18%, remaining_time=0:00:01.879488, arrival_time=2021-04-10 01:44:55.989437, cost_time=0:00:12.289031 2021-04-10 01:44:54,808 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.11ms, fps=3668 images/s, loss=1.0214, top1-acc=70.02%, top5-acc=93.15%, remaining_time=0:00:01.154432, arrival_time=2021-04-10 01:44:55.962735, cost_time=0:00:12.987403 2021-04-10 01:44:55,514 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.42ms, fps=3628 images/s, loss=1.0232, top1-acc=69.97%, top5-acc=93.11%, remaining_time=0:00:00.432420, arrival_time=2021-04-10 01:44:55.946780, cost_time=0:00:13.693362 2021-04-10 01:44:55,894 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.11ms, fps=3582 images/s, loss=1.0251, top1-acc=69.92%, top5-acc=93.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:55.894588, cost_time=0:00:14.073691 2021-04-10 01:44:56,226 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.38ms, fps=7742 images/s, loss=1.7207, top1-acc=56.33%, top5-acc=84.57%, remaining_time=0:00:00.991920, arrival_time=2021-04-10 01:44:57.218264, cost_time=0:00:00.330640 2021-04-10 01:44:56,449 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.25ms, fps=11485 images/s, loss=1.7003, top1-acc=56.52%, top5-acc=84.73%, remaining_time=0:00:00.554060, arrival_time=2021-04-10 01:44:57.003793, cost_time=0:00:00.554059 2021-04-10 01:44:56,722 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.41ms, fps=9418 images/s, loss=1.6952, top1-acc=56.76%, top5-acc=84.73%, remaining_time=0:00:00.275430, arrival_time=2021-04-10 01:44:56.997432, cost_time=0:00:00.826287 2021-04-10 01:44:56,884 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=14302 images/s, loss=1.7217, top1-acc=56.05%, top5-acc=84.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:56.884784, cost_time=0:00:00.989076 2021-04-10 01:44:56,915 INFO : Epoch=0090 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:27:43.609090, arrival_time=2021-04-10 02:12:40.524114, cost_time=0:22:41.134747 2021-04-10 01:44:56,915 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 01:44:57,845 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.42ms, fps=2754 images/s, loss=1.0064, top1-acc=70.59%, top5-acc=93.12%, remaining_time=0:00:17.287584, arrival_time=2021-04-10 01:45:15.132919, cost_time=0:00:00.929437 2021-04-10 01:44:58,545 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.50ms, fps=3662 images/s, loss=0.9857, top1-acc=70.88%, top5-acc=93.48%, remaining_time=0:00:14.338016, arrival_time=2021-04-10 01:45:12.883145, cost_time=0:00:01.629312 2021-04-10 01:44:59,265 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.60ms, fps=3555 images/s, loss=1.0004, top1-acc=70.72%, top5-acc=93.37%, remaining_time=0:00:13.003278, arrival_time=2021-04-10 01:45:12.269134, cost_time=0:00:02.349985 2021-04-10 01:44:59,967 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.80ms, fps=3654 images/s, loss=0.9999, top1-acc=70.41%, top5-acc=93.37%, remaining_time=0:00:11.899680, arrival_time=2021-04-10 01:45:11.866662, cost_time=0:00:03.051212 2021-04-10 01:45:00,666 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.94ms, fps=3665 images/s, loss=1.0066, top1-acc=70.19%, top5-acc=93.25%, remaining_time=0:00:10.950584, arrival_time=2021-04-10 01:45:11.616763, cost_time=0:00:03.750201 2021-04-10 01:45:01,370 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.45ms, fps=3638 images/s, loss=1.0074, top1-acc=70.30%, top5-acc=93.26%, remaining_time=0:00:10.097592, arrival_time=2021-04-10 01:45:11.468263, cost_time=0:00:04.454832 2021-04-10 01:45:02,073 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.41ms, fps=3646 images/s, loss=1.0078, top1-acc=70.35%, top5-acc=93.26%, remaining_time=0:00:09.283932, arrival_time=2021-04-10 01:45:11.357402, cost_time=0:00:05.157707 2021-04-10 01:45:02,776 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.40ms, fps=3647 images/s, loss=1.0057, top1-acc=70.43%, top5-acc=93.31%, remaining_time=0:00:08.497232, arrival_time=2021-04-10 01:45:11.273306, cost_time=0:00:05.860179 2021-04-10 01:45:03,487 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.43ms, fps=3604 images/s, loss=1.0062, top1-acc=70.35%, top5-acc=93.35%, remaining_time=0:00:07.739590, arrival_time=2021-04-10 01:45:11.226767, cost_time=0:00:06.571354 2021-04-10 01:45:04,198 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.40ms, fps=3604 images/s, loss=1.0064, top1-acc=70.32%, top5-acc=93.34%, remaining_time=0:00:06.991104, arrival_time=2021-04-10 01:45:11.189335, cost_time=0:00:07.282367 2021-04-10 01:45:04,894 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.15ms, fps=3680 images/s, loss=1.0082, top1-acc=70.21%, top5-acc=93.32%, remaining_time=0:00:06.237924, arrival_time=2021-04-10 01:45:11.132436, cost_time=0:00:07.978747 2021-04-10 01:45:05,595 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.08ms, fps=3656 images/s, loss=1.0106, top1-acc=70.18%, top5-acc=93.30%, remaining_time=0:00:05.496928, arrival_time=2021-04-10 01:45:11.092269, cost_time=0:00:08.679389 2021-04-10 01:45:06,297 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.53ms, fps=3650 images/s, loss=1.0120, top1-acc=70.11%, top5-acc=93.26%, remaining_time=0:00:04.763022, arrival_time=2021-04-10 01:45:11.060527, cost_time=0:00:09.381747 2021-04-10 01:45:07,002 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.51ms, fps=3635 images/s, loss=1.0132, top1-acc=70.05%, top5-acc=93.27%, remaining_time=0:00:04.034576, arrival_time=2021-04-10 01:45:11.036910, cost_time=0:00:10.086413 2021-04-10 01:45:07,705 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.77ms, fps=3645 images/s, loss=1.0162, top1-acc=69.95%, top5-acc=93.21%, remaining_time=0:00:03.308780, arrival_time=2021-04-10 01:45:11.014118, cost_time=0:00:10.789561 2021-04-10 01:45:08,424 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.91ms, fps=3563 images/s, loss=1.0169, top1-acc=69.91%, top5-acc=93.22%, remaining_time=0:00:02.589408, arrival_time=2021-04-10 01:45:11.013937, cost_time=0:00:11.508468 2021-04-10 01:45:09,132 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.99ms, fps=3618 images/s, loss=1.0189, top1-acc=69.84%, top5-acc=93.21%, remaining_time=0:00:01.868516, arrival_time=2021-04-10 01:45:11.001450, cost_time=0:00:12.217158 2021-04-10 01:45:09,834 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.51ms, fps=3654 images/s, loss=1.0201, top1-acc=69.84%, top5-acc=93.19%, remaining_time=0:00:01.148288, arrival_time=2021-04-10 01:45:10.982246, cost_time=0:00:12.918153 2021-04-10 01:45:10,547 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.78ms, fps=3594 images/s, loss=1.0230, top1-acc=69.72%, top5-acc=93.16%, remaining_time=0:00:00.430458, arrival_time=2021-04-10 01:45:10.977483, cost_time=0:00:13.631090 2021-04-10 01:45:10,964 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.13ms, fps=3268 images/s, loss=1.0241, top1-acc=69.69%, top5-acc=93.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:10.963949, cost_time=0:00:14.048125 2021-04-10 01:45:11,277 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.82ms, fps=8219 images/s, loss=1.6202, top1-acc=56.72%, top5-acc=85.27%, remaining_time=0:00:00.934350, arrival_time=2021-04-10 01:45:12.211471, cost_time=0:00:00.311451 2021-04-10 01:45:11,504 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=3.83ms, fps=11301 images/s, loss=1.6201, top1-acc=56.91%, top5-acc=85.61%, remaining_time=0:00:00.538500, arrival_time=2021-04-10 01:45:12.042695, cost_time=0:00:00.538507 2021-04-10 01:45:11,741 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=2.33ms, fps=10799 images/s, loss=1.6561, top1-acc=55.98%, top5-acc=84.91%, remaining_time=0:00:00.258700, arrival_time=2021-04-10 01:45:12.000490, cost_time=0:00:00.776101 2021-04-10 01:45:11,953 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=10979 images/s, loss=1.6472, top1-acc=56.22%, top5-acc=85.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:11.953568, cost_time=0:00:00.987941 2021-04-10 01:45:11,983 INFO : Epoch=0091 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:27:28.419208, arrival_time=2021-04-10 02:12:40.402677, cost_time=0:22:56.203191 2021-04-10 01:45:11,984 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 01:45:12,873 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=2.58ms, fps=2878 images/s, loss=0.9640, top1-acc=71.76%, top5-acc=93.98%, remaining_time=0:00:16.544328, arrival_time=2021-04-10 01:45:29.418048, cost_time=0:00:00.889482 2021-04-10 01:45:13,586 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.94ms, fps=3596 images/s, loss=0.9690, top1-acc=71.64%, top5-acc=93.67%, remaining_time=0:00:14.097072, arrival_time=2021-04-10 01:45:27.683278, cost_time=0:00:01.601949 2021-04-10 01:45:14,315 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.31ms, fps=3515 images/s, loss=0.9667, top1-acc=71.89%, top5-acc=93.62%, remaining_time=0:00:12.897370, arrival_time=2021-04-10 01:45:27.212590, cost_time=0:00:02.330861 2021-04-10 01:45:15,025 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.55ms, fps=3606 images/s, loss=0.9669, top1-acc=71.64%, top5-acc=93.73%, remaining_time=0:00:11.862240, arrival_time=2021-04-10 01:45:26.888103, cost_time=0:00:03.041606 2021-04-10 01:45:15,727 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=2.27ms, fps=3652 images/s, loss=0.9727, top1-acc=71.40%, top5-acc=93.71%, remaining_time=0:00:10.929998, arrival_time=2021-04-10 01:45:26.657405, cost_time=0:00:03.743144 2021-04-10 01:45:16,431 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.75ms, fps=3641 images/s, loss=0.9759, top1-acc=71.32%, top5-acc=93.64%, remaining_time=0:00:10.079776, arrival_time=2021-04-10 01:45:26.510957, cost_time=0:00:04.446932 2021-04-10 01:45:17,132 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.47ms, fps=3656 images/s, loss=0.9800, top1-acc=71.28%, top5-acc=93.59%, remaining_time=0:00:09.265914, arrival_time=2021-04-10 01:45:26.397982, cost_time=0:00:05.147731 2021-04-10 01:45:17,843 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.01ms, fps=3602 images/s, loss=0.9862, top1-acc=71.05%, top5-acc=93.60%, remaining_time=0:00:08.495956, arrival_time=2021-04-10 01:45:26.339542, cost_time=0:00:05.859316 2021-04-10 01:45:18,548 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.56ms, fps=3634 images/s, loss=0.9899, top1-acc=70.92%, top5-acc=93.54%, remaining_time=0:00:07.731322, arrival_time=2021-04-10 01:45:26.279903, cost_time=0:00:06.564370 2021-04-10 01:45:19,287 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.53ms, fps=3469 images/s, loss=0.9942, top1-acc=70.74%, top5-acc=93.48%, remaining_time=0:00:07.010688, arrival_time=2021-04-10 01:45:26.297822, cost_time=0:00:07.302765 2021-04-10 01:45:19,998 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=2.00ms, fps=3602 images/s, loss=0.9962, top1-acc=70.67%, top5-acc=93.45%, remaining_time=0:00:06.265788, arrival_time=2021-04-10 01:45:26.264444, cost_time=0:00:08.014379 2021-04-10 01:45:20,699 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.58ms, fps=3659 images/s, loss=0.9965, top1-acc=70.64%, top5-acc=93.46%, remaining_time=0:00:05.519272, arrival_time=2021-04-10 01:45:26.218207, cost_time=0:00:08.714639 2021-04-10 01:45:21,413 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.67ms, fps=3584 images/s, loss=0.9982, top1-acc=70.56%, top5-acc=93.39%, remaining_time=0:00:04.787376, arrival_time=2021-04-10 01:45:26.201214, cost_time=0:00:09.429618 2021-04-10 01:45:22,128 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=2.89ms, fps=3586 images/s, loss=1.0041, top1-acc=70.39%, top5-acc=93.31%, remaining_time=0:00:04.057536, arrival_time=2021-04-10 01:45:26.185839, cost_time=0:00:10.143898 2021-04-10 01:45:22,834 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.51ms, fps=3630 images/s, loss=1.0052, top1-acc=70.37%, top5-acc=93.30%, remaining_time=0:00:03.327364, arrival_time=2021-04-10 01:45:26.161758, cost_time=0:00:10.850163 2021-04-10 01:45:23,546 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.90ms, fps=3595 images/s, loss=1.0087, top1-acc=70.32%, top5-acc=93.25%, remaining_time=0:00:02.601612, arrival_time=2021-04-10 01:45:26.148557, cost_time=0:00:11.562734 2021-04-10 01:45:24,258 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.78ms, fps=3602 images/s, loss=1.0117, top1-acc=70.28%, top5-acc=93.25%, remaining_time=0:00:01.877200, arrival_time=2021-04-10 01:45:26.135419, cost_time=0:00:12.273933 2021-04-10 01:45:24,961 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.11ms, fps=3641 images/s, loss=1.0141, top1-acc=70.21%, top5-acc=93.20%, remaining_time=0:00:01.153568, arrival_time=2021-04-10 01:45:26.115381, cost_time=0:00:12.977603 2021-04-10 01:45:25,661 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.45ms, fps=3662 images/s, loss=1.0150, top1-acc=70.20%, top5-acc=93.18%, remaining_time=0:00:00.431910, arrival_time=2021-04-10 01:45:26.093311, cost_time=0:00:13.677150 2021-04-10 01:45:26,048 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.11ms, fps=3518 images/s, loss=1.0165, top1-acc=70.14%, top5-acc=93.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:26.048711, cost_time=0:00:14.064365 2021-04-10 01:45:26,424 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=16.86ms, fps=6855 images/s, loss=1.7013, top1-acc=54.06%, top5-acc=83.59%, remaining_time=0:00:01.120260, arrival_time=2021-04-10 01:45:27.544196, cost_time=0:00:00.373418 2021-04-10 01:45:26,680 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.30ms, fps=9986 images/s, loss=1.7440, top1-acc=53.63%, top5-acc=83.46%, remaining_time=0:00:00.630440, arrival_time=2021-04-10 01:45:27.311293, cost_time=0:00:00.630443 2021-04-10 01:45:26,948 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=29.34ms, fps=9581 images/s, loss=1.7506, top1-acc=53.88%, top5-acc=83.14%, remaining_time=0:00:00.299340, arrival_time=2021-04-10 01:45:27.247796, cost_time=0:00:00.898010 2021-04-10 01:45:27,134 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.06ms, fps=12480 images/s, loss=1.7281, top1-acc=53.90%, top5-acc=83.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:27.134812, cost_time=0:00:01.084432 2021-04-10 01:45:27,161 INFO : Epoch=0092 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:27:13.360248, arrival_time=2021-04-10 02:12:40.521466, cost_time=0:23:11.380936 2021-04-10 01:45:27,161 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 01:45:28,042 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=4.09ms, fps=2908 images/s, loss=1.0120, top1-acc=68.98%, top5-acc=93.67%, remaining_time=0:00:16.375440, arrival_time=2021-04-10 01:45:44.417872, cost_time=0:00:00.880397 2021-04-10 01:45:28,745 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.05ms, fps=3644 images/s, loss=0.9967, top1-acc=70.70%, top5-acc=93.69%, remaining_time=0:00:13.935152, arrival_time=2021-04-10 01:45:42.680714, cost_time=0:00:01.583549 2021-04-10 01:45:29,455 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.87ms, fps=3613 images/s, loss=0.9928, top1-acc=70.95%, top5-acc=93.62%, remaining_time=0:00:12.689704, arrival_time=2021-04-10 01:45:42.145150, cost_time=0:00:02.293306 2021-04-10 01:45:30,163 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.89ms, fps=3620 images/s, loss=0.9835, top1-acc=71.06%, top5-acc=93.83%, remaining_time=0:00:11.706396, arrival_time=2021-04-10 01:45:41.869968, cost_time=0:00:03.001637 2021-04-10 01:45:30,872 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.67ms, fps=3614 images/s, loss=0.9804, top1-acc=71.04%, top5-acc=93.71%, remaining_time=0:00:10.834368, arrival_time=2021-04-10 01:45:41.706822, cost_time=0:00:03.710383 2021-04-10 01:45:31,571 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.67ms, fps=3669 images/s, loss=0.9850, top1-acc=70.96%, top5-acc=93.68%, remaining_time=0:00:09.993824, arrival_time=2021-04-10 01:45:41.564858, cost_time=0:00:04.409017 2021-04-10 01:45:32,271 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.39ms, fps=3658 images/s, loss=0.9853, top1-acc=70.99%, top5-acc=93.67%, remaining_time=0:00:09.197118, arrival_time=2021-04-10 01:45:41.468534, cost_time=0:00:05.109498 2021-04-10 01:45:32,965 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.55ms, fps=3691 images/s, loss=0.9817, top1-acc=71.04%, top5-acc=93.73%, remaining_time=0:00:08.414988, arrival_time=2021-04-10 01:45:41.380500, cost_time=0:00:05.803420 2021-04-10 01:45:33,688 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=2.13ms, fps=3543 images/s, loss=0.9822, top1-acc=71.07%, top5-acc=93.74%, remaining_time=0:00:07.687226, arrival_time=2021-04-10 01:45:41.376117, cost_time=0:00:06.526901 2021-04-10 01:45:34,403 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=2.53ms, fps=3584 images/s, loss=0.9877, top1-acc=70.91%, top5-acc=93.66%, remaining_time=0:00:06.952032, arrival_time=2021-04-10 01:45:41.355851, cost_time=0:00:07.241748 2021-04-10 01:45:35,100 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.48ms, fps=3679 images/s, loss=0.9921, top1-acc=70.76%, top5-acc=93.57%, remaining_time=0:00:06.206448, arrival_time=2021-04-10 01:45:41.306851, cost_time=0:00:07.938458 2021-04-10 01:45:35,802 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.20ms, fps=3648 images/s, loss=0.9962, top1-acc=70.64%, top5-acc=93.46%, remaining_time=0:00:05.472456, arrival_time=2021-04-10 01:45:41.275237, cost_time=0:00:08.640698 2021-04-10 01:45:36,504 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.14ms, fps=3653 images/s, loss=0.9971, top1-acc=70.63%, top5-acc=93.39%, remaining_time=0:00:04.743024, arrival_time=2021-04-10 01:45:41.247295, cost_time=0:00:09.342299 2021-04-10 01:45:37,216 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=3.04ms, fps=3601 images/s, loss=1.0000, top1-acc=70.53%, top5-acc=93.36%, remaining_time=0:00:04.021528, arrival_time=2021-04-10 01:45:41.237484, cost_time=0:00:10.053870 2021-04-10 01:45:37,914 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.48ms, fps=3667 images/s, loss=1.0048, top1-acc=70.41%, top5-acc=93.29%, remaining_time=0:00:03.297556, arrival_time=2021-04-10 01:45:41.212400, cost_time=0:00:10.752846 2021-04-10 01:45:38,616 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.92ms, fps=3654 images/s, loss=1.0078, top1-acc=70.31%, top5-acc=93.28%, remaining_time=0:00:02.577168, arrival_time=2021-04-10 01:45:41.193173, cost_time=0:00:11.454069 2021-04-10 01:45:39,317 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.46ms, fps=3654 images/s, loss=1.0090, top1-acc=70.25%, top5-acc=93.29%, remaining_time=0:00:01.859026, arrival_time=2021-04-10 01:45:41.176164, cost_time=0:00:12.155123 2021-04-10 01:45:40,016 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.40ms, fps=3662 images/s, loss=1.0087, top1-acc=70.24%, top5-acc=93.31%, remaining_time=0:00:01.142656, arrival_time=2021-04-10 01:45:41.159471, cost_time=0:00:12.854877 2021-04-10 01:45:40,723 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=2.00ms, fps=3624 images/s, loss=1.0098, top1-acc=70.20%, top5-acc=93.31%, remaining_time=0:00:00.428262, arrival_time=2021-04-10 01:45:41.151994, cost_time=0:00:13.561715 2021-04-10 01:45:41,099 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.09ms, fps=3628 images/s, loss=1.0109, top1-acc=70.17%, top5-acc=93.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:41.099176, cost_time=0:00:13.937247 2021-04-10 01:45:41,473 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.23ms, fps=6864 images/s, loss=1.6117, top1-acc=57.97%, top5-acc=85.35%, remaining_time=0:00:01.118850, arrival_time=2021-04-10 01:45:42.592107, cost_time=0:00:00.372948 2021-04-10 01:45:41,720 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.24ms, fps=10398 images/s, loss=1.6145, top1-acc=58.11%, top5-acc=85.21%, remaining_time=0:00:00.619680, arrival_time=2021-04-10 01:45:42.339669, cost_time=0:00:00.619690 2021-04-10 01:45:42,012 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.16ms, fps=8762 images/s, loss=1.6144, top1-acc=57.93%, top5-acc=85.56%, remaining_time=0:00:00.304130, arrival_time=2021-04-10 01:45:42.316771, cost_time=0:00:00.912403 2021-04-10 01:45:42,183 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.09ms, fps=13582 images/s, loss=1.6039, top1-acc=57.70%, top5-acc=85.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:42.183820, cost_time=0:00:01.083562 2021-04-10 01:45:42,216 INFO : Epoch=0093 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:26:58.158004, arrival_time=2021-04-10 02:12:40.374705, cost_time=0:23:26.436415 2021-04-10 01:45:42,217 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 01:45:43,117 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.58ms, fps=2845 images/s, loss=0.9739, top1-acc=71.05%, top5-acc=93.95%, remaining_time=0:00:16.733676, arrival_time=2021-04-10 01:45:59.850808, cost_time=0:00:00.899665 2021-04-10 01:45:43,826 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.70ms, fps=3614 images/s, loss=0.9556, top1-acc=71.87%, top5-acc=94.14%, remaining_time=0:00:14.156208, arrival_time=2021-04-10 01:45:57.982445, cost_time=0:00:01.608659 2021-04-10 01:45:44,542 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=2.08ms, fps=3576 images/s, loss=0.9645, top1-acc=71.89%, top5-acc=93.89%, remaining_time=0:00:12.866660, arrival_time=2021-04-10 01:45:57.409445, cost_time=0:00:02.325285 2021-04-10 01:45:45,256 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.40ms, fps=3591 images/s, loss=0.9725, top1-acc=71.60%, top5-acc=93.67%, remaining_time=0:00:11.851320, arrival_time=2021-04-10 01:45:57.107654, cost_time=0:00:03.038820 2021-04-10 01:45:45,965 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=2.01ms, fps=3612 images/s, loss=0.9636, top1-acc=71.67%, top5-acc=93.87%, remaining_time=0:00:10.944598, arrival_time=2021-04-10 01:45:56.910186, cost_time=0:00:03.748130 2021-04-10 01:45:46,674 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.59ms, fps=3613 images/s, loss=0.9640, top1-acc=71.52%, top5-acc=93.98%, remaining_time=0:00:10.102760, arrival_time=2021-04-10 01:45:56.777299, cost_time=0:00:04.457096 2021-04-10 01:45:47,384 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=2.52ms, fps=3610 images/s, loss=0.9679, top1-acc=71.47%, top5-acc=94.00%, remaining_time=0:00:09.300060, arrival_time=2021-04-10 01:45:56.684376, cost_time=0:00:05.166730 2021-04-10 01:45:48,090 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.77ms, fps=3630 images/s, loss=0.9666, top1-acc=71.57%, top5-acc=93.98%, remaining_time=0:00:08.515676, arrival_time=2021-04-10 01:45:56.606050, cost_time=0:00:05.872900 2021-04-10 01:45:48,801 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.08ms, fps=3602 images/s, loss=0.9720, top1-acc=71.43%, top5-acc=93.85%, remaining_time=0:00:07.754642, arrival_time=2021-04-10 01:45:56.556281, cost_time=0:00:06.584105 2021-04-10 01:45:49,504 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=2.10ms, fps=3647 images/s, loss=0.9734, top1-acc=71.44%, top5-acc=93.79%, remaining_time=0:00:06.995232, arrival_time=2021-04-10 01:45:56.499459, cost_time=0:00:07.286744 2021-04-10 01:45:50,215 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.52ms, fps=3604 images/s, loss=0.9785, top1-acc=71.29%, top5-acc=93.69%, remaining_time=0:00:06.252716, arrival_time=2021-04-10 01:45:56.468090, cost_time=0:00:07.997714 2021-04-10 01:45:50,916 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.39ms, fps=3657 images/s, loss=0.9869, top1-acc=70.98%, top5-acc=93.55%, remaining_time=0:00:05.509240, arrival_time=2021-04-10 01:45:56.425522, cost_time=0:00:08.698848 2021-04-10 01:45:51,623 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.54ms, fps=3622 images/s, loss=0.9893, top1-acc=70.90%, top5-acc=93.55%, remaining_time=0:00:04.775430, arrival_time=2021-04-10 01:45:56.399088, cost_time=0:00:09.406129 2021-04-10 01:45:52,328 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.89ms, fps=3636 images/s, loss=0.9920, top1-acc=70.80%, top5-acc=93.51%, remaining_time=0:00:04.044320, arrival_time=2021-04-10 01:45:56.372669, cost_time=0:00:10.110841 2021-04-10 01:45:53,035 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.58ms, fps=3623 images/s, loss=0.9920, top1-acc=70.79%, top5-acc=93.49%, remaining_time=0:00:03.317520, arrival_time=2021-04-10 01:45:56.353155, cost_time=0:00:10.818008 2021-04-10 01:45:53,741 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=2.17ms, fps=3632 images/s, loss=0.9955, top1-acc=70.63%, top5-acc=93.44%, remaining_time=0:00:02.592864, arrival_time=2021-04-10 01:45:56.334117, cost_time=0:00:11.523785 2021-04-10 01:45:54,447 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.98ms, fps=3629 images/s, loss=0.9971, top1-acc=70.58%, top5-acc=93.44%, remaining_time=0:00:01.870414, arrival_time=2021-04-10 01:45:56.317574, cost_time=0:00:12.229678 2021-04-10 01:45:55,148 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.45ms, fps=3652 images/s, loss=0.9997, top1-acc=70.55%, top5-acc=93.40%, remaining_time=0:00:01.149440, arrival_time=2021-04-10 01:45:56.298244, cost_time=0:00:12.931232 2021-04-10 01:45:55,850 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.39ms, fps=3654 images/s, loss=1.0007, top1-acc=70.51%, top5-acc=93.39%, remaining_time=0:00:00.430500, arrival_time=2021-04-10 01:45:56.280615, cost_time=0:00:13.632589 2021-04-10 01:45:56,241 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.11ms, fps=3477 images/s, loss=1.0037, top1-acc=70.44%, top5-acc=93.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:56.241897, cost_time=0:00:14.024396 2021-04-10 01:45:56,613 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.53ms, fps=6921 images/s, loss=1.6934, top1-acc=55.43%, top5-acc=83.59%, remaining_time=0:00:01.109550, arrival_time=2021-04-10 01:45:57.722943, cost_time=0:00:00.369853 2021-04-10 01:45:56,809 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.34ms, fps=13083 images/s, loss=1.7502, top1-acc=53.73%, top5-acc=83.05%, remaining_time=0:00:00.566060, arrival_time=2021-04-10 01:45:57.375595, cost_time=0:00:00.566055 2021-04-10 01:45:57,099 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=10.21ms, fps=8855 images/s, loss=1.7418, top1-acc=53.87%, top5-acc=83.22%, remaining_time=0:00:00.285160, arrival_time=2021-04-10 01:45:57.384282, cost_time=0:00:00.855492 2021-04-10 01:45:57,291 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.11ms, fps=12102 images/s, loss=1.7191, top1-acc=54.04%, top5-acc=83.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:57.291476, cost_time=0:00:01.047974 2021-04-10 01:45:57,321 INFO : Epoch=0094 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:26:43.014998, arrival_time=2021-04-10 02:12:40.336835, cost_time=0:23:41.541563 2021-04-10 01:45:57,322 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 01:45:58,240 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.42ms, fps=2789 images/s, loss=1.0000, top1-acc=71.05%, top5-acc=92.97%, remaining_time=0:00:17.069592, arrival_time=2021-04-10 01:46:15.309887, cost_time=0:00:00.917717 2021-04-10 01:45:58,959 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.70ms, fps=3565 images/s, loss=1.0153, top1-acc=70.16%, top5-acc=92.97%, remaining_time=0:00:14.399792, arrival_time=2021-04-10 01:46:13.358856, cost_time=0:00:01.636335 2021-04-10 01:45:59,667 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.36ms, fps=3616 images/s, loss=1.0153, top1-acc=69.87%, top5-acc=93.07%, remaining_time=0:00:12.977050, arrival_time=2021-04-10 01:46:12.644925, cost_time=0:00:02.345262 2021-04-10 01:46:00,382 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.98ms, fps=3586 images/s, loss=1.0151, top1-acc=69.89%, top5-acc=93.01%, remaining_time=0:00:11.933376, arrival_time=2021-04-10 01:46:12.315878, cost_time=0:00:03.059837 2021-04-10 01:46:01,082 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.49ms, fps=3662 images/s, loss=1.0108, top1-acc=69.98%, top5-acc=93.05%, remaining_time=0:00:10.978178, arrival_time=2021-04-10 01:46:12.060375, cost_time=0:00:03.759634 2021-04-10 01:46:01,797 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.76ms, fps=3580 images/s, loss=1.0042, top1-acc=70.14%, top5-acc=93.14%, remaining_time=0:00:10.143696, arrival_time=2021-04-10 01:46:11.941484, cost_time=0:00:04.475139 2021-04-10 01:46:02,503 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.42ms, fps=3633 images/s, loss=0.9996, top1-acc=70.36%, top5-acc=93.22%, remaining_time=0:00:09.324882, arrival_time=2021-04-10 01:46:11.827922, cost_time=0:00:05.180459 2021-04-10 01:46:03,207 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.46ms, fps=3636 images/s, loss=1.0003, top1-acc=70.40%, top5-acc=93.25%, remaining_time=0:00:08.533192, arrival_time=2021-04-10 01:46:11.740700, cost_time=0:00:05.884948 2021-04-10 01:46:03,915 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.09ms, fps=3619 images/s, loss=0.9966, top1-acc=70.65%, top5-acc=93.24%, remaining_time=0:00:07.764924, arrival_time=2021-04-10 01:46:11.680487, cost_time=0:00:06.592843 2021-04-10 01:46:04,609 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.42ms, fps=3693 images/s, loss=0.9960, top1-acc=70.62%, top5-acc=93.28%, remaining_time=0:00:06.995424, arrival_time=2021-04-10 01:46:11.604922, cost_time=0:00:07.286917 2021-04-10 01:46:05,316 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.45ms, fps=3623 images/s, loss=0.9970, top1-acc=70.61%, top5-acc=93.27%, remaining_time=0:00:06.249792, arrival_time=2021-04-10 01:46:11.566312, cost_time=0:00:07.993888 2021-04-10 01:46:06,020 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.04ms, fps=3639 images/s, loss=0.9953, top1-acc=70.67%, top5-acc=93.34%, remaining_time=0:00:05.508784, arrival_time=2021-04-10 01:46:11.529584, cost_time=0:00:08.698069 2021-04-10 01:46:06,728 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=2.23ms, fps=3624 images/s, loss=0.9962, top1-acc=70.69%, top5-acc=93.34%, remaining_time=0:00:04.774968, arrival_time=2021-04-10 01:46:11.502906, cost_time=0:00:09.405290 2021-04-10 01:46:07,434 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=2.06ms, fps=3629 images/s, loss=1.0011, top1-acc=70.50%, top5-acc=93.30%, remaining_time=0:00:04.044544, arrival_time=2021-04-10 01:46:11.478674, cost_time=0:00:10.111395 2021-04-10 01:46:08,141 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.81ms, fps=3622 images/s, loss=1.0000, top1-acc=70.55%, top5-acc=93.30%, remaining_time=0:00:03.317842, arrival_time=2021-04-10 01:46:11.459417, cost_time=0:00:10.818992 2021-04-10 01:46:08,845 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.92ms, fps=3639 images/s, loss=1.0011, top1-acc=70.49%, top5-acc=93.29%, remaining_time=0:00:02.592684, arrival_time=2021-04-10 01:46:11.438418, cost_time=0:00:11.523030 2021-04-10 01:46:09,554 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.79ms, fps=3614 images/s, loss=1.0024, top1-acc=70.46%, top5-acc=93.25%, remaining_time=0:00:01.870804, arrival_time=2021-04-10 01:46:11.425632, cost_time=0:00:12.232243 2021-04-10 01:46:10,257 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=2.12ms, fps=3645 images/s, loss=1.0039, top1-acc=70.41%, top5-acc=93.23%, remaining_time=0:00:01.149792, arrival_time=2021-04-10 01:46:11.407484, cost_time=0:00:12.935083 2021-04-10 01:46:10,966 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.52ms, fps=3618 images/s, loss=1.0055, top1-acc=70.37%, top5-acc=93.23%, remaining_time=0:00:00.430836, arrival_time=2021-04-10 01:46:11.396704, cost_time=0:00:13.643149 2021-04-10 01:46:11,346 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.08ms, fps=3578 images/s, loss=1.0063, top1-acc=70.38%, top5-acc=93.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:11.346720, cost_time=0:00:14.024147 2021-04-10 01:46:11,655 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=29.40ms, fps=8320 images/s, loss=1.5926, top1-acc=57.77%, top5-acc=84.77%, remaining_time=0:00:00.922950, arrival_time=2021-04-10 01:46:12.578532, cost_time=0:00:00.307647 2021-04-10 01:46:11,916 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.27ms, fps=9855 images/s, loss=1.5970, top1-acc=57.30%, top5-acc=84.82%, remaining_time=0:00:00.568200, arrival_time=2021-04-10 01:46:12.484324, cost_time=0:00:00.568203 2021-04-10 01:46:12,201 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=54.10ms, fps=8980 images/s, loss=1.5760, top1-acc=58.03%, top5-acc=85.08%, remaining_time=0:00:00.284670, arrival_time=2021-04-10 01:46:12.486595, cost_time=0:00:00.854002 2021-04-10 01:46:12,408 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=11272 images/s, loss=1.5746, top1-acc=58.22%, top5-acc=85.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:12.408185, cost_time=0:00:01.060341 2021-04-10 01:46:12,437 INFO : Epoch=0095 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:26:27.884340, arrival_time=2021-04-10 02:12:40.321846, cost_time=0:23:56.657218 2021-04-10 01:46:12,438 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 01:46:13,358 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=2.04ms, fps=2783 images/s, loss=0.9882, top1-acc=70.82%, top5-acc=93.44%, remaining_time=0:00:17.111070, arrival_time=2021-04-10 01:46:30.469418, cost_time=0:00:00.919950 2021-04-10 01:46:14,098 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=2.24ms, fps=3463 images/s, loss=0.9820, top1-acc=71.04%, top5-acc=93.59%, remaining_time=0:00:14.609232, arrival_time=2021-04-10 01:46:28.707649, cost_time=0:00:01.660133 2021-04-10 01:46:14,815 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=2.16ms, fps=3576 images/s, loss=0.9705, top1-acc=71.37%, top5-acc=93.92%, remaining_time=0:00:13.150188, arrival_time=2021-04-10 01:46:27.965144, cost_time=0:00:02.376527 2021-04-10 01:46:15,516 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.45ms, fps=3653 images/s, loss=0.9620, top1-acc=71.58%, top5-acc=93.99%, remaining_time=0:00:12.005136, arrival_time=2021-04-10 01:46:27.521697, cost_time=0:00:03.078259 2021-04-10 01:46:16,249 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.94ms, fps=3497 images/s, loss=0.9549, top1-acc=71.46%, top5-acc=94.07%, remaining_time=0:00:11.127828, arrival_time=2021-04-10 01:46:27.377114, cost_time=0:00:03.810876 2021-04-10 01:46:16,953 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.45ms, fps=3640 images/s, loss=0.9526, top1-acc=71.69%, top5-acc=93.97%, remaining_time=0:00:10.233864, arrival_time=2021-04-10 01:46:27.187094, cost_time=0:00:04.514943 2021-04-10 01:46:17,663 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=2.06ms, fps=3608 images/s, loss=0.9572, top1-acc=71.57%, top5-acc=93.94%, remaining_time=0:00:09.405018, arrival_time=2021-04-10 01:46:27.068444, cost_time=0:00:05.225025 2021-04-10 01:46:18,359 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.51ms, fps=3681 images/s, loss=0.9623, top1-acc=71.39%, top5-acc=93.83%, remaining_time=0:00:08.585972, arrival_time=2021-04-10 01:46:26.945613, cost_time=0:00:05.921391 2021-04-10 01:46:19,067 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.70ms, fps=3618 images/s, loss=0.9640, top1-acc=71.34%, top5-acc=93.76%, remaining_time=0:00:07.807854, arrival_time=2021-04-10 01:46:26.875639, cost_time=0:00:06.629322 2021-04-10 01:46:19,783 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.93ms, fps=3581 images/s, loss=0.9663, top1-acc=71.29%, top5-acc=93.71%, remaining_time=0:00:07.051392, arrival_time=2021-04-10 01:46:26.834830, cost_time=0:00:07.345173 2021-04-10 01:46:20,495 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=2.48ms, fps=3599 images/s, loss=0.9703, top1-acc=71.21%, top5-acc=93.63%, remaining_time=0:00:06.298984, arrival_time=2021-04-10 01:46:26.794155, cost_time=0:00:08.056817 2021-04-10 01:46:21,192 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.43ms, fps=3673 images/s, loss=0.9727, top1-acc=71.14%, top5-acc=93.63%, remaining_time=0:00:05.544504, arrival_time=2021-04-10 01:46:26.737213, cost_time=0:00:08.754423 2021-04-10 01:46:21,899 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.96ms, fps=3624 images/s, loss=0.9743, top1-acc=71.05%, top5-acc=93.61%, remaining_time=0:00:04.803480, arrival_time=2021-04-10 01:46:26.703261, cost_time=0:00:09.461350 2021-04-10 01:46:22,605 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=2.15ms, fps=3630 images/s, loss=0.9779, top1-acc=70.90%, top5-acc=93.56%, remaining_time=0:00:04.067000, arrival_time=2021-04-10 01:46:26.672807, cost_time=0:00:10.167491 2021-04-10 01:46:23,318 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.93ms, fps=3598 images/s, loss=0.9792, top1-acc=70.90%, top5-acc=93.53%, remaining_time=0:00:03.336426, arrival_time=2021-04-10 01:46:26.654441, cost_time=0:00:10.879693 2021-04-10 01:46:24,025 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.87ms, fps=3624 images/s, loss=0.9789, top1-acc=70.89%, top5-acc=93.54%, remaining_time=0:00:02.607012, arrival_time=2021-04-10 01:46:26.632100, cost_time=0:00:11.586740 2021-04-10 01:46:24,728 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.50ms, fps=3641 images/s, loss=0.9835, top1-acc=70.74%, top5-acc=93.50%, remaining_time=0:00:01.879722, arrival_time=2021-04-10 01:46:26.608437, cost_time=0:00:12.290444 2021-04-10 01:46:25,433 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.90ms, fps=3633 images/s, loss=0.9874, top1-acc=70.67%, top5-acc=93.42%, remaining_time=0:00:01.155152, arrival_time=2021-04-10 01:46:26.588891, cost_time=0:00:12.995481 2021-04-10 01:46:26,137 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.84ms, fps=3641 images/s, loss=0.9891, top1-acc=70.63%, top5-acc=93.42%, remaining_time=0:00:00.432600, arrival_time=2021-04-10 01:46:26.569944, cost_time=0:00:13.699001 2021-04-10 01:46:26,515 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.09ms, fps=3605 images/s, loss=0.9924, top1-acc=70.54%, top5-acc=93.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:26.515122, cost_time=0:00:14.076852 2021-04-10 01:46:26,792 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=6.71ms, fps=9258 images/s, loss=1.8406, top1-acc=54.45%, top5-acc=82.50%, remaining_time=0:00:00.829530, arrival_time=2021-04-10 01:46:27.622235, cost_time=0:00:00.276506 2021-04-10 01:46:27,052 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.24ms, fps=9870 images/s, loss=1.8169, top1-acc=54.96%, top5-acc=82.79%, remaining_time=0:00:00.536220, arrival_time=2021-04-10 01:46:27.588656, cost_time=0:00:00.536220 2021-04-10 01:46:27,304 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=17.62ms, fps=10192 images/s, loss=1.8156, top1-acc=54.67%, top5-acc=83.05%, remaining_time=0:00:00.262600, arrival_time=2021-04-10 01:46:27.566640, cost_time=0:00:00.787811 2021-04-10 01:46:27,502 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=11716 images/s, loss=1.8137, top1-acc=54.33%, top5-acc=82.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:27.502507, cost_time=0:00:00.986260 2021-04-10 01:46:27,536 INFO : Epoch=0096 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:26:12.735944, arrival_time=2021-04-10 02:12:40.272431, cost_time=0:24:11.756210 2021-04-10 01:46:27,537 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 01:46:28,460 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.42ms, fps=2773 images/s, loss=1.0048, top1-acc=70.16%, top5-acc=93.75%, remaining_time=0:00:17.170404, arrival_time=2021-04-10 01:46:45.630766, cost_time=0:00:00.923139 2021-04-10 01:46:29,171 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.86ms, fps=3604 images/s, loss=0.9857, top1-acc=70.88%, top5-acc=93.73%, remaining_time=0:00:14.377968, arrival_time=2021-04-10 01:46:43.549214, cost_time=0:00:01.633863 2021-04-10 01:46:29,869 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.48ms, fps=3673 images/s, loss=0.9832, top1-acc=70.73%, top5-acc=93.79%, remaining_time=0:00:12.902018, arrival_time=2021-04-10 01:46:42.770957, cost_time=0:00:02.331702 2021-04-10 01:46:30,579 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.61ms, fps=3605 images/s, loss=0.9786, top1-acc=71.11%, top5-acc=93.74%, remaining_time=0:00:11.865516, arrival_time=2021-04-10 01:46:42.445211, cost_time=0:00:03.042430 2021-04-10 01:46:31,299 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.15ms, fps=3560 images/s, loss=0.9766, top1-acc=71.05%, top5-acc=93.71%, remaining_time=0:00:10.985186, arrival_time=2021-04-10 01:46:42.284622, cost_time=0:00:03.762056 2021-04-10 01:46:32,011 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.48ms, fps=3598 images/s, loss=0.9733, top1-acc=71.05%, top5-acc=93.79%, remaining_time=0:00:10.141792, arrival_time=2021-04-10 01:46:42.153511, cost_time=0:00:04.474345 2021-04-10 01:46:32,720 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.85ms, fps=3614 images/s, loss=0.9741, top1-acc=71.07%, top5-acc=93.72%, remaining_time=0:00:09.330426, arrival_time=2021-04-10 01:46:42.051277, cost_time=0:00:05.183559 2021-04-10 01:46:33,433 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.88ms, fps=3596 images/s, loss=0.9763, top1-acc=70.91%, top5-acc=93.75%, remaining_time=0:00:08.549200, arrival_time=2021-04-10 01:46:41.982604, cost_time=0:00:05.895984 2021-04-10 01:46:34,140 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.95ms, fps=3626 images/s, loss=0.9795, top1-acc=70.80%, top5-acc=93.66%, remaining_time=0:00:07.776690, arrival_time=2021-04-10 01:46:41.916790, cost_time=0:00:06.602863 2021-04-10 01:46:34,840 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.43ms, fps=3659 images/s, loss=0.9798, top1-acc=70.82%, top5-acc=93.63%, remaining_time=0:00:07.010880, arrival_time=2021-04-10 01:46:41.851140, cost_time=0:00:07.302998 2021-04-10 01:46:35,552 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.90ms, fps=3597 images/s, loss=0.9824, top1-acc=70.71%, top5-acc=93.57%, remaining_time=0:00:06.266476, arrival_time=2021-04-10 01:46:41.819079, cost_time=0:00:08.015283 2021-04-10 01:46:36,255 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.41ms, fps=3647 images/s, loss=0.9832, top1-acc=70.67%, top5-acc=93.55%, remaining_time=0:00:05.521324, arrival_time=2021-04-10 01:46:41.776417, cost_time=0:00:08.717869 2021-04-10 01:46:36,961 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.46ms, fps=3627 images/s, loss=0.9852, top1-acc=70.67%, top5-acc=93.49%, remaining_time=0:00:04.784604, arrival_time=2021-04-10 01:46:41.746043, cost_time=0:00:09.424167 2021-04-10 01:46:37,662 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=2.29ms, fps=3656 images/s, loss=0.9873, top1-acc=70.66%, top5-acc=93.46%, remaining_time=0:00:04.050032, arrival_time=2021-04-10 01:46:41.712476, cost_time=0:00:10.125051 2021-04-10 01:46:38,372 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.51ms, fps=3607 images/s, loss=0.9911, top1-acc=70.62%, top5-acc=93.39%, remaining_time=0:00:03.322948, arrival_time=2021-04-10 01:46:41.695828, cost_time=0:00:10.835649 2021-04-10 01:46:39,071 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.49ms, fps=3668 images/s, loss=0.9900, top1-acc=70.68%, top5-acc=93.41%, remaining_time=0:00:02.595168, arrival_time=2021-04-10 01:46:41.666503, cost_time=0:00:11.534114 2021-04-10 01:46:39,785 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.04ms, fps=3589 images/s, loss=0.9928, top1-acc=70.58%, top5-acc=93.42%, remaining_time=0:00:01.873222, arrival_time=2021-04-10 01:46:41.658490, cost_time=0:00:12.247910 2021-04-10 01:46:40,486 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.44ms, fps=3656 images/s, loss=0.9938, top1-acc=70.56%, top5-acc=93.40%, remaining_time=0:00:01.151024, arrival_time=2021-04-10 01:46:41.637299, cost_time=0:00:12.949041 2021-04-10 01:46:41,179 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.43ms, fps=3698 images/s, loss=0.9932, top1-acc=70.65%, top5-acc=93.41%, remaining_time=0:00:00.430794, arrival_time=2021-04-10 01:46:41.609867, cost_time=0:00:13.641862 2021-04-10 01:46:41,555 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.13ms, fps=3618 images/s, loss=0.9945, top1-acc=70.61%, top5-acc=93.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:41.555357, cost_time=0:00:14.018139 2021-04-10 01:46:41,936 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.21ms, fps=6739 images/s, loss=1.6231, top1-acc=57.89%, top5-acc=85.27%, remaining_time=0:00:01.139550, arrival_time=2021-04-10 01:46:43.076089, cost_time=0:00:00.379852 2021-04-10 01:46:42,190 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.20ms, fps=10108 images/s, loss=1.5942, top1-acc=57.87%, top5-acc=85.64%, remaining_time=0:00:00.633560, arrival_time=2021-04-10 01:46:42.823796, cost_time=0:00:00.633556 2021-04-10 01:46:42,466 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=3.22ms, fps=9297 images/s, loss=1.5891, top1-acc=57.80%, top5-acc=85.76%, remaining_time=0:00:00.303090, arrival_time=2021-04-10 01:46:42.769300, cost_time=0:00:00.909261 2021-04-10 01:46:42,713 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.11ms, fps=9404 images/s, loss=1.6003, top1-acc=57.89%, top5-acc=85.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:42.713866, cost_time=0:00:01.157196 2021-04-10 01:46:42,751 INFO : Epoch=0097 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:25:57.711848, arrival_time=2021-04-10 02:12:40.463516, cost_time=0:24:26.971349 2021-04-10 01:46:42,752 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 01:46:43,693 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.54ms, fps=2722 images/s, loss=0.9943, top1-acc=70.47%, top5-acc=93.32%, remaining_time=0:00:17.494974, arrival_time=2021-04-10 01:47:01.188416, cost_time=0:00:00.940594 2021-04-10 01:46:44,446 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=2.10ms, fps=3403 images/s, loss=0.9590, top1-acc=71.66%, top5-acc=93.67%, remaining_time=0:00:14.903328, arrival_time=2021-04-10 01:46:59.349704, cost_time=0:00:01.693559 2021-04-10 01:46:45,167 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=5.22ms, fps=3556 images/s, loss=0.9523, top1-acc=71.51%, top5-acc=93.93%, remaining_time=0:00:13.358020, arrival_time=2021-04-10 01:46:58.525040, cost_time=0:00:02.414097 2021-04-10 01:46:45,905 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.43ms, fps=3469 images/s, loss=0.9581, top1-acc=71.45%, top5-acc=93.91%, remaining_time=0:00:12.296856, arrival_time=2021-04-10 01:46:58.202660, cost_time=0:00:03.153039 2021-04-10 01:46:46,625 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=4.19ms, fps=3561 images/s, loss=0.9548, top1-acc=71.46%, top5-acc=94.00%, remaining_time=0:00:11.307116, arrival_time=2021-04-10 01:46:57.932382, cost_time=0:00:03.872324 2021-04-10 01:46:47,324 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.61ms, fps=3668 images/s, loss=0.9553, top1-acc=71.39%, top5-acc=93.96%, remaining_time=0:00:10.361296, arrival_time=2021-04-10 01:46:57.685300, cost_time=0:00:04.571172 2021-04-10 01:46:48,036 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.98ms, fps=3597 images/s, loss=0.9611, top1-acc=71.23%, top5-acc=93.92%, remaining_time=0:00:09.510354, arrival_time=2021-04-10 01:46:57.546756, cost_time=0:00:05.283527 2021-04-10 01:46:48,741 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.15ms, fps=3633 images/s, loss=0.9623, top1-acc=71.25%, top5-acc=93.91%, remaining_time=0:00:08.683760, arrival_time=2021-04-10 01:46:57.425387, cost_time=0:00:05.988831 2021-04-10 01:46:49,445 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.91ms, fps=3638 images/s, loss=0.9719, top1-acc=70.99%, top5-acc=93.78%, remaining_time=0:00:07.882796, arrival_time=2021-04-10 01:46:57.328618, cost_time=0:00:06.692968 2021-04-10 01:46:50,146 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.40ms, fps=3657 images/s, loss=0.9763, top1-acc=70.86%, top5-acc=93.75%, remaining_time=0:00:07.097952, arrival_time=2021-04-10 01:46:57.244470, cost_time=0:00:07.393674 2021-04-10 01:46:50,857 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.46ms, fps=3606 images/s, loss=0.9799, top1-acc=70.81%, top5-acc=93.64%, remaining_time=0:00:06.336050, arrival_time=2021-04-10 01:46:57.193048, cost_time=0:00:08.104234 2021-04-10 01:46:51,567 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.63ms, fps=3606 images/s, loss=0.9796, top1-acc=70.79%, top5-acc=93.67%, remaining_time=0:00:05.582580, arrival_time=2021-04-10 01:46:57.150054, cost_time=0:00:08.814620 2021-04-10 01:46:52,273 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.03ms, fps=3628 images/s, loss=0.9824, top1-acc=70.78%, top5-acc=93.61%, remaining_time=0:00:04.833708, arrival_time=2021-04-10 01:46:57.107478, cost_time=0:00:09.520934 2021-04-10 01:46:52,978 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.40ms, fps=3635 images/s, loss=0.9809, top1-acc=70.84%, top5-acc=93.64%, remaining_time=0:00:04.090296, arrival_time=2021-04-10 01:46:57.068852, cost_time=0:00:10.225783 2021-04-10 01:46:53,681 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.50ms, fps=3647 images/s, loss=0.9824, top1-acc=70.83%, top5-acc=93.58%, remaining_time=0:00:03.351284, arrival_time=2021-04-10 01:46:57.032297, cost_time=0:00:10.928155 2021-04-10 01:46:54,383 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.99ms, fps=3649 images/s, loss=0.9834, top1-acc=70.83%, top5-acc=93.60%, remaining_time=0:00:02.616840, arrival_time=2021-04-10 01:46:57.000062, cost_time=0:00:11.630443 2021-04-10 01:46:55,091 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.53ms, fps=3619 images/s, loss=0.9832, top1-acc=70.77%, top5-acc=93.59%, remaining_time=0:00:01.887028, arrival_time=2021-04-10 01:46:56.978016, cost_time=0:00:12.338215 2021-04-10 01:46:55,798 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.01ms, fps=3623 images/s, loss=0.9849, top1-acc=70.77%, top5-acc=93.55%, remaining_time=0:00:01.159584, arrival_time=2021-04-10 01:46:56.957622, cost_time=0:00:13.045266 2021-04-10 01:46:56,509 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.39ms, fps=3599 images/s, loss=0.9852, top1-acc=70.75%, top5-acc=93.58%, remaining_time=0:00:00.434430, arrival_time=2021-04-10 01:46:56.944259, cost_time=0:00:13.756981 2021-04-10 01:46:56,900 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.64ms, fps=3489 images/s, loss=0.9877, top1-acc=70.68%, top5-acc=93.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:56.900244, cost_time=0:00:14.147433 2021-04-10 01:46:57,241 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=18.53ms, fps=7536 images/s, loss=1.8661, top1-acc=53.91%, top5-acc=82.66%, remaining_time=0:00:01.019010, arrival_time=2021-04-10 01:46:58.260520, cost_time=0:00:00.339671 2021-04-10 01:46:57,496 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.28ms, fps=10071 images/s, loss=1.8707, top1-acc=53.11%, top5-acc=82.95%, remaining_time=0:00:00.594240, arrival_time=2021-04-10 01:46:58.090308, cost_time=0:00:00.594244 2021-04-10 01:46:57,776 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.31ms, fps=9145 images/s, loss=1.8615, top1-acc=53.40%, top5-acc=83.39%, remaining_time=0:00:00.291520, arrival_time=2021-04-10 01:46:58.067937, cost_time=0:00:00.874567 2021-04-10 01:46:58,003 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.11ms, fps=10257 images/s, loss=1.8418, top1-acc=53.84%, top5-acc=83.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:58.003040, cost_time=0:00:01.101208 2021-04-10 01:46:58,089 INFO : Epoch=0098 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:25:42.811404, arrival_time=2021-04-10 02:12:40.900697, cost_time=0:24:42.309005 2021-04-10 01:46:58,089 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 01:46:59,035 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=0.50ms, fps=2706 images/s, loss=0.9440, top1-acc=71.64%, top5-acc=94.10%, remaining_time=0:00:17.593182, arrival_time=2021-04-10 01:47:16.629099, cost_time=0:00:00.945867 2021-04-10 01:46:59,747 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.94ms, fps=3602 images/s, loss=0.9524, top1-acc=71.17%, top5-acc=94.02%, remaining_time=0:00:14.581600, arrival_time=2021-04-10 01:47:14.328769, cost_time=0:00:01.657008 2021-04-10 01:47:00,456 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.96ms, fps=3615 images/s, loss=0.9423, top1-acc=71.64%, top5-acc=94.10%, remaining_time=0:00:13.091424, arrival_time=2021-04-10 01:47:13.547473, cost_time=0:00:02.365913 2021-04-10 01:47:01,158 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.51ms, fps=3647 images/s, loss=0.9329, top1-acc=72.02%, top5-acc=94.16%, remaining_time=0:00:11.967072, arrival_time=2021-04-10 01:47:13.125673, cost_time=0:00:03.068460 2021-04-10 01:47:01,873 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.63ms, fps=3585 images/s, loss=0.9379, top1-acc=72.08%, top5-acc=94.00%, remaining_time=0:00:11.047090, arrival_time=2021-04-10 01:47:12.920500, cost_time=0:00:03.783270 2021-04-10 01:47:02,573 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.57ms, fps=3663 images/s, loss=0.9496, top1-acc=71.63%, top5-acc=93.91%, remaining_time=0:00:10.161240, arrival_time=2021-04-10 01:47:12.734224, cost_time=0:00:04.482875 2021-04-10 01:47:03,280 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.42ms, fps=3623 images/s, loss=0.9520, top1-acc=71.74%, top5-acc=93.94%, remaining_time=0:00:09.342018, arrival_time=2021-04-10 01:47:12.622094, cost_time=0:00:05.190031 2021-04-10 01:47:03,978 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.34ms, fps=3668 images/s, loss=0.9589, top1-acc=71.55%, top5-acc=93.87%, remaining_time=0:00:08.538296, arrival_time=2021-04-10 01:47:12.516919, cost_time=0:00:05.888476 2021-04-10 01:47:04,681 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.36ms, fps=3645 images/s, loss=0.9574, top1-acc=71.71%, top5-acc=93.83%, remaining_time=0:00:07.763228, arrival_time=2021-04-10 01:47:12.444801, cost_time=0:00:06.591458 2021-04-10 01:47:05,388 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.65ms, fps=3627 images/s, loss=0.9591, top1-acc=71.69%, top5-acc=93.77%, remaining_time=0:00:07.005984, arrival_time=2021-04-10 01:47:12.394005, cost_time=0:00:07.297910 2021-04-10 01:47:06,090 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.34ms, fps=3646 images/s, loss=0.9619, top1-acc=71.62%, top5-acc=93.73%, remaining_time=0:00:06.255038, arrival_time=2021-04-10 01:47:12.345869, cost_time=0:00:08.000632 2021-04-10 01:47:06,791 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.95ms, fps=3659 images/s, loss=0.9632, top1-acc=71.61%, top5-acc=93.74%, remaining_time=0:00:05.510684, arrival_time=2021-04-10 01:47:12.301848, cost_time=0:00:08.701092 2021-04-10 01:47:07,491 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=2.12ms, fps=3657 images/s, loss=0.9657, top1-acc=71.48%, top5-acc=93.74%, remaining_time=0:00:04.773120, arrival_time=2021-04-10 01:47:12.264739, cost_time=0:00:09.401563 2021-04-10 01:47:08,199 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.72ms, fps=3619 images/s, loss=0.9674, top1-acc=71.40%, top5-acc=93.72%, remaining_time=0:00:04.043704, arrival_time=2021-04-10 01:47:12.243206, cost_time=0:00:10.109303 2021-04-10 01:47:08,910 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.98ms, fps=3606 images/s, loss=0.9680, top1-acc=71.34%, top5-acc=93.75%, remaining_time=0:00:03.318164, arrival_time=2021-04-10 01:47:12.228364, cost_time=0:00:10.820072 2021-04-10 01:47:09,620 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.44ms, fps=3605 images/s, loss=0.9678, top1-acc=71.26%, top5-acc=93.78%, remaining_time=0:00:02.594412, arrival_time=2021-04-10 01:47:12.215221, cost_time=0:00:11.530749 2021-04-10 01:47:10,325 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=2.17ms, fps=3635 images/s, loss=0.9683, top1-acc=71.22%, top5-acc=93.78%, remaining_time=0:00:01.871298, arrival_time=2021-04-10 01:47:12.196791, cost_time=0:00:12.235444 2021-04-10 01:47:11,023 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.94ms, fps=3672 images/s, loss=0.9691, top1-acc=71.17%, top5-acc=93.77%, remaining_time=0:00:01.149616, arrival_time=2021-04-10 01:47:12.172845, cost_time=0:00:12.933113 2021-04-10 01:47:11,732 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.60ms, fps=3614 images/s, loss=0.9719, top1-acc=71.11%, top5-acc=93.73%, remaining_time=0:00:00.430800, arrival_time=2021-04-10 01:47:12.162958, cost_time=0:00:13.642055 2021-04-10 01:47:12,110 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.08ms, fps=3598 images/s, loss=0.9739, top1-acc=71.04%, top5-acc=93.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:12.110693, cost_time=0:00:14.020643 2021-04-10 01:47:12,437 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.26ms, fps=7852 images/s, loss=1.8546, top1-acc=53.01%, top5-acc=81.99%, remaining_time=0:00:00.978030, arrival_time=2021-04-10 01:47:13.415949, cost_time=0:00:00.326008 2021-04-10 01:47:12,608 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.32ms, fps=15075 images/s, loss=1.8305, top1-acc=53.81%, top5-acc=81.93%, remaining_time=0:00:00.496320, arrival_time=2021-04-10 01:47:13.104555, cost_time=0:00:00.496310 2021-04-10 01:47:12,882 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.17ms, fps=9343 images/s, loss=1.8189, top1-acc=53.83%, top5-acc=82.28%, remaining_time=0:00:00.256950, arrival_time=2021-04-10 01:47:13.139642, cost_time=0:00:00.770851 2021-04-10 01:47:13,127 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.09ms, fps=9480 images/s, loss=1.7950, top1-acc=53.93%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:13.127790, cost_time=0:00:01.015917 2021-04-10 01:47:13,168 INFO : Epoch=0099 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:25:27.638534, arrival_time=2021-04-10 02:12:40.807153, cost_time=0:24:57.388310 2021-04-10 01:47:13,169 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 01:47:14,109 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=0.28ms, fps=2725 images/s, loss=0.9910, top1-acc=70.27%, top5-acc=93.55%, remaining_time=0:00:17.471166, arrival_time=2021-04-10 01:47:31.580293, cost_time=0:00:00.939309 2021-04-10 01:47:14,816 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.58ms, fps=3622 images/s, loss=0.9913, top1-acc=70.27%, top5-acc=93.65%, remaining_time=0:00:14.493072, arrival_time=2021-04-10 01:47:29.309713, cost_time=0:00:01.646939 2021-04-10 01:47:15,528 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.92ms, fps=3601 images/s, loss=0.9709, top1-acc=70.94%, top5-acc=93.98%, remaining_time=0:00:13.049924, arrival_time=2021-04-10 01:47:28.578176, cost_time=0:00:02.358405 2021-04-10 01:47:16,245 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.92ms, fps=3576 images/s, loss=0.9584, top1-acc=71.50%, top5-acc=94.09%, remaining_time=0:00:11.993748, arrival_time=2021-04-10 01:47:28.238759, cost_time=0:00:03.075309 2021-04-10 01:47:16,953 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=2.02ms, fps=3620 images/s, loss=0.9606, top1-acc=71.59%, top5-acc=93.98%, remaining_time=0:00:11.046506, arrival_time=2021-04-10 01:47:27.999442, cost_time=0:00:03.783066 2021-04-10 01:47:17,657 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.98ms, fps=3640 images/s, loss=0.9622, top1-acc=71.62%, top5-acc=93.84%, remaining_time=0:00:10.171440, arrival_time=2021-04-10 01:47:27.828563, cost_time=0:00:04.487420 2021-04-10 01:47:18,360 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.46ms, fps=3644 images/s, loss=0.9649, top1-acc=71.51%, top5-acc=93.80%, remaining_time=0:00:09.342900, arrival_time=2021-04-10 01:47:27.703094, cost_time=0:00:05.190478 2021-04-10 01:47:19,077 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=2.06ms, fps=3574 images/s, loss=0.9670, top1-acc=71.46%, top5-acc=93.84%, remaining_time=0:00:08.565672, arrival_time=2021-04-10 01:47:27.642814, cost_time=0:00:05.907396 2021-04-10 01:47:19,780 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.51ms, fps=3644 images/s, loss=0.9703, top1-acc=71.36%, top5-acc=93.83%, remaining_time=0:00:07.785700, arrival_time=2021-04-10 01:47:27.565901, cost_time=0:00:06.610512 2021-04-10 01:47:20,482 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.88ms, fps=3648 images/s, loss=0.9736, top1-acc=71.34%, top5-acc=93.80%, remaining_time=0:00:07.020384, arrival_time=2021-04-10 01:47:27.502895, cost_time=0:00:07.312854 2021-04-10 01:47:21,194 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.82ms, fps=3601 images/s, loss=0.9741, top1-acc=71.36%, top5-acc=93.71%, remaining_time=0:00:06.273356, arrival_time=2021-04-10 01:47:27.467327, cost_time=0:00:08.024090 2021-04-10 01:47:21,887 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.58ms, fps=3694 images/s, loss=0.9728, top1-acc=71.39%, top5-acc=93.77%, remaining_time=0:00:05.521476, arrival_time=2021-04-10 01:47:27.409307, cost_time=0:00:08.718129 2021-04-10 01:47:22,593 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.82ms, fps=3631 images/s, loss=0.9734, top1-acc=71.32%, top5-acc=93.76%, remaining_time=0:00:04.784406, arrival_time=2021-04-10 01:47:27.377912, cost_time=0:00:09.423802 2021-04-10 01:47:23,293 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.04ms, fps=3659 images/s, loss=0.9729, top1-acc=71.24%, top5-acc=93.78%, remaining_time=0:00:04.049584, arrival_time=2021-04-10 01:47:27.343326, cost_time=0:00:10.123991 2021-04-10 01:47:24,005 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=2.42ms, fps=3598 images/s, loss=0.9699, top1-acc=71.30%, top5-acc=93.79%, remaining_time=0:00:03.323086, arrival_time=2021-04-10 01:47:27.328935, cost_time=0:00:10.836132 2021-04-10 01:47:24,703 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.46ms, fps=3673 images/s, loss=0.9736, top1-acc=71.22%, top5-acc=93.77%, remaining_time=0:00:02.595060, arrival_time=2021-04-10 01:47:27.298409, cost_time=0:00:11.533649 2021-04-10 01:47:25,401 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.60ms, fps=3669 images/s, loss=0.9748, top1-acc=71.17%, top5-acc=93.76%, remaining_time=0:00:01.870778, arrival_time=2021-04-10 01:47:27.272486, cost_time=0:00:12.231995 2021-04-10 01:47:26,111 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=2.05ms, fps=3612 images/s, loss=0.9761, top1-acc=71.12%, top5-acc=93.73%, remaining_time=0:00:01.150336, arrival_time=2021-04-10 01:47:27.261270, cost_time=0:00:12.941223 2021-04-10 01:47:26,812 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.82ms, fps=3652 images/s, loss=0.9776, top1-acc=71.05%, top5-acc=93.71%, remaining_time=0:00:00.430830, arrival_time=2021-04-10 01:47:27.243488, cost_time=0:00:13.642886 2021-04-10 01:47:27,189 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.39ms, fps=3614 images/s, loss=0.9790, top1-acc=71.04%, top5-acc=93.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:27.189581, cost_time=0:00:14.019946 2021-04-10 01:47:27,484 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.55ms, fps=8718 images/s, loss=1.7663, top1-acc=54.14%, top5-acc=83.63%, remaining_time=0:00:00.880890, arrival_time=2021-04-10 01:47:28.365132, cost_time=0:00:00.293633 2021-04-10 01:47:27,777 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.23ms, fps=8738 images/s, loss=1.7417, top1-acc=54.47%, top5-acc=83.75%, remaining_time=0:00:00.587120, arrival_time=2021-04-10 01:47:28.364797, cost_time=0:00:00.587123 2021-04-10 01:47:28,118 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=60.61ms, fps=7522 images/s, loss=1.7180, top1-acc=54.91%, top5-acc=84.02%, remaining_time=0:00:00.309260, arrival_time=2021-04-10 01:47:28.427638, cost_time=0:00:00.927772 2021-04-10 01:47:28,393 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.08ms, fps=8457 images/s, loss=1.7176, top1-acc=55.32%, top5-acc=84.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:28.393148, cost_time=0:00:01.202612 2021-04-10 01:47:28,425 INFO : Epoch=0100 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:25:12.645100, arrival_time=2021-04-10 02:12:41.070450, cost_time=0:25:12.645064 2021-04-10 01:47:28,425 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 01:47:29,353 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.40ms, fps=2762 images/s, loss=0.9507, top1-acc=71.68%, top5-acc=94.14%, remaining_time=0:00:17.239224, arrival_time=2021-04-10 01:47:46.592235, cost_time=0:00:00.926840 2021-04-10 01:47:30,051 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.51ms, fps=3669 images/s, loss=0.9523, top1-acc=71.87%, top5-acc=93.95%, remaining_time=0:00:14.301936, arrival_time=2021-04-10 01:47:44.353342, cost_time=0:00:01.625224 2021-04-10 01:47:30,759 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.37ms, fps=3621 images/s, loss=0.9491, top1-acc=71.90%, top5-acc=93.92%, remaining_time=0:00:12.908990, arrival_time=2021-04-10 01:47:43.668067, cost_time=0:00:02.332938 2021-04-10 01:47:31,475 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.06ms, fps=3577 images/s, loss=0.9338, top1-acc=72.37%, top5-acc=94.24%, remaining_time=0:00:11.891568, arrival_time=2021-04-10 01:47:43.366946, cost_time=0:00:03.049107 2021-04-10 01:47:32,198 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.85ms, fps=3546 images/s, loss=0.9331, top1-acc=72.34%, top5-acc=94.21%, remaining_time=0:00:11.013948, arrival_time=2021-04-10 01:47:43.212021, cost_time=0:00:03.771911 2021-04-10 01:47:32,901 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.47ms, fps=3645 images/s, loss=0.9306, top1-acc=72.39%, top5-acc=94.26%, remaining_time=0:00:10.143016, arrival_time=2021-04-10 01:47:43.044146, cost_time=0:00:04.474860 2021-04-10 01:47:33,607 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.69ms, fps=3628 images/s, loss=0.9323, top1-acc=72.29%, top5-acc=94.24%, remaining_time=0:00:09.326646, arrival_time=2021-04-10 01:47:42.934192, cost_time=0:00:05.181450 2021-04-10 01:47:34,317 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.68ms, fps=3610 images/s, loss=0.9402, top1-acc=71.96%, top5-acc=94.09%, remaining_time=0:00:08.542008, arrival_time=2021-04-10 01:47:42.859197, cost_time=0:00:05.891014 2021-04-10 01:47:35,022 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=2.02ms, fps=3631 images/s, loss=0.9444, top1-acc=71.84%, top5-acc=93.98%, remaining_time=0:00:07.769376, arrival_time=2021-04-10 01:47:42.792093, cost_time=0:00:06.596605 2021-04-10 01:47:35,721 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.46ms, fps=3668 images/s, loss=0.9458, top1-acc=71.84%, top5-acc=93.96%, remaining_time=0:00:07.003104, arrival_time=2021-04-10 01:47:42.724130, cost_time=0:00:07.294926 2021-04-10 01:47:36,432 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.76ms, fps=3603 images/s, loss=0.9440, top1-acc=71.85%, top5-acc=94.00%, remaining_time=0:00:06.259166, arrival_time=2021-04-10 01:47:42.691287, cost_time=0:00:08.005861 2021-04-10 01:47:37,131 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.40ms, fps=3663 images/s, loss=0.9454, top1-acc=71.83%, top5-acc=93.97%, remaining_time=0:00:05.513572, arrival_time=2021-04-10 01:47:42.645361, cost_time=0:00:08.705600 2021-04-10 01:47:37,837 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.56ms, fps=3629 images/s, loss=0.9477, top1-acc=71.75%, top5-acc=93.93%, remaining_time=0:00:04.778268, arrival_time=2021-04-10 01:47:42.616057, cost_time=0:00:09.411688 2021-04-10 01:47:38,535 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.70ms, fps=3672 images/s, loss=0.9526, top1-acc=71.52%, top5-acc=93.91%, remaining_time=0:00:04.043648, arrival_time=2021-04-10 01:47:42.579250, cost_time=0:00:10.109180 2021-04-10 01:47:39,235 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.40ms, fps=3664 images/s, loss=0.9561, top1-acc=71.45%, top5-acc=93.87%, remaining_time=0:00:03.314806, arrival_time=2021-04-10 01:47:42.550093, cost_time=0:00:10.809179 2021-04-10 01:47:39,937 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=2.03ms, fps=3648 images/s, loss=0.9569, top1-acc=71.44%, top5-acc=93.89%, remaining_time=0:00:02.590092, arrival_time=2021-04-10 01:47:42.527661, cost_time=0:00:11.511469 2021-04-10 01:47:40,636 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.44ms, fps=3667 images/s, loss=0.9578, top1-acc=71.41%, top5-acc=93.88%, remaining_time=0:00:01.867424, arrival_time=2021-04-10 01:47:42.503552, cost_time=0:00:12.210025 2021-04-10 01:47:41,351 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=2.79ms, fps=3580 images/s, loss=0.9606, top1-acc=71.32%, top5-acc=93.86%, remaining_time=0:00:01.148944, arrival_time=2021-04-10 01:47:42.500784, cost_time=0:00:12.925579 2021-04-10 01:47:42,063 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.26ms, fps=3602 images/s, loss=0.9637, top1-acc=71.27%, top5-acc=93.83%, remaining_time=0:00:00.430650, arrival_time=2021-04-10 01:47:42.494063, cost_time=0:00:13.637242 2021-04-10 01:47:42,441 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.09ms, fps=3602 images/s, loss=0.9648, top1-acc=71.23%, top5-acc=93.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:42.441552, cost_time=0:00:14.015437 2021-04-10 01:47:42,786 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.22ms, fps=7468 images/s, loss=1.7340, top1-acc=54.49%, top5-acc=84.77%, remaining_time=0:00:01.028340, arrival_time=2021-04-10 01:47:43.814360, cost_time=0:00:00.342779 2021-04-10 01:47:43,023 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.96ms, fps=10794 images/s, loss=1.7351, top1-acc=54.53%, top5-acc=84.53%, remaining_time=0:00:00.580920, arrival_time=2021-04-10 01:47:43.604840, cost_time=0:00:00.580917 2021-04-10 01:47:43,264 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.45ms, fps=10667 images/s, loss=1.7429, top1-acc=54.32%, top5-acc=84.23%, remaining_time=0:00:00.273760, arrival_time=2021-04-10 01:47:43.538086, cost_time=0:00:00.821268 2021-04-10 01:47:43,484 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.09ms, fps=10584 images/s, loss=1.7492, top1-acc=54.65%, top5-acc=84.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:43.484027, cost_time=0:00:01.041016 2021-04-10 01:47:43,529 INFO : Epoch=0101 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:24:57.496671, arrival_time=2021-04-10 02:12:41.026165, cost_time=0:25:27.749178 2021-04-10 01:47:43,530 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 01:47:44,504 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=2.08ms, fps=2629 images/s, loss=0.9446, top1-acc=72.54%, top5-acc=94.80%, remaining_time=0:00:18.110076, arrival_time=2021-04-10 01:48:02.614337, cost_time=0:00:00.973657 2021-04-10 01:47:45,217 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.61ms, fps=3593 images/s, loss=0.9237, top1-acc=72.54%, top5-acc=95.20%, remaining_time=0:00:14.843312, arrival_time=2021-04-10 01:48:00.060684, cost_time=0:00:01.686737 2021-04-10 01:47:45,926 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.94ms, fps=3614 images/s, loss=0.9262, top1-acc=72.28%, top5-acc=94.97%, remaining_time=0:00:13.256594, arrival_time=2021-04-10 01:47:59.183084, cost_time=0:00:02.395768 2021-04-10 01:47:46,641 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.59ms, fps=3584 images/s, loss=0.9313, top1-acc=72.31%, top5-acc=94.79%, remaining_time=0:00:12.132900, arrival_time=2021-04-10 01:47:58.774505, cost_time=0:00:03.111004 2021-04-10 01:47:47,348 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.21ms, fps=3624 images/s, loss=0.9316, top1-acc=72.39%, top5-acc=94.70%, remaining_time=0:00:11.147976, arrival_time=2021-04-10 01:47:58.496646, cost_time=0:00:03.817823 2021-04-10 01:47:48,048 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.56ms, fps=3665 images/s, loss=0.9391, top1-acc=71.97%, top5-acc=94.60%, remaining_time=0:00:10.239440, arrival_time=2021-04-10 01:47:58.287444, cost_time=0:00:04.517384 2021-04-10 01:47:48,749 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.36ms, fps=3655 images/s, loss=0.9393, top1-acc=72.11%, top5-acc=94.44%, remaining_time=0:00:09.393300, arrival_time=2021-04-10 01:47:58.142370, cost_time=0:00:05.218466 2021-04-10 01:47:49,457 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.77ms, fps=3619 images/s, loss=0.9436, top1-acc=71.93%, top5-acc=94.35%, remaining_time=0:00:08.593396, arrival_time=2021-04-10 01:47:58.050608, cost_time=0:00:05.926511 2021-04-10 01:47:50,160 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.41ms, fps=3646 images/s, loss=0.9517, top1-acc=71.78%, top5-acc=94.16%, remaining_time=0:00:07.808172, arrival_time=2021-04-10 01:47:57.968312, cost_time=0:00:06.629579 2021-04-10 01:47:50,869 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.92ms, fps=3610 images/s, loss=0.9538, top1-acc=71.71%, top5-acc=94.09%, remaining_time=0:00:07.045536, arrival_time=2021-04-10 01:47:57.915274, cost_time=0:00:07.339133 2021-04-10 01:47:51,580 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.99ms, fps=3608 images/s, loss=0.9561, top1-acc=71.66%, top5-acc=94.09%, remaining_time=0:00:06.293050, arrival_time=2021-04-10 01:47:57.872958, cost_time=0:00:08.049259 2021-04-10 01:47:52,306 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=5.83ms, fps=3524 images/s, loss=0.9571, top1-acc=71.65%, top5-acc=94.11%, remaining_time=0:00:05.558336, arrival_time=2021-04-10 01:47:57.865210, cost_time=0:00:08.776260 2021-04-10 01:47:53,004 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.56ms, fps=3674 images/s, loss=0.9604, top1-acc=71.61%, top5-acc=94.05%, remaining_time=0:00:04.809750, arrival_time=2021-04-10 01:47:57.814045, cost_time=0:00:09.473748 2021-04-10 01:47:53,694 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.62ms, fps=3710 images/s, loss=0.9593, top1-acc=71.60%, top5-acc=94.08%, remaining_time=0:00:04.065712, arrival_time=2021-04-10 01:47:57.760539, cost_time=0:00:10.164273 2021-04-10 01:47:54,405 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.87ms, fps=3604 images/s, loss=0.9630, top1-acc=71.48%, top5-acc=94.03%, remaining_time=0:00:03.335046, arrival_time=2021-04-10 01:47:57.740854, cost_time=0:00:10.875088 2021-04-10 01:47:55,114 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.93ms, fps=3617 images/s, loss=0.9636, top1-acc=71.43%, top5-acc=94.00%, remaining_time=0:00:02.606328, arrival_time=2021-04-10 01:47:57.720594, cost_time=0:00:11.583708 2021-04-10 01:47:55,814 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.40ms, fps=3656 images/s, loss=0.9659, top1-acc=71.38%, top5-acc=93.95%, remaining_time=0:00:01.878786, arrival_time=2021-04-10 01:47:57.693610, cost_time=0:00:12.284290 2021-04-10 01:47:56,516 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.65ms, fps=3649 images/s, loss=0.9636, top1-acc=71.43%, top5-acc=93.96%, remaining_time=0:00:01.154336, arrival_time=2021-04-10 01:47:57.671183, cost_time=0:00:12.986293 2021-04-10 01:47:57,218 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.66ms, fps=3650 images/s, loss=0.9638, top1-acc=71.45%, top5-acc=93.93%, remaining_time=0:00:00.432258, arrival_time=2021-04-10 01:47:57.650978, cost_time=0:00:13.688092 2021-04-10 01:47:57,592 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=0.08ms, fps=3640 images/s, loss=0.9629, top1-acc=71.47%, top5-acc=93.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:57.592914, cost_time=0:00:14.062320 2021-04-10 01:47:57,908 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.11ms, fps=8161 images/s, loss=1.7114, top1-acc=54.96%, top5-acc=83.44%, remaining_time=0:00:00.941040, arrival_time=2021-04-10 01:47:58.849084, cost_time=0:00:00.313680 2021-04-10 01:47:58,154 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.30ms, fps=10406 images/s, loss=1.7490, top1-acc=55.08%, top5-acc=82.83%, remaining_time=0:00:00.560180, arrival_time=2021-04-10 01:47:58.714721, cost_time=0:00:00.560186 2021-04-10 01:47:58,422 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.31ms, fps=9571 images/s, loss=1.7467, top1-acc=54.90%, top5-acc=82.70%, remaining_time=0:00:00.276050, arrival_time=2021-04-10 01:47:58.698580, cost_time=0:00:00.828152 2021-04-10 01:47:58,663 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=9650 images/s, loss=1.7522, top1-acc=54.95%, top5-acc=82.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:58.663403, cost_time=0:00:01.069104 2021-04-10 01:47:58,695 INFO : Epoch=0102 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:24:42.408172, arrival_time=2021-04-10 02:12:41.103138, cost_time=0:25:42.914674 2021-04-10 01:47:58,695 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 01:47:59,629 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.28ms, fps=2743 images/s, loss=0.9435, top1-acc=71.41%, top5-acc=94.34%, remaining_time=0:00:17.360496, arrival_time=2021-04-10 01:48:16.989628, cost_time=0:00:00.933365 2021-04-10 01:48:00,329 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.57ms, fps=3660 images/s, loss=0.9148, top1-acc=72.42%, top5-acc=94.57%, remaining_time=0:00:14.374800, arrival_time=2021-04-10 01:48:14.704136, cost_time=0:00:01.633495 2021-04-10 01:48:01,036 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.75ms, fps=3625 images/s, loss=0.9151, top1-acc=72.53%, top5-acc=94.57%, remaining_time=0:00:12.950490, arrival_time=2021-04-10 01:48:13.986726, cost_time=0:00:02.340454 2021-04-10 01:48:01,743 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.15ms, fps=3624 images/s, loss=0.9147, top1-acc=72.65%, top5-acc=94.53%, remaining_time=0:00:11.885016, arrival_time=2021-04-10 01:48:13.628213, cost_time=0:00:03.047443 2021-04-10 01:48:02,456 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=2.19ms, fps=3592 images/s, loss=0.9149, top1-acc=72.63%, top5-acc=94.46%, remaining_time=0:00:10.981098, arrival_time=2021-04-10 01:48:13.437451, cost_time=0:00:03.760640 2021-04-10 01:48:03,163 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.41ms, fps=3622 images/s, loss=0.9152, top1-acc=72.60%, top5-acc=94.37%, remaining_time=0:00:10.126968, arrival_time=2021-04-10 01:48:13.290650, cost_time=0:00:04.467781 2021-04-10 01:48:03,862 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.57ms, fps=3670 images/s, loss=0.9210, top1-acc=72.37%, top5-acc=94.35%, remaining_time=0:00:09.299304, arrival_time=2021-04-10 01:48:13.161328, cost_time=0:00:05.166311 2021-04-10 01:48:04,566 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.71ms, fps=3639 images/s, loss=0.9230, top1-acc=72.34%, top5-acc=94.37%, remaining_time=0:00:08.511964, arrival_time=2021-04-10 01:48:13.078168, cost_time=0:00:05.870331 2021-04-10 01:48:05,269 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.89ms, fps=3644 images/s, loss=0.9247, top1-acc=72.31%, top5-acc=94.32%, remaining_time=0:00:07.742558, arrival_time=2021-04-10 01:48:13.012140, cost_time=0:00:06.573830 2021-04-10 01:48:05,985 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.56ms, fps=3581 images/s, loss=0.9291, top1-acc=72.21%, top5-acc=94.23%, remaining_time=0:00:06.997824, arrival_time=2021-04-10 01:48:12.983021, cost_time=0:00:07.289389 2021-04-10 01:48:06,687 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.94ms, fps=3647 images/s, loss=0.9292, top1-acc=72.25%, top5-acc=94.24%, remaining_time=0:00:06.248244, arrival_time=2021-04-10 01:48:12.935903, cost_time=0:00:07.991952 2021-04-10 01:48:07,398 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=2.22ms, fps=3605 images/s, loss=0.9332, top1-acc=72.20%, top5-acc=94.20%, remaining_time=0:00:05.511596, arrival_time=2021-04-10 01:48:12.909848, cost_time=0:00:08.702472 2021-04-10 01:48:08,098 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=3.98ms, fps=3658 images/s, loss=0.9327, top1-acc=72.34%, top5-acc=94.19%, remaining_time=0:00:04.773846, arrival_time=2021-04-10 01:48:12.872569, cost_time=0:00:09.402992 2021-04-10 01:48:08,802 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.99ms, fps=3642 images/s, loss=0.9343, top1-acc=72.33%, top5-acc=94.16%, remaining_time=0:00:04.042584, arrival_time=2021-04-10 01:48:12.844760, cost_time=0:00:10.106429 2021-04-10 01:48:09,504 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.22ms, fps=3648 images/s, loss=0.9388, top1-acc=72.19%, top5-acc=94.11%, remaining_time=0:00:03.314714, arrival_time=2021-04-10 01:48:12.819391, cost_time=0:00:10.808841 2021-04-10 01:48:10,212 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.56ms, fps=3620 images/s, loss=0.9393, top1-acc=72.22%, top5-acc=94.13%, remaining_time=0:00:02.591244, arrival_time=2021-04-10 01:48:12.803728, cost_time=0:00:11.516703 2021-04-10 01:48:10,915 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.93ms, fps=3644 images/s, loss=0.9446, top1-acc=72.08%, top5-acc=94.05%, remaining_time=0:00:01.868906, arrival_time=2021-04-10 01:48:12.784474, cost_time=0:00:12.219811 2021-04-10 01:48:11,616 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.44ms, fps=3656 images/s, loss=0.9455, top1-acc=72.07%, top5-acc=94.03%, remaining_time=0:00:01.148496, arrival_time=2021-04-10 01:48:12.764932, cost_time=0:00:12.920665 2021-04-10 01:48:12,320 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.28ms, fps=3640 images/s, loss=0.9528, top1-acc=71.83%, top5-acc=93.94%, remaining_time=0:00:00.430254, arrival_time=2021-04-10 01:48:12.750817, cost_time=0:00:13.624669 2021-04-10 01:48:12,704 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.08ms, fps=3552 images/s, loss=0.9537, top1-acc=71.82%, top5-acc=93.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:12.703995, cost_time=0:00:14.008246 2021-04-10 01:48:13,057 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.27ms, fps=7273 images/s, loss=1.6031, top1-acc=57.89%, top5-acc=85.16%, remaining_time=0:00:01.055940, arrival_time=2021-04-10 01:48:14.113536, cost_time=0:00:00.351979 2021-04-10 01:48:13,292 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.40ms, fps=10910 images/s, loss=1.5800, top1-acc=57.46%, top5-acc=85.98%, remaining_time=0:00:00.587100, arrival_time=2021-04-10 01:48:13.879832, cost_time=0:00:00.587101 2021-04-10 01:48:13,520 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=0.32ms, fps=11249 images/s, loss=1.5720, top1-acc=57.76%, top5-acc=85.87%, remaining_time=0:00:00.271720, arrival_time=2021-04-10 01:48:13.792503, cost_time=0:00:00.815166 2021-04-10 01:48:13,771 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.10ms, fps=9259 images/s, loss=1.5780, top1-acc=57.96%, top5-acc=86.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:13.771817, cost_time=0:00:01.066203 2021-04-10 01:48:13,812 INFO : Epoch=0103 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:24:27.272634, arrival_time=2021-04-10 02:12:41.084674, cost_time=0:25:58.031738 2021-04-10 01:48:13,812 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 01:48:14,828 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.37ms, fps=2528 images/s, loss=0.8897, top1-acc=73.32%, top5-acc=95.23%, remaining_time=0:00:18.833802, arrival_time=2021-04-10 01:48:33.661864, cost_time=0:00:01.012571 2021-04-10 01:48:15,560 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.56ms, fps=3497 images/s, loss=0.9074, top1-acc=72.93%, top5-acc=94.75%, remaining_time=0:00:15.379936, arrival_time=2021-04-10 01:48:30.940797, cost_time=0:00:01.747712 2021-04-10 01:48:16,277 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.93ms, fps=3575 images/s, loss=0.9125, top1-acc=72.62%, top5-acc=94.53%, remaining_time=0:00:13.636236, arrival_time=2021-04-10 01:48:29.913838, cost_time=0:00:02.464394 2021-04-10 01:48:16,986 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.05ms, fps=3614 images/s, loss=0.9290, top1-acc=72.33%, top5-acc=94.31%, remaining_time=0:00:12.376728, arrival_time=2021-04-10 01:48:29.363367, cost_time=0:00:03.173512 2021-04-10 01:48:17,697 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.83ms, fps=3604 images/s, loss=0.9254, top1-acc=72.59%, top5-acc=94.31%, remaining_time=0:00:11.342740, arrival_time=2021-04-10 01:48:29.040315, cost_time=0:00:03.884508 2021-04-10 01:48:18,410 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=2.02ms, fps=3595 images/s, loss=0.9216, top1-acc=72.79%, top5-acc=94.44%, remaining_time=0:00:10.419912, arrival_time=2021-04-10 01:48:28.830198, cost_time=0:00:04.597049 2021-04-10 01:48:19,111 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.60ms, fps=3654 images/s, loss=0.9244, top1-acc=72.70%, top5-acc=94.40%, remaining_time=0:00:09.537318, arrival_time=2021-04-10 01:48:28.648871, cost_time=0:00:05.298494 2021-04-10 01:48:19,810 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.57ms, fps=3664 images/s, loss=0.9277, top1-acc=72.49%, top5-acc=94.47%, remaining_time=0:00:08.696404, arrival_time=2021-04-10 01:48:28.507186, cost_time=0:00:05.997555 2021-04-10 01:48:20,509 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.15ms, fps=3667 images/s, loss=0.9317, top1-acc=72.28%, top5-acc=94.39%, remaining_time=0:00:07.887142, arrival_time=2021-04-10 01:48:28.396898, cost_time=0:00:06.696613 2021-04-10 01:48:21,226 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.96ms, fps=3574 images/s, loss=0.9336, top1-acc=72.21%, top5-acc=94.41%, remaining_time=0:00:07.117056, arrival_time=2021-04-10 01:48:28.343716, cost_time=0:00:07.413586 2021-04-10 01:48:21,935 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.98ms, fps=3617 images/s, loss=0.9334, top1-acc=72.10%, top5-acc=94.40%, remaining_time=0:00:06.349810, arrival_time=2021-04-10 01:48:28.284851, cost_time=0:00:08.121815 2021-04-10 01:48:22,644 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.77ms, fps=3613 images/s, loss=0.9329, top1-acc=72.15%, top5-acc=94.38%, remaining_time=0:00:05.593068, arrival_time=2021-04-10 01:48:28.237323, cost_time=0:00:08.831172 2021-04-10 01:48:23,347 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.52ms, fps=3642 images/s, loss=0.9359, top1-acc=72.08%, top5-acc=94.31%, remaining_time=0:00:04.840704, arrival_time=2021-04-10 01:48:28.188454, cost_time=0:00:09.534679 2021-04-10 01:48:24,081 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.81ms, fps=3489 images/s, loss=0.9339, top1-acc=72.17%, top5-acc=94.29%, remaining_time=0:00:04.107488, arrival_time=2021-04-10 01:48:28.189354, cost_time=0:00:10.268745 2021-04-10 01:48:24,790 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=2.40ms, fps=3616 images/s, loss=0.9331, top1-acc=72.20%, top5-acc=94.31%, remaining_time=0:00:03.366372, arrival_time=2021-04-10 01:48:28.156896, cost_time=0:00:10.977362 2021-04-10 01:48:25,485 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.54ms, fps=3689 images/s, loss=0.9393, top1-acc=72.04%, top5-acc=94.21%, remaining_time=0:00:02.626200, arrival_time=2021-04-10 01:48:28.111230, cost_time=0:00:11.671963 2021-04-10 01:48:26,184 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.41ms, fps=3664 images/s, loss=0.9427, top1-acc=71.89%, top5-acc=94.17%, remaining_time=0:00:01.892046, arrival_time=2021-04-10 01:48:28.076151, cost_time=0:00:12.371037 2021-04-10 01:48:26,889 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.84ms, fps=3630 images/s, loss=0.9467, top1-acc=71.80%, top5-acc=94.10%, remaining_time=0:00:01.162384, arrival_time=2021-04-10 01:48:28.052248, cost_time=0:00:13.076784 2021-04-10 01:48:27,596 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=0.10ms, fps=3627 images/s, loss=0.9489, top1-acc=71.76%, top5-acc=94.08%, remaining_time=0:00:00.435258, arrival_time=2021-04-10 01:48:28.031616, cost_time=0:00:13.783134 2021-04-10 01:48:27,978 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.09ms, fps=3562 images/s, loss=0.9503, top1-acc=71.74%, top5-acc=94.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:27.978905, cost_time=0:00:14.165830 2021-04-10 01:48:28,318 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=16.28ms, fps=7568 images/s, loss=1.5782, top1-acc=57.38%, top5-acc=85.66%, remaining_time=0:00:01.014720, arrival_time=2021-04-10 01:48:29.333004, cost_time=0:00:00.338240 2021-04-10 01:48:28,633 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=4.44ms, fps=8133 images/s, loss=1.5975, top1-acc=57.29%, top5-acc=85.00%, remaining_time=0:00:00.653320, arrival_time=2021-04-10 01:48:29.286761, cost_time=0:00:00.653322 2021-04-10 01:48:28,930 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=46.94ms, fps=8642 images/s, loss=1.5971, top1-acc=56.78%, top5-acc=85.03%, remaining_time=0:00:00.316700, arrival_time=2021-04-10 01:48:29.246837, cost_time=0:00:00.950091 2021-04-10 01:48:29,102 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.09ms, fps=13500 images/s, loss=1.5813, top1-acc=56.98%, top5-acc=85.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:29.102368, cost_time=0:00:01.122285 2021-04-10 01:48:29,150 INFO : Epoch=0104 complete, best val top1-acc=58.64%, top5-acc=86.68% (epoch=89), remaining_time=0:24:12.341472, arrival_time=2021-04-10 02:12:41.491700, cost_time=0:26:13.369922 2021-04-10 01:48:29,151 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 01:48:30,050 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=0.28ms, fps=2846 images/s, loss=0.8714, top1-acc=73.40%, top5-acc=95.08%, remaining_time=0:00:16.730886, arrival_time=2021-04-10 01:48:46.781777, cost_time=0:00:00.899512 2021-04-10 01:48:30,759 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.39ms, fps=3616 images/s, loss=0.8861, top1-acc=72.73%, top5-acc=94.88%, remaining_time=0:00:14.151456, arrival_time=2021-04-10 01:48:44.911029, cost_time=0:00:01.608116 2021-04-10 01:48:31,463 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.61ms, fps=3643 images/s, loss=0.9127, top1-acc=72.59%, top5-acc=94.41%, remaining_time=0:00:12.791628, arrival_time=2021-04-10 01:48:44.254769, cost_time=0:00:02.311743 2021-04-10 01:48:32,172 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.92ms, fps=3612 images/s, loss=0.9097, top1-acc=72.93%, top5-acc=94.47%, remaining_time=0:00:11.782212, arrival_time=2021-04-10 01:48:43.954679, cost_time=0:00:03.021071 2021-04-10 01:48:32,882 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.86ms, fps=3612 images/s, loss=0.9168, top1-acc=72.71%, top5-acc=94.47%, remaining_time=0:00:10.892768, arrival_time=2021-04-10 01:48:43.774831, cost_time=0:00:03.730414 2021-04-10 01:48:33,587 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.02ms, fps=3634 images/s, loss=0.9181, top1-acc=72.68%, top5-acc=94.55%, remaining_time=0:00:10.055296, arrival_time=2021-04-10 01:48:43.642808, cost_time=0:00:04.436181 2021-04-10 01:48:34,291 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.20ms, fps=3637 images/s, loss=0.9244, top1-acc=72.51%, top5-acc=94.46%, remaining_time=0:00:09.252936, arrival_time=2021-04-10 01:48:43.544850, cost_time=0:00:05.140518 2021-04-10 01:48:34,991 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.40ms, fps=3665 images/s, loss=0.9285, top1-acc=72.44%, top5-acc=94.37%, remaining_time=0:00:08.467652, arrival_time=2021-04-10 01:48:43.458872, cost_time=0:00:05.839742 2021-04-10 01:48:35,695 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.39ms, fps=3638 images/s, loss=0.9290, top1-acc=72.47%, top5-acc=94.30%, remaining_time=0:00:07.707684, arrival_time=2021-04-10 01:48:43.403289, cost_time=0:00:06.544222 2021-04-10 01:48:36,393 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=2.26ms, fps=3673 images/s, loss=0.9315, top1-acc=72.39%, top5-acc=94.24%, remaining_time=0:00:06.952128, arrival_time=2021-04-10 01:48:43.345268, cost_time=0:00:07.241785 2021-04-10 01:48:37,108 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.93ms, fps=3584 images/s, loss=0.9318, top1-acc=72.42%, top5-acc=94.26%, remaining_time=0:00:06.220724, arrival_time=2021-04-10 01:48:43.328883, cost_time=0:00:07.956737 2021-04-10 01:48:37,802 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.39ms, fps=3690 images/s, loss=0.9359, top1-acc=72.32%, top5-acc=94.24%, remaining_time=0:00:05.479144, arrival_time=2021-04-10 01:48:43.281730, cost_time=0:00:08.651267 2021-04-10 01:48:38,516 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.66ms, fps=3586 images/s, loss=0.9391, top1-acc=72.18%, top5-acc=94.19%, remaining_time=0:00:04.754838, arrival_time=2021-04-10 01:48:43.271686, cost_time=0:00:09.365531 2021-04-10 01:48:39,227 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=2.32ms, fps=3606 images/s, loss=0.9405, top1-acc=72.05%, top5-acc=94.16%, remaining_time=0:00:04.030320, arrival_time=2021-04-10 01:48:43.257614, cost_time=0:00:10.075815 2021-04-10 01:48:39,930 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=2.23ms, fps=3645 images/s, loss=0.9425, top1-acc=72.00%, top5-acc=94.13%, remaining_time=0:00:03.305560, arrival_time=2021-04-10 01:48:43.235898, cost_time=0:00:10.778974 2021-04-10 01:48:40,634 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.49ms, fps=3638 images/s, loss=0.9414, top1-acc=72.03%, top5-acc=94.17%, remaining_time=0:00:02.583720, arrival_time=2021-04-10 01:48:43.218388, cost_time=0:00:11.483158 2021-04-10 01:48:41,368 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.99ms, fps=3491 images/s, loss=0.9435, top1-acc=71.91%, top5-acc=94.11%, remaining_time=0:00:01.868568, arrival_time=2021-04-10 01:48:43.237443, cost_time=0:00:12.217504 2021-04-10 01:48:42,075 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.50ms, fps=3627 images/s, loss=0.9444, top1-acc=71.90%, top5-acc=94.11%, remaining_time=0:00:01.148800, arrival_time=2021-04-10 01:48:43.224195, cost_time=0:00:12.923923 2021-04-10 01:48:42,785 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.38ms, fps=3611 images/s, loss=0.9469, top1-acc=71.86%, top5-acc=94.08%, remaining_time=0:00:00.430542, arrival_time=2021-04-10 01:48:43.215628, cost_time=0:00:13.633754 2021-04-10 01:48:43,171 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.86ms, fps=3524 images/s, loss=0.9467, top1-acc=71.89%, top5-acc=94.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:43.171550, cost_time=0:00:14.020195 2021-04-10 01:48:43,528 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.47ms, fps=7193 images/s, loss=1.4927, top1-acc=60.20%, top5-acc=87.19%, remaining_time=0:00:01.067640, arrival_time=2021-04-10 01:48:44.596549, cost_time=0:00:00.355885 2021-04-10 01:48:43,806 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.47ms, fps=9247 images/s, loss=1.5349, top1-acc=59.55%, top5-acc=86.45%, remaining_time=0:00:00.633400, arrival_time=2021-04-10 01:48:44.439969, cost_time=0:00:00.633403 2021-04-10 01:48:44,064 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=0.48ms, fps=9951 images/s, loss=1.5584, top1-acc=59.22%, top5-acc=86.15%, remaining_time=0:00:00.297160, arrival_time=2021-04-10 01:48:44.361718, cost_time=0:00:00.891488 2021-04-10 01:48:44,270 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.13ms, fps=11295 images/s, loss=1.5445, top1-acc=59.01%, top5-acc=86.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:44.270446, cost_time=0:00:01.097460 2021-04-10 01:48:44,329 INFO : Epoch=0105 complete, best val top1-acc=59.01%, top5-acc=86.04% (epoch=105), remaining_time=0:23:57.258800, arrival_time=2021-04-10 02:12:41.588313, cost_time=0:26:28.549215 2021-04-10 01:48:44,330 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 01:48:45,250 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=5.97ms, fps=2782 images/s, loss=0.9734, top1-acc=71.48%, top5-acc=93.67%, remaining_time=0:00:17.113302, arrival_time=2021-04-10 01:49:02.363863, cost_time=0:00:00.920067 2021-04-10 01:48:45,953 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.43ms, fps=3644 images/s, loss=0.9408, top1-acc=72.71%, top5-acc=93.98%, remaining_time=0:00:14.286096, arrival_time=2021-04-10 01:49:00.239926, cost_time=0:00:01.623418 2021-04-10 01:48:46,660 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=2.01ms, fps=3627 images/s, loss=0.9249, top1-acc=72.92%, top5-acc=94.22%, remaining_time=0:00:12.891560, arrival_time=2021-04-10 01:48:59.551728, cost_time=0:00:02.329814 2021-04-10 01:48:47,372 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=2.26ms, fps=3596 images/s, loss=0.9268, top1-acc=72.74%, top5-acc=94.28%, remaining_time=0:00:11.864112, arrival_time=2021-04-10 01:48:59.236740, cost_time=0:00:03.042095 2021-04-10 01:48:48,090 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.56ms, fps=3572 images/s, loss=0.9162, top1-acc=73.06%, top5-acc=94.37%, remaining_time=0:00:10.978178, arrival_time=2021-04-10 01:48:59.068172, cost_time=0:00:03.759647 2021-04-10 01:48:48,800 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.28ms, fps=3608 images/s, loss=0.9190, top1-acc=72.84%, top5-acc=94.30%, remaining_time=0:00:10.130912, arrival_time=2021-04-10 01:48:58.930866, cost_time=0:00:04.469514 2021-04-10 01:48:49,504 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.14ms, fps=3637 images/s, loss=0.9214, top1-acc=72.72%, top5-acc=94.36%, remaining_time=0:00:09.313290, arrival_time=2021-04-10 01:48:58.817718, cost_time=0:00:05.174045 2021-04-10 01:48:50,211 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=2.57ms, fps=3625 images/s, loss=0.9217, top1-acc=72.65%, top5-acc=94.31%, remaining_time=0:00:08.527160, arrival_time=2021-04-10 01:48:58.738492, cost_time=0:00:05.880808 2021-04-10 01:48:50,910 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.33ms, fps=3665 images/s, loss=0.9231, top1-acc=72.51%, top5-acc=94.31%, remaining_time=0:00:07.749872, arrival_time=2021-04-10 01:48:58.660350, cost_time=0:00:06.580117 2021-04-10 01:48:51,618 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.17ms, fps=3618 images/s, loss=0.9201, top1-acc=72.59%, top5-acc=94.40%, remaining_time=0:00:06.996672, arrival_time=2021-04-10 01:48:58.615294, cost_time=0:00:07.288203 2021-04-10 01:48:52,328 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.49ms, fps=3610 images/s, loss=0.9237, top1-acc=72.50%, top5-acc=94.33%, remaining_time=0:00:06.252974, arrival_time=2021-04-10 01:48:58.581368, cost_time=0:00:07.997959 2021-04-10 01:48:53,024 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.59ms, fps=3683 images/s, loss=0.9280, top1-acc=72.34%, top5-acc=94.32%, remaining_time=0:00:05.506048, arrival_time=2021-04-10 01:48:58.530170, cost_time=0:00:08.693704 2021-04-10 01:48:53,724 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.42ms, fps=3657 images/s, loss=0.9325, top1-acc=72.25%, top5-acc=94.29%, remaining_time=0:00:04.769358, arrival_time=2021-04-10 01:48:58.493974, cost_time=0:00:09.394246 2021-04-10 01:48:54,428 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.75ms, fps=3641 images/s, loss=0.9352, top1-acc=72.20%, top5-acc=94.26%, remaining_time=0:00:04.039168, arrival_time=2021-04-10 01:48:58.467546, cost_time=0:00:10.097867 2021-04-10 01:48:55,134 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.78ms, fps=3628 images/s, loss=0.9328, top1-acc=72.33%, top5-acc=94.27%, remaining_time=0:00:03.313334, arrival_time=2021-04-10 01:48:58.448159, cost_time=0:00:10.804423 2021-04-10 01:48:55,837 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=2.01ms, fps=3650 images/s, loss=0.9361, top1-acc=72.21%, top5-acc=94.22%, remaining_time=0:00:02.588940, arrival_time=2021-04-10 01:48:58.425883, cost_time=0:00:11.506424 2021-04-10 01:48:56,542 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=2.13ms, fps=3634 images/s, loss=0.9368, top1-acc=72.21%, top5-acc=94.19%, remaining_time=0:00:01.867684, arrival_time=2021-04-10 01:48:58.409813, cost_time=0:00:12.211785 2021-04-10 01:48:57,245 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.63ms, fps=3644 images/s, loss=0.9383, top1-acc=72.14%, top5-acc=94.16%, remaining_time=0:00:01.147968, arrival_time=2021-04-10 01:48:58.393119, cost_time=0:00:12.914705 2021-04-10 01:48:57,949 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.27ms, fps=3638 images/s, loss=0.9386, top1-acc=72.13%, top5-acc=94.13%, remaining_time=0:00:00.430074, arrival_time=2021-04-10 01:48:58.379515, cost_time=0:00:13.619095 2021-04-10 01:48:58,328 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.17ms, fps=3590 images/s, loss=0.9396, top1-acc=72.11%, top5-acc=94.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:58.328783, cost_time=0:00:13.998357 2021-04-10 01:48:58,634 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=4.24ms, fps=8417 images/s, loss=1.6430, top1-acc=57.54%, top5-acc=85.74%, remaining_time=0:00:00.912420, arrival_time=2021-04-10 01:48:59.546723, cost_time=0:00:00.304138 2021-04-10 01:48:58,871 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.30ms, fps=10831 images/s, loss=1.6669, top1-acc=57.17%, top5-acc=85.08%, remaining_time=0:00:00.541220, arrival_time=2021-04-10 01:48:59.412608, cost_time=0:00:00.541218 2021-04-10 01:48:59,094 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.55ms, fps=11505 images/s, loss=1.6632, top1-acc=57.01%, top5-acc=85.00%, remaining_time=0:00:00.254750, arrival_time=2021-04-10 01:48:59.349145, cost_time=0:00:00.764237 2021-04-10 01:48:59,370 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=8424 images/s, loss=1.6722, top1-acc=57.31%, top5-acc=85.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:59.370222, cost_time=0:00:01.040126 2021-04-10 01:48:59,398 INFO : Epoch=0106 complete, best val top1-acc=59.01%, top5-acc=86.04% (epoch=105), remaining_time=0:23:42.076368, arrival_time=2021-04-10 02:12:41.474687, cost_time=0:26:43.618038 2021-04-10 01:48:59,398 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 01:49:00,307 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.58ms, fps=2817 images/s, loss=0.9218, top1-acc=72.30%, top5-acc=94.37%, remaining_time=0:00:16.900332, arrival_time=2021-04-10 01:49:17.208151, cost_time=0:00:00.908616 2021-04-10 01:49:01,011 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.91ms, fps=3643 images/s, loss=0.8876, top1-acc=73.52%, top5-acc=94.51%, remaining_time=0:00:14.187536, arrival_time=2021-04-10 01:49:15.198879, cost_time=0:00:01.612214 2021-04-10 01:49:01,719 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=2.20ms, fps=3620 images/s, loss=0.8975, top1-acc=73.50%, top5-acc=94.65%, remaining_time=0:00:12.837610, arrival_time=2021-04-10 01:49:14.556859, cost_time=0:00:02.320047 2021-04-10 01:49:02,415 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.42ms, fps=3681 images/s, loss=0.9068, top1-acc=73.50%, top5-acc=94.45%, remaining_time=0:00:11.764272, arrival_time=2021-04-10 01:49:14.179844, cost_time=0:00:03.016475 2021-04-10 01:49:03,115 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.60ms, fps=3662 images/s, loss=0.9018, top1-acc=73.58%, top5-acc=94.51%, remaining_time=0:00:10.851304, arrival_time=2021-04-10 01:49:13.966718, cost_time=0:00:03.716223 2021-04-10 01:49:03,825 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.14ms, fps=3608 images/s, loss=0.9056, top1-acc=73.42%, top5-acc=94.52%, remaining_time=0:00:10.033808, arrival_time=2021-04-10 01:49:13.859638, cost_time=0:00:04.426710 2021-04-10 01:49:04,529 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.62ms, fps=3642 images/s, loss=0.9064, top1-acc=73.43%, top5-acc=94.52%, remaining_time=0:00:09.234540, arrival_time=2021-04-10 01:49:13.763901, cost_time=0:00:05.130293 2021-04-10 01:49:05,241 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.60ms, fps=3598 images/s, loss=0.9094, top1-acc=73.31%, top5-acc=94.55%, remaining_time=0:00:08.471248, arrival_time=2021-04-10 01:49:13.712611, cost_time=0:00:05.842236 2021-04-10 01:49:05,948 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.64ms, fps=3621 images/s, loss=0.9108, top1-acc=73.18%, top5-acc=94.51%, remaining_time=0:00:07.714150, arrival_time=2021-04-10 01:49:13.663050, cost_time=0:00:06.549788 2021-04-10 01:49:06,653 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.83ms, fps=3636 images/s, loss=0.9146, top1-acc=73.09%, top5-acc=94.44%, remaining_time=0:00:06.964416, arrival_time=2021-04-10 01:49:13.618020, cost_time=0:00:07.254558 2021-04-10 01:49:07,356 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.35ms, fps=3644 images/s, loss=0.9153, top1-acc=72.99%, top5-acc=94.43%, remaining_time=0:00:06.221326, arrival_time=2021-04-10 01:49:13.578009, cost_time=0:00:07.957497 2021-04-10 01:49:08,066 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.48ms, fps=3613 images/s, loss=0.9174, top1-acc=72.94%, top5-acc=94.42%, remaining_time=0:00:05.489024, arrival_time=2021-04-10 01:49:13.555012, cost_time=0:00:08.666939 2021-04-10 01:49:08,769 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.99ms, fps=3639 images/s, loss=0.9186, top1-acc=72.90%, top5-acc=94.41%, remaining_time=0:00:04.757478, arrival_time=2021-04-10 01:49:13.527396, cost_time=0:00:09.370815 2021-04-10 01:49:09,471 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.82ms, fps=3651 images/s, loss=0.9197, top1-acc=72.90%, top5-acc=94.40%, remaining_time=0:00:04.029032, arrival_time=2021-04-10 01:49:13.500775, cost_time=0:00:10.072608 2021-04-10 01:49:10,175 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=2.24ms, fps=3642 images/s, loss=0.9189, top1-acc=72.93%, top5-acc=94.41%, remaining_time=0:00:03.304732, arrival_time=2021-04-10 01:49:13.480025, cost_time=0:00:10.776237 2021-04-10 01:49:10,885 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.83ms, fps=3609 images/s, loss=0.9213, top1-acc=72.84%, top5-acc=94.37%, remaining_time=0:00:02.584368, arrival_time=2021-04-10 01:49:13.469511, cost_time=0:00:11.486071 2021-04-10 01:49:11,593 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.46ms, fps=3616 images/s, loss=0.9246, top1-acc=72.79%, top5-acc=94.32%, remaining_time=0:00:01.865032, arrival_time=2021-04-10 01:49:13.458627, cost_time=0:00:12.194499 2021-04-10 01:49:12,300 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.36ms, fps=3627 images/s, loss=0.9254, top1-acc=72.72%, top5-acc=94.33%, remaining_time=0:00:01.146752, arrival_time=2021-04-10 01:49:13.446913, cost_time=0:00:12.900954 2021-04-10 01:49:13,009 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.39ms, fps=3611 images/s, loss=0.9285, top1-acc=72.63%, top5-acc=94.32%, remaining_time=0:00:00.429810, arrival_time=2021-04-10 01:49:13.439579, cost_time=0:00:13.610706 2021-04-10 01:49:13,387 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.08ms, fps=3610 images/s, loss=0.9276, top1-acc=72.63%, top5-acc=94.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:13.386980, cost_time=0:00:13.987965 2021-04-10 01:49:13,719 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.21ms, fps=7731 images/s, loss=1.6047, top1-acc=57.54%, top5-acc=85.43%, remaining_time=0:00:00.993270, arrival_time=2021-04-10 01:49:14.712454, cost_time=0:00:00.331090 2021-04-10 01:49:14,000 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.20ms, fps=9128 images/s, loss=1.6077, top1-acc=57.48%, top5-acc=85.06%, remaining_time=0:00:00.612100, arrival_time=2021-04-10 01:49:14.612233, cost_time=0:00:00.612096 2021-04-10 01:49:14,254 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=0.20ms, fps=10061 images/s, loss=1.6148, top1-acc=57.29%, top5-acc=84.83%, remaining_time=0:00:00.288970, arrival_time=2021-04-10 01:49:14.543895, cost_time=0:00:00.866912 2021-04-10 01:49:14,518 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=8832 images/s, loss=1.6192, top1-acc=57.04%, top5-acc=84.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:14.517954, cost_time=0:00:01.129920 2021-04-10 01:49:14,555 INFO : Epoch=0107 complete, best val top1-acc=59.01%, top5-acc=86.04% (epoch=105), remaining_time=0:23:26.972448, arrival_time=2021-04-10 02:12:41.527533, cost_time=0:26:58.774781 2021-04-10 01:49:14,556 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 01:49:15,491 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.82ms, fps=2738 images/s, loss=0.9071, top1-acc=73.28%, top5-acc=94.92%, remaining_time=0:00:17.392116, arrival_time=2021-04-10 01:49:32.883448, cost_time=0:00:00.935059 2021-04-10 01:49:16,196 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.52ms, fps=3636 images/s, loss=0.8981, top1-acc=73.75%, top5-acc=94.69%, remaining_time=0:00:14.433056, arrival_time=2021-04-10 01:49:30.629348, cost_time=0:00:01.640121 2021-04-10 01:49:16,908 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.84ms, fps=3600 images/s, loss=0.8995, top1-acc=73.39%, top5-acc=94.79%, remaining_time=0:00:13.013404, arrival_time=2021-04-10 01:49:29.921638, cost_time=0:00:02.351828 2021-04-10 01:49:17,616 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.05ms, fps=3617 images/s, loss=0.9024, top1-acc=73.34%, top5-acc=94.84%, remaining_time=0:00:11.936808, arrival_time=2021-04-10 01:49:29.553639, cost_time=0:00:03.060729 2021-04-10 01:49:18,326 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.13ms, fps=3610 images/s, loss=0.9061, top1-acc=73.12%, top5-acc=94.59%, remaining_time=0:00:11.009422, arrival_time=2021-04-10 01:49:29.335970, cost_time=0:00:03.770361 2021-04-10 01:49:19,031 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.22ms, fps=3636 images/s, loss=0.9033, top1-acc=73.11%, top5-acc=94.60%, remaining_time=0:00:10.143696, arrival_time=2021-04-10 01:49:29.175033, cost_time=0:00:04.475161 2021-04-10 01:49:19,753 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.72ms, fps=3547 images/s, loss=0.9054, top1-acc=73.07%, top5-acc=94.57%, remaining_time=0:00:09.355374, arrival_time=2021-04-10 01:49:29.108965, cost_time=0:00:05.197428 2021-04-10 01:49:20,478 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.41ms, fps=3534 images/s, loss=0.9042, top1-acc=72.97%, top5-acc=94.56%, remaining_time=0:00:08.587480, arrival_time=2021-04-10 01:49:29.066227, cost_time=0:00:05.922416 2021-04-10 01:49:21,185 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.55ms, fps=3625 images/s, loss=0.9056, top1-acc=72.88%, top5-acc=94.48%, remaining_time=0:00:07.808384, arrival_time=2021-04-10 01:49:28.994248, cost_time=0:00:06.629747 2021-04-10 01:49:21,881 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.97ms, fps=3684 images/s, loss=0.9082, top1-acc=72.80%, top5-acc=94.48%, remaining_time=0:00:07.032000, arrival_time=2021-04-10 01:49:28.913141, cost_time=0:00:07.325008 2021-04-10 01:49:22,592 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=2.28ms, fps=3603 images/s, loss=0.9123, top1-acc=72.75%, top5-acc=94.41%, remaining_time=0:00:06.282644, arrival_time=2021-04-10 01:49:28.874818, cost_time=0:00:08.035961 2021-04-10 01:49:23,304 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=2.39ms, fps=3598 images/s, loss=0.9156, top1-acc=72.68%, top5-acc=94.38%, remaining_time=0:00:05.540552, arrival_time=2021-04-10 01:49:28.844912, cost_time=0:00:08.748230 2021-04-10 01:49:24,007 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=2.23ms, fps=3643 images/s, loss=0.9143, top1-acc=72.71%, top5-acc=94.43%, remaining_time=0:00:04.798398, arrival_time=2021-04-10 01:49:28.805970, cost_time=0:00:09.451401 2021-04-10 01:49:24,716 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.39ms, fps=3617 images/s, loss=0.9157, top1-acc=72.67%, top5-acc=94.42%, remaining_time=0:00:04.063920, arrival_time=2021-04-10 01:49:28.779984, cost_time=0:00:10.159804 2021-04-10 01:49:25,415 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.92ms, fps=3667 images/s, loss=0.9176, top1-acc=72.64%, top5-acc=94.41%, remaining_time=0:00:03.330032, arrival_time=2021-04-10 01:49:28.745001, cost_time=0:00:10.858839 2021-04-10 01:49:26,121 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.61ms, fps=3626 images/s, loss=0.9179, top1-acc=72.69%, top5-acc=94.37%, remaining_time=0:00:02.602188, arrival_time=2021-04-10 01:49:28.723643, cost_time=0:00:11.565302 2021-04-10 01:49:26,837 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=2.19ms, fps=3579 images/s, loss=0.9204, top1-acc=72.62%, top5-acc=94.32%, remaining_time=0:00:01.878292, arrival_time=2021-04-10 01:49:28.715502, cost_time=0:00:12.281082 2021-04-10 01:49:27,543 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.78ms, fps=3630 images/s, loss=0.9216, top1-acc=72.54%, top5-acc=94.32%, remaining_time=0:00:01.154384, arrival_time=2021-04-10 01:49:28.697424, cost_time=0:00:12.986792 2021-04-10 01:49:28,243 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.31ms, fps=3658 images/s, loss=0.9253, top1-acc=72.45%, top5-acc=94.27%, remaining_time=0:00:00.432234, arrival_time=2021-04-10 01:49:28.675833, cost_time=0:00:13.687493 2021-04-10 01:49:28,628 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.10ms, fps=3537 images/s, loss=0.9280, top1-acc=72.38%, top5-acc=94.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:28.628621, cost_time=0:00:14.072477 2021-04-10 01:49:28,958 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.45ms, fps=7796 images/s, loss=1.5000, top1-acc=59.49%, top5-acc=86.48%, remaining_time=0:00:00.985080, arrival_time=2021-04-10 01:49:29.943709, cost_time=0:00:00.328363 2021-04-10 01:49:29,179 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=0.41ms, fps=11637 images/s, loss=1.4856, top1-acc=60.27%, top5-acc=86.62%, remaining_time=0:00:00.549140, arrival_time=2021-04-10 01:49:29.728503, cost_time=0:00:00.549141 2021-04-10 01:49:29,404 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=7.15ms, fps=11407 images/s, loss=1.4649, top1-acc=60.51%, top5-acc=86.95%, remaining_time=0:00:00.257980, arrival_time=2021-04-10 01:49:29.662168, cost_time=0:00:00.773936 2021-04-10 01:49:29,675 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.09ms, fps=8565 images/s, loss=1.4671, top1-acc=60.54%, top5-acc=86.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:29.675535, cost_time=0:00:01.045298 2021-04-10 01:49:29,738 INFO : Epoch=0108 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:23:11.889896, arrival_time=2021-04-10 02:12:41.627910, cost_time=0:27:13.957713 2021-04-10 01:49:29,738 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 01:49:30,650 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=2.79ms, fps=2810 images/s, loss=0.9057, top1-acc=73.28%, top5-acc=94.10%, remaining_time=0:00:16.944600, arrival_time=2021-04-10 01:49:47.594615, cost_time=0:00:00.911003 2021-04-10 01:49:31,358 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.94ms, fps=3621 images/s, loss=0.9263, top1-acc=72.58%, top5-acc=93.98%, remaining_time=0:00:14.248608, arrival_time=2021-04-10 01:49:45.606569, cost_time=0:00:01.619166 2021-04-10 01:49:32,071 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.87ms, fps=3594 images/s, loss=0.9229, top1-acc=72.59%, top5-acc=94.27%, remaining_time=0:00:12.904342, arrival_time=2021-04-10 01:49:44.975436, cost_time=0:00:02.332108 2021-04-10 01:49:32,781 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.40ms, fps=3608 images/s, loss=0.9240, top1-acc=72.42%, top5-acc=94.35%, remaining_time=0:00:11.866296, arrival_time=2021-04-10 01:49:44.647694, cost_time=0:00:03.042648 2021-04-10 01:49:33,483 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.46ms, fps=3647 images/s, loss=0.9272, top1-acc=72.30%, top5-acc=94.34%, remaining_time=0:00:10.935546, arrival_time=2021-04-10 01:49:44.419392, cost_time=0:00:03.745065 2021-04-10 01:49:34,190 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.50ms, fps=3628 images/s, loss=0.9272, top1-acc=72.29%, top5-acc=94.34%, remaining_time=0:00:10.089568, arrival_time=2021-04-10 01:49:44.279756, cost_time=0:00:04.451297 2021-04-10 01:49:34,900 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.71ms, fps=3610 images/s, loss=0.9240, top1-acc=72.37%, top5-acc=94.38%, remaining_time=0:00:09.290232, arrival_time=2021-04-10 01:49:44.190289, cost_time=0:00:05.161262 2021-04-10 01:49:35,605 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.51ms, fps=3633 images/s, loss=0.9271, top1-acc=72.37%, top5-acc=94.33%, remaining_time=0:00:08.506512, arrival_time=2021-04-10 01:49:44.111918, cost_time=0:00:05.866543 2021-04-10 01:49:36,366 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.58ms, fps=3367 images/s, loss=0.9267, top1-acc=72.53%, top5-acc=94.28%, remaining_time=0:00:07.805840, arrival_time=2021-04-10 01:49:44.172153, cost_time=0:00:06.627562 2021-04-10 01:49:37,065 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.54ms, fps=3665 images/s, loss=0.9233, top1-acc=72.69%, top5-acc=94.27%, remaining_time=0:00:07.033536, arrival_time=2021-04-10 01:49:44.098892, cost_time=0:00:07.326606 2021-04-10 01:49:37,779 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=2.15ms, fps=3589 images/s, loss=0.9229, top1-acc=72.80%, top5-acc=94.27%, remaining_time=0:00:06.286256, arrival_time=2021-04-10 01:49:44.065684, cost_time=0:00:08.040514 2021-04-10 01:49:38,485 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.89ms, fps=3631 images/s, loss=0.9190, top1-acc=72.90%, top5-acc=94.30%, remaining_time=0:00:05.539412, arrival_time=2021-04-10 01:49:44.024641, cost_time=0:00:08.746499 2021-04-10 01:49:39,185 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.59ms, fps=3659 images/s, loss=0.9192, top1-acc=72.83%, top5-acc=94.25%, remaining_time=0:00:04.795956, arrival_time=2021-04-10 01:49:43.981271, cost_time=0:00:09.446534 2021-04-10 01:49:39,900 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.63ms, fps=3583 images/s, loss=0.9212, top1-acc=72.74%, top5-acc=94.26%, remaining_time=0:00:04.064648, arrival_time=2021-04-10 01:49:43.965206, cost_time=0:00:10.161674 2021-04-10 01:49:40,606 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=2.07ms, fps=3630 images/s, loss=0.9226, top1-acc=72.69%, top5-acc=94.25%, remaining_time=0:00:03.332746, arrival_time=2021-04-10 01:49:43.939156, cost_time=0:00:10.867639 2021-04-10 01:49:41,312 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.40ms, fps=3628 images/s, loss=0.9238, top1-acc=72.54%, top5-acc=94.28%, remaining_time=0:00:02.604096, arrival_time=2021-04-10 01:49:43.916592, cost_time=0:00:11.573763 2021-04-10 01:49:42,019 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=2.14ms, fps=3624 images/s, loss=0.9256, top1-acc=72.46%, top5-acc=94.27%, remaining_time=0:00:01.878214, arrival_time=2021-04-10 01:49:43.897592, cost_time=0:00:12.280591 2021-04-10 01:49:42,720 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.89ms, fps=3655 images/s, loss=0.9247, top1-acc=72.45%, top5-acc=94.31%, remaining_time=0:00:01.153920, arrival_time=2021-04-10 01:49:43.874478, cost_time=0:00:12.981652 2021-04-10 01:49:43,428 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.79ms, fps=3623 images/s, loss=0.9252, top1-acc=72.47%, top5-acc=94.30%, remaining_time=0:00:00.432288, arrival_time=2021-04-10 01:49:43.860282, cost_time=0:00:13.689192 2021-04-10 01:49:43,812 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.08ms, fps=3547 images/s, loss=0.9272, top1-acc=72.45%, top5-acc=94.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:43.812033, cost_time=0:00:14.073309 2021-04-10 01:49:44,105 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=3.56ms, fps=8747 images/s, loss=1.5854, top1-acc=57.73%, top5-acc=85.04%, remaining_time=0:00:00.877980, arrival_time=2021-04-10 01:49:44.983751, cost_time=0:00:00.292665 2021-04-10 01:49:44,337 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.02ms, fps=11076 images/s, loss=1.5303, top1-acc=58.40%, top5-acc=85.62%, remaining_time=0:00:00.524160, arrival_time=2021-04-10 01:49:44.861480, cost_time=0:00:00.524157 2021-04-10 01:49:44,545 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=0.27ms, fps=12324 images/s, loss=1.5212, top1-acc=58.75%, top5-acc=86.05%, remaining_time=0:00:00.244140, arrival_time=2021-04-10 01:49:44.789694, cost_time=0:00:00.732416 2021-04-10 01:49:44,710 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.05ms, fps=14091 images/s, loss=1.5167, top1-acc=58.73%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:44.710565, cost_time=0:00:00.897491 2021-04-10 01:49:44,737 INFO : Epoch=0109 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:22:56.652004, arrival_time=2021-04-10 02:12:41.389067, cost_time=0:27:28.956787 2021-04-10 01:49:44,737 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 01:49:45,625 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.57ms, fps=2884 images/s, loss=0.8768, top1-acc=74.18%, top5-acc=94.65%, remaining_time=0:00:16.511592, arrival_time=2021-04-10 01:50:02.137111, cost_time=0:00:00.887725 2021-04-10 01:49:46,335 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=2.26ms, fps=3606 images/s, loss=0.9001, top1-acc=73.54%, top5-acc=94.49%, remaining_time=0:00:14.062224, arrival_time=2021-04-10 01:50:00.398076, cost_time=0:00:01.597988 2021-04-10 01:49:47,042 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.85ms, fps=3629 images/s, loss=0.8837, top1-acc=73.61%, top5-acc=94.78%, remaining_time=0:00:12.748966, arrival_time=2021-04-10 01:49:59.790888, cost_time=0:00:02.304021 2021-04-10 01:49:47,741 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.55ms, fps=3664 images/s, loss=0.8796, top1-acc=73.62%, top5-acc=94.93%, remaining_time=0:00:11.713728, arrival_time=2021-04-10 01:49:59.455052, cost_time=0:00:03.003529 2021-04-10 01:49:48,439 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.01ms, fps=3667 images/s, loss=0.8948, top1-acc=73.24%, top5-acc=94.74%, remaining_time=0:00:10.809986, arrival_time=2021-04-10 01:49:59.249883, cost_time=0:00:03.702065 2021-04-10 01:49:49,152 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.15ms, fps=3598 images/s, loss=0.8993, top1-acc=73.15%, top5-acc=94.71%, remaining_time=0:00:10.005520, arrival_time=2021-04-10 01:49:59.157530, cost_time=0:00:04.414180 2021-04-10 01:49:49,853 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.49ms, fps=3651 images/s, loss=0.9066, top1-acc=72.97%, top5-acc=94.65%, remaining_time=0:00:09.208584, arrival_time=2021-04-10 01:49:59.062250, cost_time=0:00:05.115877 2021-04-10 01:49:50,555 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.92ms, fps=3649 images/s, loss=0.9076, top1-acc=72.99%, top5-acc=94.69%, remaining_time=0:00:08.435752, arrival_time=2021-04-10 01:49:58.991400, cost_time=0:00:05.817776 2021-04-10 01:49:51,259 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.78ms, fps=3641 images/s, loss=0.9067, top1-acc=72.96%, top5-acc=94.69%, remaining_time=0:00:07.680866, arrival_time=2021-04-10 01:49:58.940226, cost_time=0:00:06.521524 2021-04-10 01:49:51,957 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.58ms, fps=3672 images/s, loss=0.9068, top1-acc=72.91%, top5-acc=94.67%, remaining_time=0:00:06.930528, arrival_time=2021-04-10 01:49:58.887668, cost_time=0:00:07.219314 2021-04-10 01:49:52,663 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.75ms, fps=3629 images/s, loss=0.9055, top1-acc=72.88%, top5-acc=94.68%, remaining_time=0:00:06.196128, arrival_time=2021-04-10 01:49:58.859271, cost_time=0:00:07.925317 2021-04-10 01:49:53,368 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=2.18ms, fps=3633 images/s, loss=0.9103, top1-acc=72.79%, top5-acc=94.62%, remaining_time=0:00:05.466072, arrival_time=2021-04-10 01:49:58.834452, cost_time=0:00:08.630600 2021-04-10 01:49:54,068 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.90ms, fps=3658 images/s, loss=0.9094, top1-acc=72.81%, top5-acc=94.63%, remaining_time=0:00:04.737216, arrival_time=2021-04-10 01:49:58.805913, cost_time=0:00:09.330899 2021-04-10 01:49:54,768 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.40ms, fps=3661 images/s, loss=0.9123, top1-acc=72.80%, top5-acc=94.58%, remaining_time=0:00:04.012232, arrival_time=2021-04-10 01:49:58.780653, cost_time=0:00:10.030634 2021-04-10 01:49:55,468 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.91ms, fps=3658 images/s, loss=0.9134, top1-acc=72.79%, top5-acc=94.51%, remaining_time=0:00:03.290840, arrival_time=2021-04-10 01:49:58.759692, cost_time=0:00:10.730931 2021-04-10 01:49:56,169 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=2.15ms, fps=3656 images/s, loss=0.9167, top1-acc=72.69%, top5-acc=94.47%, remaining_time=0:00:02.572200, arrival_time=2021-04-10 01:49:58.741946, cost_time=0:00:11.431934 2021-04-10 01:49:56,873 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=2.58ms, fps=3640 images/s, loss=0.9183, top1-acc=72.66%, top5-acc=94.46%, remaining_time=0:00:01.856062, arrival_time=2021-04-10 01:49:58.729607, cost_time=0:00:12.135706 2021-04-10 01:49:57,576 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=2.20ms, fps=3645 images/s, loss=0.9164, top1-acc=72.72%, top5-acc=94.46%, remaining_time=0:00:01.141216, arrival_time=2021-04-10 01:49:58.717637, cost_time=0:00:12.838593 2021-04-10 01:49:58,269 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.21ms, fps=3698 images/s, loss=0.9177, top1-acc=72.66%, top5-acc=94.46%, remaining_time=0:00:00.427308, arrival_time=2021-04-10 01:49:58.696497, cost_time=0:00:13.531402 2021-04-10 01:49:58,652 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=0.09ms, fps=3554 images/s, loss=0.9175, top1-acc=72.65%, top5-acc=94.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:58.652290, cost_time=0:00:13.914470 2021-04-10 01:49:58,958 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.02ms, fps=8403 images/s, loss=1.5440, top1-acc=58.48%, top5-acc=86.45%, remaining_time=0:00:00.913920, arrival_time=2021-04-10 01:49:59.872418, cost_time=0:00:00.304643 2021-04-10 01:49:59,199 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=13.78ms, fps=10658 images/s, loss=1.5453, top1-acc=58.85%, top5-acc=86.11%, remaining_time=0:00:00.545420, arrival_time=2021-04-10 01:49:59.744676, cost_time=0:00:00.545419 2021-04-10 01:49:59,428 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.44ms, fps=11192 images/s, loss=1.5757, top1-acc=58.35%, top5-acc=85.91%, remaining_time=0:00:00.258220, arrival_time=2021-04-10 01:49:59.686692, cost_time=0:00:00.774656 2021-04-10 01:49:59,621 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.11ms, fps=12081 images/s, loss=1.5779, top1-acc=58.49%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:59.620997, cost_time=0:00:00.967196 2021-04-10 01:49:59,665 INFO : Epoch=0110 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:22:41.360610, arrival_time=2021-04-10 02:12:41.026136, cost_time=0:27:43.885202 2021-04-10 01:49:59,666 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 01:50:00,561 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.49ms, fps=2861 images/s, loss=0.9190, top1-acc=73.71%, top5-acc=93.98%, remaining_time=0:00:16.640862, arrival_time=2021-04-10 01:50:17.202227, cost_time=0:00:00.894666 2021-04-10 01:50:01,264 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.45ms, fps=3644 images/s, loss=0.8877, top1-acc=74.06%, top5-acc=94.51%, remaining_time=0:00:14.060992, arrival_time=2021-04-10 01:50:15.325641, cost_time=0:00:01.597841 2021-04-10 01:50:01,971 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.89ms, fps=3626 images/s, loss=0.8805, top1-acc=74.02%, top5-acc=94.67%, remaining_time=0:00:12.752452, arrival_time=2021-04-10 01:50:14.723777, cost_time=0:00:02.304655 2021-04-10 01:50:02,667 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.45ms, fps=3681 images/s, loss=0.8800, top1-acc=73.94%, top5-acc=94.65%, remaining_time=0:00:11.702652, arrival_time=2021-04-10 01:50:14.369997, cost_time=0:00:03.000662 2021-04-10 01:50:03,379 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.13ms, fps=3598 images/s, loss=0.8809, top1-acc=73.84%, top5-acc=94.72%, remaining_time=0:00:10.841084, arrival_time=2021-04-10 01:50:14.220438, cost_time=0:00:03.712680 2021-04-10 01:50:04,080 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.57ms, fps=3652 images/s, loss=0.8793, top1-acc=73.87%, top5-acc=94.82%, remaining_time=0:00:10.005384, arrival_time=2021-04-10 01:50:14.086227, cost_time=0:00:04.414155 2021-04-10 01:50:04,787 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.77ms, fps=3627 images/s, loss=0.8803, top1-acc=73.72%, top5-acc=94.84%, remaining_time=0:00:09.216900, arrival_time=2021-04-10 01:50:14.004108, cost_time=0:00:05.120510 2021-04-10 01:50:05,490 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=2.76ms, fps=3642 images/s, loss=0.8893, top1-acc=73.52%, top5-acc=94.64%, remaining_time=0:00:08.444916, arrival_time=2021-04-10 01:50:13.935666, cost_time=0:00:05.824044 2021-04-10 01:50:06,196 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=2.12ms, fps=3629 images/s, loss=0.8912, top1-acc=73.46%, top5-acc=94.62%, remaining_time=0:00:07.690936, arrival_time=2021-04-10 01:50:13.887678, cost_time=0:00:06.530044 2021-04-10 01:50:06,901 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.47ms, fps=3635 images/s, loss=0.8889, top1-acc=73.50%, top5-acc=94.70%, remaining_time=0:00:06.945600, arrival_time=2021-04-10 01:50:13.847234, cost_time=0:00:07.234966 2021-04-10 01:50:07,605 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.55ms, fps=3638 images/s, loss=0.8888, top1-acc=73.47%, top5-acc=94.71%, remaining_time=0:00:06.206964, arrival_time=2021-04-10 01:50:13.812811, cost_time=0:00:07.939101 2021-04-10 01:50:08,298 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.79ms, fps=3702 images/s, loss=0.8895, top1-acc=73.45%, top5-acc=94.68%, remaining_time=0:00:05.466528, arrival_time=2021-04-10 01:50:13.764549, cost_time=0:00:08.631328 2021-04-10 01:50:08,999 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.87ms, fps=3651 images/s, loss=0.8947, top1-acc=73.32%, top5-acc=94.58%, remaining_time=0:00:04.738338, arrival_time=2021-04-10 01:50:13.738140, cost_time=0:00:09.333099 2021-04-10 01:50:09,727 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.86ms, fps=3521 images/s, loss=0.8960, top1-acc=73.31%, top5-acc=94.55%, remaining_time=0:00:04.024328, arrival_time=2021-04-10 01:50:13.751870, cost_time=0:00:10.060821 2021-04-10 01:50:10,431 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.42ms, fps=3639 images/s, loss=0.8982, top1-acc=73.25%, top5-acc=94.53%, remaining_time=0:00:03.301282, arrival_time=2021-04-10 01:50:13.732976, cost_time=0:00:10.765053 2021-04-10 01:50:11,141 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.96ms, fps=3610 images/s, loss=0.9020, top1-acc=73.12%, top5-acc=94.51%, remaining_time=0:00:02.581776, arrival_time=2021-04-10 01:50:13.722954, cost_time=0:00:11.474540 2021-04-10 01:50:11,851 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=0.48ms, fps=3607 images/s, loss=0.9038, top1-acc=73.01%, top5-acc=94.49%, remaining_time=0:00:01.863550, arrival_time=2021-04-10 01:50:13.714992, cost_time=0:00:12.184738 2021-04-10 01:50:12,560 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.78ms, fps=3612 images/s, loss=0.9060, top1-acc=72.95%, top5-acc=94.45%, remaining_time=0:00:01.146144, arrival_time=2021-04-10 01:50:13.706998, cost_time=0:00:12.894139 2021-04-10 01:50:13,262 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.25ms, fps=3650 images/s, loss=0.9096, top1-acc=72.88%, top5-acc=94.43%, remaining_time=0:00:00.429348, arrival_time=2021-04-10 01:50:13.692086, cost_time=0:00:13.596097 2021-04-10 01:50:13,665 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.81ms, fps=3379 images/s, loss=0.9115, top1-acc=72.77%, top5-acc=94.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:13.665730, cost_time=0:00:13.999031 2021-04-10 01:50:13,999 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=2.81ms, fps=7718 images/s, loss=1.5008, top1-acc=60.20%, top5-acc=86.76%, remaining_time=0:00:00.995040, arrival_time=2021-04-10 01:50:14.994071, cost_time=0:00:00.331676 2021-04-10 01:50:14,242 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.38ms, fps=10515 images/s, loss=1.5272, top1-acc=59.47%, top5-acc=86.17%, remaining_time=0:00:00.575620, arrival_time=2021-04-10 01:50:14.818565, cost_time=0:00:00.575618 2021-04-10 01:50:14,493 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=10.84ms, fps=10222 images/s, loss=1.5338, top1-acc=59.26%, top5-acc=86.12%, remaining_time=0:00:00.275480, arrival_time=2021-04-10 01:50:14.769237, cost_time=0:00:00.826434 2021-04-10 01:50:14,716 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=10444 images/s, loss=1.5484, top1-acc=59.10%, top5-acc=85.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:14.716236, cost_time=0:00:01.048942 2021-04-10 01:50:14,746 INFO : Epoch=0111 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:22:26.198158, arrival_time=2021-04-10 02:12:40.944712, cost_time=0:27:58.966286 2021-04-10 01:50:14,747 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 01:50:15,738 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.49ms, fps=2583 images/s, loss=0.9289, top1-acc=72.70%, top5-acc=93.79%, remaining_time=0:00:18.435018, arrival_time=2021-04-10 01:50:34.173394, cost_time=0:00:00.991128 2021-04-10 01:50:16,441 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.38ms, fps=3645 images/s, loss=0.9004, top1-acc=73.36%, top5-acc=94.00%, remaining_time=0:00:14.908080, arrival_time=2021-04-10 01:50:31.349444, cost_time=0:00:01.694106 2021-04-10 01:50:17,147 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=2.22ms, fps=3631 images/s, loss=0.8776, top1-acc=73.82%, top5-acc=94.61%, remaining_time=0:00:13.280664, arrival_time=2021-04-10 01:50:30.427997, cost_time=0:00:02.400111 2021-04-10 01:50:17,853 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.43ms, fps=3628 images/s, loss=0.8754, top1-acc=73.96%, top5-acc=94.61%, remaining_time=0:00:12.114336, arrival_time=2021-04-10 01:50:29.967785, cost_time=0:00:03.106225 2021-04-10 01:50:18,555 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.28ms, fps=3650 images/s, loss=0.8723, top1-acc=74.12%, top5-acc=94.69%, remaining_time=0:00:11.119214, arrival_time=2021-04-10 01:50:29.674495, cost_time=0:00:03.807930 2021-04-10 01:50:19,258 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=2.27ms, fps=3643 images/s, loss=0.8783, top1-acc=73.80%, top5-acc=94.67%, remaining_time=0:00:10.225840, arrival_time=2021-04-10 01:50:29.484527, cost_time=0:00:04.511392 2021-04-10 01:50:19,965 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.45ms, fps=3627 images/s, loss=0.8818, top1-acc=73.65%, top5-acc=94.72%, remaining_time=0:00:09.392922, arrival_time=2021-04-10 01:50:29.358487, cost_time=0:00:05.218305 2021-04-10 01:50:20,673 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.87ms, fps=3619 images/s, loss=0.8855, top1-acc=73.58%, top5-acc=94.75%, remaining_time=0:00:08.593164, arrival_time=2021-04-10 01:50:29.266708, cost_time=0:00:05.926329 2021-04-10 01:50:21,375 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.23ms, fps=3651 images/s, loss=0.8850, top1-acc=73.61%, top5-acc=94.73%, remaining_time=0:00:07.806158, arrival_time=2021-04-10 01:50:29.181256, cost_time=0:00:06.627889 2021-04-10 01:50:22,076 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.96ms, fps=3652 images/s, loss=0.8850, top1-acc=73.68%, top5-acc=94.73%, remaining_time=0:00:07.036128, arrival_time=2021-04-10 01:50:29.112692, cost_time=0:00:07.329329 2021-04-10 01:50:22,776 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.46ms, fps=3658 images/s, loss=0.8901, top1-acc=73.41%, top5-acc=94.69%, remaining_time=0:00:06.277656, arrival_time=2021-04-10 01:50:29.054393, cost_time=0:00:08.029524 2021-04-10 01:50:23,468 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.43ms, fps=3702 images/s, loss=0.8948, top1-acc=73.26%, top5-acc=94.60%, remaining_time=0:00:05.523604, arrival_time=2021-04-10 01:50:28.992347, cost_time=0:00:08.721481 2021-04-10 01:50:24,170 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.06ms, fps=3653 images/s, loss=0.8999, top1-acc=73.12%, top5-acc=94.54%, remaining_time=0:00:04.783944, arrival_time=2021-04-10 01:50:28.954028, cost_time=0:00:09.422870 2021-04-10 01:50:24,861 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.45ms, fps=3704 images/s, loss=0.9025, top1-acc=72.99%, top5-acc=94.53%, remaining_time=0:00:04.045776, arrival_time=2021-04-10 01:50:28.907467, cost_time=0:00:10.114459 2021-04-10 01:50:25,561 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.86ms, fps=3660 images/s, loss=0.9008, top1-acc=73.15%, top5-acc=94.52%, remaining_time=0:00:03.316416, arrival_time=2021-04-10 01:50:28.878129, cost_time=0:00:10.814351 2021-04-10 01:50:26,260 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.43ms, fps=3666 images/s, loss=0.9031, top1-acc=73.06%, top5-acc=94.49%, remaining_time=0:00:02.590524, arrival_time=2021-04-10 01:50:28.851289, cost_time=0:00:11.513511 2021-04-10 01:50:26,963 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.87ms, fps=3646 images/s, loss=0.9035, top1-acc=73.03%, top5-acc=94.52%, remaining_time=0:00:01.868360, arrival_time=2021-04-10 01:50:28.831852, cost_time=0:00:12.216206 2021-04-10 01:50:27,663 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.92ms, fps=3659 images/s, loss=0.9019, top1-acc=73.13%, top5-acc=94.51%, remaining_time=0:00:01.148128, arrival_time=2021-04-10 01:50:28.811849, cost_time=0:00:12.916507 2021-04-10 01:50:28,372 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=2.31ms, fps=3615 images/s, loss=0.9039, top1-acc=73.10%, top5-acc=94.50%, remaining_time=0:00:00.430266, arrival_time=2021-04-10 01:50:28.802651, cost_time=0:00:13.625140 2021-04-10 01:50:28,749 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=0.08ms, fps=3613 images/s, loss=0.9052, top1-acc=73.06%, top5-acc=94.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:28.749339, cost_time=0:00:14.002098 2021-04-10 01:50:29,063 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=10.51ms, fps=8198 images/s, loss=1.5624, top1-acc=58.40%, top5-acc=86.37%, remaining_time=0:00:00.936750, arrival_time=2021-04-10 01:50:29.999828, cost_time=0:00:00.312248 2021-04-10 01:50:29,292 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=3.88ms, fps=11199 images/s, loss=1.5181, top1-acc=59.45%, top5-acc=86.72%, remaining_time=0:00:00.541340, arrival_time=2021-04-10 01:50:29.833520, cost_time=0:00:00.541333 2021-04-10 01:50:29,555 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=0.21ms, fps=9730 images/s, loss=1.5302, top1-acc=59.32%, top5-acc=86.55%, remaining_time=0:00:00.268330, arrival_time=2021-04-10 01:50:29.824080, cost_time=0:00:00.804994 2021-04-10 01:50:29,765 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=11103 images/s, loss=1.5462, top1-acc=59.47%, top5-acc=86.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:29.765068, cost_time=0:00:01.014257 2021-04-10 01:50:29,798 INFO : Epoch=0112 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:22:11.014608, arrival_time=2021-04-10 02:12:40.813523, cost_time=0:28:14.018629 2021-04-10 01:50:29,799 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 01:50:30,754 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.28ms, fps=2682 images/s, loss=0.8397, top1-acc=74.77%, top5-acc=94.84%, remaining_time=0:00:17.755746, arrival_time=2021-04-10 01:50:48.510062, cost_time=0:00:00.954614 2021-04-10 01:50:31,460 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.19ms, fps=3629 images/s, loss=0.8593, top1-acc=74.02%, top5-acc=95.00%, remaining_time=0:00:14.613456, arrival_time=2021-04-10 01:50:46.073752, cost_time=0:00:01.660611 2021-04-10 01:50:32,170 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.91ms, fps=3608 images/s, loss=0.8517, top1-acc=74.15%, top5-acc=95.23%, remaining_time=0:00:13.117818, arrival_time=2021-04-10 01:50:45.288267, cost_time=0:00:02.370689 2021-04-10 01:50:32,918 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.87ms, fps=3424 images/s, loss=0.8571, top1-acc=73.75%, top5-acc=95.22%, remaining_time=0:00:12.165036, arrival_time=2021-04-10 01:50:45.083955, cost_time=0:00:03.119242 2021-04-10 01:50:33,621 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.59ms, fps=3646 images/s, loss=0.8548, top1-acc=74.08%, top5-acc=95.20%, remaining_time=0:00:11.160240, arrival_time=2021-04-10 01:50:44.781886, cost_time=0:00:03.821975 2021-04-10 01:50:34,325 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.73ms, fps=3642 images/s, loss=0.8644, top1-acc=73.89%, top5-acc=95.08%, remaining_time=0:00:10.257936, arrival_time=2021-04-10 01:50:44.583291, cost_time=0:00:04.525562 2021-04-10 01:50:35,037 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.56ms, fps=3600 images/s, loss=0.8696, top1-acc=73.78%, top5-acc=94.98%, remaining_time=0:00:09.427446, arrival_time=2021-04-10 01:50:44.464622, cost_time=0:00:05.237488 2021-04-10 01:50:35,761 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=2.33ms, fps=3536 images/s, loss=0.8741, top1-acc=73.82%, top5-acc=94.81%, remaining_time=0:00:08.644900, arrival_time=2021-04-10 01:50:44.406542, cost_time=0:00:05.962036 2021-04-10 01:50:36,455 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.47ms, fps=3693 images/s, loss=0.8740, top1-acc=73.86%, top5-acc=94.78%, remaining_time=0:00:07.838912, arrival_time=2021-04-10 01:50:44.294178, cost_time=0:00:06.655643 2021-04-10 01:50:37,177 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=2.18ms, fps=3547 images/s, loss=0.8715, top1-acc=73.91%, top5-acc=94.78%, remaining_time=0:00:07.082688, arrival_time=2021-04-10 01:50:44.260289, cost_time=0:00:07.377843 2021-04-10 01:50:37,879 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.38ms, fps=3651 images/s, loss=0.8754, top1-acc=73.81%, top5-acc=94.76%, remaining_time=0:00:06.317044, arrival_time=2021-04-10 01:50:44.196605, cost_time=0:00:08.079916 2021-04-10 01:50:38,588 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.96ms, fps=3616 images/s, loss=0.8768, top1-acc=73.72%, top5-acc=94.81%, remaining_time=0:00:05.565936, arrival_time=2021-04-10 01:50:44.153955, cost_time=0:00:08.788371 2021-04-10 01:50:39,291 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.47ms, fps=3640 images/s, loss=0.8786, top1-acc=73.70%, top5-acc=94.78%, remaining_time=0:00:04.819122, arrival_time=2021-04-10 01:50:44.110897, cost_time=0:00:09.492165 2021-04-10 01:50:40,002 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=2.87ms, fps=3606 images/s, loss=0.8820, top1-acc=73.66%, top5-acc=94.78%, remaining_time=0:00:04.080944, arrival_time=2021-04-10 01:50:44.083153, cost_time=0:00:10.202428 2021-04-10 01:50:40,704 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.69ms, fps=3647 images/s, loss=0.8851, top1-acc=73.55%, top5-acc=94.74%, remaining_time=0:00:03.344292, arrival_time=2021-04-10 01:50:44.049151, cost_time=0:00:10.905234 2021-04-10 01:50:41,412 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.84ms, fps=3619 images/s, loss=0.8874, top1-acc=73.49%, top5-acc=94.70%, remaining_time=0:00:02.612952, arrival_time=2021-04-10 01:50:44.025670, cost_time=0:00:11.613101 2021-04-10 01:50:42,110 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.55ms, fps=3674 images/s, loss=0.8895, top1-acc=73.41%, top5-acc=94.72%, remaining_time=0:00:01.882764, arrival_time=2021-04-10 01:50:43.992778, cost_time=0:00:12.310343 2021-04-10 01:50:42,821 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.71ms, fps=3602 images/s, loss=0.8931, top1-acc=73.31%, top5-acc=94.67%, remaining_time=0:00:01.157488, arrival_time=2021-04-10 01:50:43.978854, cost_time=0:00:13.021748 2021-04-10 01:50:43,532 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.84ms, fps=3604 images/s, loss=0.8946, top1-acc=73.32%, top5-acc=94.62%, remaining_time=0:00:00.433656, arrival_time=2021-04-10 01:50:43.965867, cost_time=0:00:13.732476 2021-04-10 01:50:43,911 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.08ms, fps=3591 images/s, loss=0.8937, top1-acc=73.33%, top5-acc=94.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:43.911625, cost_time=0:00:14.112016 2021-04-10 01:50:44,262 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.49ms, fps=7319 images/s, loss=1.4864, top1-acc=60.62%, top5-acc=87.70%, remaining_time=0:00:01.049280, arrival_time=2021-04-10 01:50:45.311845, cost_time=0:00:00.349759 2021-04-10 01:50:44,478 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.29ms, fps=11876 images/s, loss=1.5013, top1-acc=60.53%, top5-acc=87.27%, remaining_time=0:00:00.565860, arrival_time=2021-04-10 01:50:45.044480, cost_time=0:00:00.565863 2021-04-10 01:50:44,747 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=3.73ms, fps=9549 images/s, loss=1.5206, top1-acc=59.99%, top5-acc=87.11%, remaining_time=0:00:00.278130, arrival_time=2021-04-10 01:50:45.025288, cost_time=0:00:00.834377 2021-04-10 01:50:44,938 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.06ms, fps=12174 images/s, loss=1.5219, top1-acc=59.92%, top5-acc=87.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:44.938146, cost_time=0:00:01.025444 2021-04-10 01:50:44,965 INFO : Epoch=0113 complete, best val top1-acc=60.54%, top5-acc=86.82% (epoch=108), remaining_time=0:21:55.921197, arrival_time=2021-04-10 02:12:40.886477, cost_time=0:28:29.185009 2021-04-10 01:50:44,965 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 01:50:45,884 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.30ms, fps=2786 images/s, loss=0.8890, top1-acc=74.18%, top5-acc=94.37%, remaining_time=0:00:17.091726, arrival_time=2021-04-10 01:51:02.976648, cost_time=0:00:00.918913 2021-04-10 01:50:46,605 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.80ms, fps=3558 images/s, loss=0.8794, top1-acc=74.18%, top5-acc=94.77%, remaining_time=0:00:14.423904, arrival_time=2021-04-10 01:51:01.029008, cost_time=0:00:01.639077 2021-04-10 01:50:47,346 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.60ms, fps=3455 images/s, loss=0.8672, top1-acc=74.24%, top5-acc=95.04%, remaining_time=0:00:13.173262, arrival_time=2021-04-10 01:51:00.519976, cost_time=0:00:02.380715 2021-04-10 01:50:48,053 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.47ms, fps=3626 images/s, loss=0.8643, top1-acc=74.51%, top5-acc=95.13%, remaining_time=0:00:12.040860, arrival_time=2021-04-10 01:51:00.094283, cost_time=0:00:03.087394 2021-04-10 01:50:48,755 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.73ms, fps=3650 images/s, loss=0.8637, top1-acc=74.49%, top5-acc=95.05%, remaining_time=0:00:11.065048, arrival_time=2021-04-10 01:50:59.820477, cost_time=0:00:03.789421 2021-04-10 01:50:49,460 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.73ms, fps=3636 images/s, loss=0.8621, top1-acc=74.40%, top5-acc=95.14%, remaining_time=0:00:10.186672, arrival_time=2021-04-10 01:50:59.646782, cost_time=0:00:04.494091 2021-04-10 01:50:50,170 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.82ms, fps=3607 images/s, loss=0.8656, top1-acc=74.35%, top5-acc=95.11%, remaining_time=0:00:09.367848, arrival_time=2021-04-10 01:50:59.538227, cost_time=0:00:05.204390 2021-04-10 01:50:50,873 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.44ms, fps=3642 images/s, loss=0.8695, top1-acc=74.25%, top5-acc=95.05%, remaining_time=0:00:08.566484, arrival_time=2021-04-10 01:50:59.440311, cost_time=0:00:05.907886 2021-04-10 01:50:51,585 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=2.17ms, fps=3603 images/s, loss=0.8758, top1-acc=74.02%, top5-acc=94.90%, remaining_time=0:00:07.795452, arrival_time=2021-04-10 01:50:59.380355, cost_time=0:00:06.618806 2021-04-10 01:50:52,294 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=2.02ms, fps=3610 images/s, loss=0.8800, top1-acc=73.85%, top5-acc=94.81%, remaining_time=0:00:07.035744, arrival_time=2021-04-10 01:50:59.330574, cost_time=0:00:07.328880 2021-04-10 01:50:53,007 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.20ms, fps=3594 images/s, loss=0.8834, top1-acc=73.75%, top5-acc=94.74%, remaining_time=0:00:06.287116, arrival_time=2021-04-10 01:50:59.294756, cost_time=0:00:08.041698 2021-04-10 01:50:53,718 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.54ms, fps=3604 images/s, loss=0.8826, top1-acc=73.81%, top5-acc=94.75%, remaining_time=0:00:05.543288, arrival_time=2021-04-10 01:50:59.261813, cost_time=0:00:08.752508 2021-04-10 01:50:54,416 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.93ms, fps=3672 images/s, loss=0.8824, top1-acc=73.80%, top5-acc=94.71%, remaining_time=0:00:04.797870, arrival_time=2021-04-10 01:50:59.214131, cost_time=0:00:09.450319 2021-04-10 01:50:55,112 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.61ms, fps=3680 images/s, loss=0.8822, top1-acc=73.82%, top5-acc=94.75%, remaining_time=0:00:04.058600, arrival_time=2021-04-10 01:50:59.171019, cost_time=0:00:10.146477 2021-04-10 01:50:55,811 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.72ms, fps=3667 images/s, loss=0.8809, top1-acc=73.79%, top5-acc=94.77%, remaining_time=0:00:03.325800, arrival_time=2021-04-10 01:50:59.136966, cost_time=0:00:10.845068 2021-04-10 01:50:56,512 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.89ms, fps=3656 images/s, loss=0.8817, top1-acc=73.75%, top5-acc=94.76%, remaining_time=0:00:02.597868, arrival_time=2021-04-10 01:50:59.110026, cost_time=0:00:11.546145 2021-04-10 01:50:57,219 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=2.20ms, fps=3623 images/s, loss=0.8843, top1-acc=73.63%, top5-acc=94.72%, remaining_time=0:00:01.874028, arrival_time=2021-04-10 01:50:59.093350, cost_time=0:00:12.253341 2021-04-10 01:50:57,932 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.27ms, fps=3595 images/s, loss=0.8884, top1-acc=73.53%, top5-acc=94.72%, remaining_time=0:00:01.152544, arrival_time=2021-04-10 01:50:59.084560, cost_time=0:00:12.966033 2021-04-10 01:50:58,687 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.73ms, fps=3393 images/s, loss=0.8913, top1-acc=73.44%, top5-acc=94.67%, remaining_time=0:00:00.433296, arrival_time=2021-04-10 01:50:59.120447, cost_time=0:00:13.721059 2021-04-10 01:50:59,066 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.08ms, fps=3593 images/s, loss=0.8931, top1-acc=73.42%, top5-acc=94.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:59.066359, cost_time=0:00:14.100418 2021-04-10 01:50:59,335 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=4.33ms, fps=9537 images/s, loss=1.4246, top1-acc=61.37%, top5-acc=87.70%, remaining_time=0:00:00.805230, arrival_time=2021-04-10 01:51:00.141072, cost_time=0:00:00.268413 2021-04-10 01:50:59,632 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.30ms, fps=8634 images/s, loss=1.4128, top1-acc=61.43%, top5-acc=87.62%, remaining_time=0:00:00.565440, arrival_time=2021-04-10 01:51:00.198313, cost_time=0:00:00.565445 2021-04-10 01:50:59,889 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.21ms, fps=9994 images/s, loss=1.4499, top1-acc=61.02%, top5-acc=87.08%, remaining_time=0:00:00.274030, arrival_time=2021-04-10 01:51:00.163564, cost_time=0:00:00.822093 2021-04-10 01:51:00,186 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=7838 images/s, loss=1.4470, top1-acc=60.90%, top5-acc=87.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:00.185980, cost_time=0:00:01.118626 2021-04-10 01:51:00,236 INFO : Epoch=0114 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:21:40.905746, arrival_time=2021-04-10 02:12:41.142593, cost_time=0:28:44.456416 2021-04-10 01:51:00,237 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 01:51:01,189 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.27ms, fps=2688 images/s, loss=0.8767, top1-acc=74.02%, top5-acc=94.69%, remaining_time=0:00:17.710920, arrival_time=2021-04-10 01:51:18.900782, cost_time=0:00:00.952201 2021-04-10 01:51:01,899 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.97ms, fps=3610 images/s, loss=0.8624, top1-acc=74.55%, top5-acc=94.59%, remaining_time=0:00:14.623136, arrival_time=2021-04-10 01:51:16.522580, cost_time=0:00:01.661710 2021-04-10 01:51:02,603 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.59ms, fps=3641 images/s, loss=0.8754, top1-acc=74.05%, top5-acc=94.54%, remaining_time=0:00:13.089266, arrival_time=2021-04-10 01:51:15.692462, cost_time=0:00:02.365543 2021-04-10 01:51:03,306 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.91ms, fps=3643 images/s, loss=0.8652, top1-acc=74.43%, top5-acc=94.76%, remaining_time=0:00:11.967852, arrival_time=2021-04-10 01:51:15.274212, cost_time=0:00:03.068664 2021-04-10 01:51:04,010 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.12ms, fps=3639 images/s, loss=0.8653, top1-acc=74.41%, top5-acc=94.86%, remaining_time=0:00:11.016284, arrival_time=2021-04-10 01:51:15.026709, cost_time=0:00:03.772714 2021-04-10 01:51:04,718 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.45ms, fps=3619 images/s, loss=0.8594, top1-acc=74.42%, top5-acc=94.99%, remaining_time=0:00:10.156208, arrival_time=2021-04-10 01:51:14.874568, cost_time=0:00:04.480655 2021-04-10 01:51:05,425 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.73ms, fps=3626 images/s, loss=0.8555, top1-acc=74.46%, top5-acc=95.01%, remaining_time=0:00:09.337104, arrival_time=2021-04-10 01:51:14.762294, cost_time=0:00:05.187283 2021-04-10 01:51:06,136 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.81ms, fps=3606 images/s, loss=0.8555, top1-acc=74.48%, top5-acc=95.02%, remaining_time=0:00:08.552448, arrival_time=2021-04-10 01:51:14.688417, cost_time=0:00:05.898276 2021-04-10 01:51:06,845 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.95ms, fps=3610 images/s, loss=0.8595, top1-acc=74.27%, top5-acc=95.00%, remaining_time=0:00:07.782732, arrival_time=2021-04-10 01:51:14.628425, cost_time=0:00:06.607969 2021-04-10 01:51:07,548 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.56ms, fps=3645 images/s, loss=0.8661, top1-acc=74.04%, top5-acc=94.85%, remaining_time=0:00:07.018464, arrival_time=2021-04-10 01:51:14.566963, cost_time=0:00:07.310860 2021-04-10 01:51:08,256 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.78ms, fps=3617 images/s, loss=0.8703, top1-acc=73.96%, top5-acc=94.81%, remaining_time=0:00:06.269400, arrival_time=2021-04-10 01:51:14.526108, cost_time=0:00:08.018999 2021-04-10 01:51:08,961 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.60ms, fps=3637 images/s, loss=0.8756, top1-acc=73.75%, top5-acc=94.77%, remaining_time=0:00:05.524896, arrival_time=2021-04-10 01:51:14.486032, cost_time=0:00:08.723474 2021-04-10 01:51:09,665 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.44ms, fps=3638 images/s, loss=0.8772, top1-acc=73.67%, top5-acc=94.77%, remaining_time=0:00:04.786320, arrival_time=2021-04-10 01:51:14.451583, cost_time=0:00:09.427551 2021-04-10 01:51:10,371 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=2.04ms, fps=3629 images/s, loss=0.8806, top1-acc=73.58%, top5-acc=94.74%, remaining_time=0:00:04.053448, arrival_time=2021-04-10 01:51:14.424762, cost_time=0:00:10.133570 2021-04-10 01:51:11,076 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=2.41ms, fps=3632 images/s, loss=0.8796, top1-acc=73.68%, top5-acc=94.76%, remaining_time=0:00:03.323960, arrival_time=2021-04-10 01:51:14.400698, cost_time=0:00:10.838979 2021-04-10 01:51:11,781 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.74ms, fps=3638 images/s, loss=0.8819, top1-acc=73.63%, top5-acc=94.74%, remaining_time=0:00:02.597256, arrival_time=2021-04-10 01:51:14.378298, cost_time=0:00:11.543341 2021-04-10 01:51:12,486 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.41ms, fps=3632 images/s, loss=0.8827, top1-acc=73.64%, top5-acc=94.72%, remaining_time=0:00:01.873352, arrival_time=2021-04-10 01:51:14.359762, cost_time=0:00:12.248758 2021-04-10 01:51:13,189 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=2.51ms, fps=3643 images/s, loss=0.8833, top1-acc=73.60%, top5-acc=94.73%, remaining_time=0:00:01.151280, arrival_time=2021-04-10 01:51:14.340905, cost_time=0:00:12.951922 2021-04-10 01:51:13,886 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=0.13ms, fps=3679 images/s, loss=0.8853, top1-acc=73.58%, top5-acc=94.72%, remaining_time=0:00:00.431004, arrival_time=2021-04-10 01:51:14.317094, cost_time=0:00:13.648379 2021-04-10 01:51:14,268 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=0.08ms, fps=3561 images/s, loss=0.8871, top1-acc=73.54%, top5-acc=94.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:14.268605, cost_time=0:00:14.030902 2021-04-10 01:51:14,615 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.48ms, fps=7417 images/s, loss=1.6117, top1-acc=57.54%, top5-acc=85.78%, remaining_time=0:00:01.035480, arrival_time=2021-04-10 01:51:15.650784, cost_time=0:00:00.345156 2021-04-10 01:51:14,862 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=2.71ms, fps=10401 images/s, loss=1.6670, top1-acc=56.80%, top5-acc=84.53%, remaining_time=0:00:00.591820, arrival_time=2021-04-10 01:51:15.453787, cost_time=0:00:00.591817 2021-04-10 01:51:15,135 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.33ms, fps=9387 images/s, loss=1.6586, top1-acc=56.93%, top5-acc=84.79%, remaining_time=0:00:00.288450, arrival_time=2021-04-10 01:51:15.424048, cost_time=0:00:00.865350 2021-04-10 01:51:15,289 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=15100 images/s, loss=1.6741, top1-acc=56.97%, top5-acc=84.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:15.289913, cost_time=0:00:01.019853 2021-04-10 01:51:15,327 INFO : Epoch=0115 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:21:25.752415, arrival_time=2021-04-10 02:12:41.080051, cost_time=0:28:59.547360 2021-04-10 01:51:15,328 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 01:51:16,318 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.47ms, fps=2586 images/s, loss=0.8930, top1-acc=73.67%, top5-acc=94.77%, remaining_time=0:00:18.413442, arrival_time=2021-04-10 01:51:34.731810, cost_time=0:00:00.989969 2021-04-10 01:51:17,028 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.90ms, fps=3610 images/s, loss=0.8606, top1-acc=74.61%, top5-acc=95.08%, remaining_time=0:00:14.958064, arrival_time=2021-04-10 01:51:31.986392, cost_time=0:00:01.699774 2021-04-10 01:51:17,739 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.71ms, fps=3605 images/s, loss=0.8546, top1-acc=74.47%, top5-acc=94.97%, remaining_time=0:00:13.339594, arrival_time=2021-04-10 01:51:31.078836, cost_time=0:00:02.410782 2021-04-10 01:51:18,483 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.87ms, fps=3444 images/s, loss=0.8550, top1-acc=74.41%, top5-acc=94.96%, remaining_time=0:00:12.303876, arrival_time=2021-04-10 01:51:30.787285, cost_time=0:00:03.154851 2021-04-10 01:51:19,189 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.13ms, fps=3632 images/s, loss=0.8528, top1-acc=74.53%, top5-acc=95.08%, remaining_time=0:00:11.273098, arrival_time=2021-04-10 01:51:30.462167, cost_time=0:00:03.860645 2021-04-10 01:51:19,899 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.92ms, fps=3607 images/s, loss=0.8476, top1-acc=74.51%, top5-acc=95.14%, remaining_time=0:00:10.361024, arrival_time=2021-04-10 01:51:30.260579, cost_time=0:00:04.571013 2021-04-10 01:51:20,625 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.94ms, fps=3529 images/s, loss=0.8499, top1-acc=74.40%, top5-acc=95.12%, remaining_time=0:00:09.535050, arrival_time=2021-04-10 01:51:30.160742, cost_time=0:00:05.297224 2021-04-10 01:51:21,335 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.51ms, fps=3610 images/s, loss=0.8554, top1-acc=74.27%, top5-acc=95.02%, remaining_time=0:00:08.710208, arrival_time=2021-04-10 01:51:30.045640, cost_time=0:00:06.007007 2021-04-10 01:51:22,058 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=2.59ms, fps=3547 images/s, loss=0.8555, top1-acc=74.33%, top5-acc=95.08%, remaining_time=0:00:07.925726, arrival_time=2021-04-10 01:51:29.983673, cost_time=0:00:06.729407 2021-04-10 01:51:22,756 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.63ms, fps=3667 images/s, loss=0.8568, top1-acc=74.36%, top5-acc=95.09%, remaining_time=0:00:07.131264, arrival_time=2021-04-10 01:51:29.888044, cost_time=0:00:07.428415 2021-04-10 01:51:23,460 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.62ms, fps=3642 images/s, loss=0.8545, top1-acc=74.40%, top5-acc=95.08%, remaining_time=0:00:06.357550, arrival_time=2021-04-10 01:51:29.817634, cost_time=0:00:08.131705 2021-04-10 01:51:24,157 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.68ms, fps=3674 images/s, loss=0.8564, top1-acc=74.40%, top5-acc=95.06%, remaining_time=0:00:05.591624, arrival_time=2021-04-10 01:51:29.748955, cost_time=0:00:08.828862 2021-04-10 01:51:24,858 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.45ms, fps=3652 images/s, loss=0.8579, top1-acc=74.31%, top5-acc=94.98%, remaining_time=0:00:04.838526, arrival_time=2021-04-10 01:51:29.697331, cost_time=0:00:09.530425 2021-04-10 01:51:25,560 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.82ms, fps=3654 images/s, loss=0.8596, top1-acc=74.23%, top5-acc=94.94%, remaining_time=0:00:04.092648, arrival_time=2021-04-10 01:51:29.652631, cost_time=0:00:10.231560 2021-04-10 01:51:26,262 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.92ms, fps=3650 images/s, loss=0.8613, top1-acc=74.25%, top5-acc=94.89%, remaining_time=0:00:03.352986, arrival_time=2021-04-10 01:51:29.615093, cost_time=0:00:10.933591 2021-04-10 01:51:26,966 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.78ms, fps=3639 images/s, loss=0.8645, top1-acc=74.14%, top5-acc=94.88%, remaining_time=0:00:02.618532, arrival_time=2021-04-10 01:51:29.584847, cost_time=0:00:11.637886 2021-04-10 01:51:27,668 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.73ms, fps=3650 images/s, loss=0.8652, top1-acc=74.12%, top5-acc=94.89%, remaining_time=0:00:01.887262, arrival_time=2021-04-10 01:51:29.555490, cost_time=0:00:12.339780 2021-04-10 01:51:28,377 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=2.18ms, fps=3612 images/s, loss=0.8661, top1-acc=74.11%, top5-acc=94.88%, remaining_time=0:00:01.159904, arrival_time=2021-04-10 01:51:29.537216, cost_time=0:00:13.048927 2021-04-10 01:51:29,100 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.85ms, fps=3545 images/s, loss=0.8688, top1-acc=74.03%, top5-acc=94.90%, remaining_time=0:00:00.434892, arrival_time=2021-04-10 01:51:29.534877, cost_time=0:00:13.771531 2021-04-10 01:51:29,473 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=0.08ms, fps=3646 images/s, loss=0.8708, top1-acc=73.96%, top5-acc=94.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:29.473596, cost_time=0:00:14.145206 2021-04-10 01:51:29,757 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.53ms, fps=9046 images/s, loss=1.4170, top1-acc=60.70%, top5-acc=88.48%, remaining_time=0:00:00.848940, arrival_time=2021-04-10 01:51:30.606566, cost_time=0:00:00.282977 2021-04-10 01:51:30,010 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.40ms, fps=10423 images/s, loss=1.4651, top1-acc=60.18%, top5-acc=87.58%, remaining_time=0:00:00.536220, arrival_time=2021-04-10 01:51:30.547054, cost_time=0:00:00.536218 2021-04-10 01:51:30,274 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=0.22ms, fps=9730 images/s, loss=1.4618, top1-acc=60.30%, top5-acc=87.62%, remaining_time=0:00:00.266580, arrival_time=2021-04-10 01:51:30.541009, cost_time=0:00:00.799741 2021-04-10 01:51:30,501 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.05ms, fps=10247 images/s, loss=1.4551, top1-acc=60.70%, top5-acc=87.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:30.501327, cost_time=0:00:01.026737 2021-04-10 01:51:30,528 INFO : Epoch=0116 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:21:10.679424, arrival_time=2021-04-10 02:12:41.207522, cost_time=0:29:14.747809 2021-04-10 01:51:30,528 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 01:51:31,454 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.58ms, fps=2767 images/s, loss=0.8377, top1-acc=75.08%, top5-acc=95.27%, remaining_time=0:00:17.205372, arrival_time=2021-04-10 01:51:48.659558, cost_time=0:00:00.925016 2021-04-10 01:51:32,159 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.93ms, fps=3633 images/s, loss=0.8618, top1-acc=74.28%, top5-acc=95.02%, remaining_time=0:00:14.350160, arrival_time=2021-04-10 01:51:46.509794, cost_time=0:00:01.630699 2021-04-10 01:51:32,860 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=2.75ms, fps=3659 images/s, loss=0.8552, top1-acc=74.36%, top5-acc=95.18%, remaining_time=0:00:12.897702, arrival_time=2021-04-10 01:51:45.757643, cost_time=0:00:02.330896 2021-04-10 01:51:33,561 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.73ms, fps=3654 images/s, loss=0.8519, top1-acc=74.84%, top5-acc=95.16%, remaining_time=0:00:11.825892, arrival_time=2021-04-10 01:51:45.387117, cost_time=0:00:03.032288 2021-04-10 01:51:34,262 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.48ms, fps=3653 images/s, loss=0.8477, top1-acc=74.87%, top5-acc=95.22%, remaining_time=0:00:10.902112, arrival_time=2021-04-10 01:51:45.164600, cost_time=0:00:03.733611 2021-04-10 01:51:34,964 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.57ms, fps=3650 images/s, loss=0.8554, top1-acc=74.63%, top5-acc=95.20%, remaining_time=0:00:10.053392, arrival_time=2021-04-10 01:51:45.017792, cost_time=0:00:04.435345 2021-04-10 01:51:35,663 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.76ms, fps=3664 images/s, loss=0.8537, top1-acc=74.59%, top5-acc=95.26%, remaining_time=0:00:09.242730, arrival_time=2021-04-10 01:51:44.906488, cost_time=0:00:05.134877 2021-04-10 01:51:36,376 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=2.01ms, fps=3593 images/s, loss=0.8570, top1-acc=74.51%, top5-acc=95.20%, remaining_time=0:00:08.479368, arrival_time=2021-04-10 01:51:44.856208, cost_time=0:00:05.847872 2021-04-10 01:51:37,076 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.76ms, fps=3663 images/s, loss=0.8586, top1-acc=74.43%, top5-acc=95.11%, remaining_time=0:00:07.711394, arrival_time=2021-04-10 01:51:44.787703, cost_time=0:00:06.547414 2021-04-10 01:51:37,783 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.91ms, fps=3624 images/s, loss=0.8627, top1-acc=74.31%, top5-acc=95.07%, remaining_time=0:00:06.964128, arrival_time=2021-04-10 01:51:44.747351, cost_time=0:00:07.254300 2021-04-10 01:51:38,498 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.98ms, fps=3583 images/s, loss=0.8661, top1-acc=74.29%, top5-acc=95.01%, remaining_time=0:00:06.230614, arrival_time=2021-04-10 01:51:44.729109, cost_time=0:00:07.969437 2021-04-10 01:51:39,195 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.61ms, fps=3679 images/s, loss=0.8666, top1-acc=74.31%, top5-acc=95.02%, remaining_time=0:00:05.488568, arrival_time=2021-04-10 01:51:44.683680, cost_time=0:00:08.666175 2021-04-10 01:51:39,894 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.15ms, fps=3664 images/s, loss=0.8650, top1-acc=74.37%, top5-acc=95.06%, remaining_time=0:00:04.754838, arrival_time=2021-04-10 01:51:44.649429, cost_time=0:00:09.365632 2021-04-10 01:51:40,602 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.88ms, fps=3622 images/s, loss=0.8694, top1-acc=74.27%, top5-acc=95.01%, remaining_time=0:00:04.029200, arrival_time=2021-04-10 01:51:44.631426, cost_time=0:00:10.073000 2021-04-10 01:51:41,320 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=2.13ms, fps=3571 images/s, loss=0.8709, top1-acc=74.24%, top5-acc=94.98%, remaining_time=0:00:03.309286, arrival_time=2021-04-10 01:51:44.629428, cost_time=0:00:10.791198 2021-04-10 01:51:42,014 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=0.71ms, fps=3690 images/s, loss=0.8704, top1-acc=74.26%, top5-acc=94.96%, remaining_time=0:00:02.584260, arrival_time=2021-04-10 01:51:44.598780, cost_time=0:00:11.485551 2021-04-10 01:51:42,720 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.81ms, fps=3629 images/s, loss=0.8698, top1-acc=74.25%, top5-acc=94.99%, remaining_time=0:00:01.864616, arrival_time=2021-04-10 01:51:44.585235, cost_time=0:00:12.191663 2021-04-10 01:51:43,438 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.63ms, fps=3569 images/s, loss=0.8718, top1-acc=74.20%, top5-acc=94.94%, remaining_time=0:00:01.147520, arrival_time=2021-04-10 01:51:44.586119, cost_time=0:00:12.909604 2021-04-10 01:51:44,154 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.20ms, fps=3578 images/s, loss=0.8727, top1-acc=74.15%, top5-acc=94.92%, remaining_time=0:00:00.430284, arrival_time=2021-04-10 01:51:44.584869, cost_time=0:00:13.625696 2021-04-10 01:51:44,549 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.10ms, fps=3452 images/s, loss=0.8742, top1-acc=74.11%, top5-acc=94.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:44.549120, cost_time=0:00:14.020161 2021-04-10 01:51:44,836 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.43ms, fps=8940 images/s, loss=1.4682, top1-acc=61.21%, top5-acc=88.16%, remaining_time=0:00:00.858990, arrival_time=2021-04-10 01:51:45.695720, cost_time=0:00:00.286330 2021-04-10 01:51:45,073 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=2.74ms, fps=10832 images/s, loss=1.5347, top1-acc=59.69%, top5-acc=87.05%, remaining_time=0:00:00.523140, arrival_time=2021-04-10 01:51:45.596660, cost_time=0:00:00.523145 2021-04-10 01:51:45,330 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=0.42ms, fps=9964 images/s, loss=1.5510, top1-acc=59.79%, top5-acc=86.94%, remaining_time=0:00:00.260160, arrival_time=2021-04-10 01:51:45.591063, cost_time=0:00:00.780487 2021-04-10 01:51:45,531 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=11582 images/s, loss=1.5477, top1-acc=59.16%, top5-acc=86.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:45.531671, cost_time=0:00:00.981329 2021-04-10 01:51:45,558 INFO : Epoch=0117 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:20:55.483979, arrival_time=2021-04-10 02:12:41.042869, cost_time=0:29:29.778607 2021-04-10 01:51:45,559 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 01:51:46,433 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.38ms, fps=2928 images/s, loss=0.8488, top1-acc=74.30%, top5-acc=95.39%, remaining_time=0:00:16.259934, arrival_time=2021-04-10 01:52:02.693769, cost_time=0:00:00.874186 2021-04-10 01:51:47,138 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=2.27ms, fps=3636 images/s, loss=0.8405, top1-acc=74.16%, top5-acc=95.49%, remaining_time=0:00:13.894144, arrival_time=2021-04-10 01:52:01.032635, cost_time=0:00:01.578884 2021-04-10 01:51:47,846 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.87ms, fps=3622 images/s, loss=0.8358, top1-acc=74.56%, top5-acc=95.40%, remaining_time=0:00:12.649864, arrival_time=2021-04-10 01:52:00.495793, cost_time=0:00:02.286133 2021-04-10 01:51:48,551 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.88ms, fps=3634 images/s, loss=0.8317, top1-acc=74.83%, top5-acc=95.33%, remaining_time=0:00:11.667240, arrival_time=2021-04-10 01:52:00.218448, cost_time=0:00:02.991582 2021-04-10 01:51:49,255 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.73ms, fps=3637 images/s, loss=0.8304, top1-acc=74.87%, top5-acc=95.23%, remaining_time=0:00:10.792028, arrival_time=2021-04-10 01:52:00.047541, cost_time=0:00:03.695890 2021-04-10 01:51:49,968 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.46ms, fps=3595 images/s, loss=0.8364, top1-acc=74.78%, top5-acc=95.20%, remaining_time=0:00:09.992600, arrival_time=2021-04-10 01:51:59.960762, cost_time=0:00:04.408476 2021-04-10 01:51:50,674 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.54ms, fps=3626 images/s, loss=0.8397, top1-acc=74.73%, top5-acc=95.22%, remaining_time=0:00:09.207198, arrival_time=2021-04-10 01:51:59.881906, cost_time=0:00:05.115095 2021-04-10 01:51:51,376 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.66ms, fps=3651 images/s, loss=0.8425, top1-acc=74.75%, top5-acc=95.16%, remaining_time=0:00:08.434244, arrival_time=2021-04-10 01:51:59.810572, cost_time=0:00:05.816682 2021-04-10 01:51:52,076 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.61ms, fps=3660 images/s, loss=0.8419, top1-acc=74.78%, top5-acc=95.23%, remaining_time=0:00:07.675142, arrival_time=2021-04-10 01:51:59.751399, cost_time=0:00:06.516657 2021-04-10 01:51:52,778 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=2.76ms, fps=3647 images/s, loss=0.8470, top1-acc=74.54%, top5-acc=95.15%, remaining_time=0:00:06.930240, arrival_time=2021-04-10 01:51:59.709002, cost_time=0:00:07.218999 2021-04-10 01:51:53,484 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.81ms, fps=3633 images/s, loss=0.8477, top1-acc=74.50%, top5-acc=95.12%, remaining_time=0:00:06.195440, arrival_time=2021-04-10 01:51:59.679552, cost_time=0:00:07.924452 2021-04-10 01:51:54,178 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.38ms, fps=3691 images/s, loss=0.8476, top1-acc=74.48%, top5-acc=95.09%, remaining_time=0:00:05.458472, arrival_time=2021-04-10 01:51:59.636663, cost_time=0:00:08.618582 2021-04-10 01:51:54,873 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.56ms, fps=3687 images/s, loss=0.8520, top1-acc=74.40%, top5-acc=95.03%, remaining_time=0:00:04.728372, arrival_time=2021-04-10 01:51:59.601376, cost_time=0:00:09.313406 2021-04-10 01:51:55,586 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.59ms, fps=3594 images/s, loss=0.8547, top1-acc=74.29%, top5-acc=94.99%, remaining_time=0:00:04.010440, arrival_time=2021-04-10 01:51:59.596342, cost_time=0:00:10.026166 2021-04-10 01:51:56,288 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.39ms, fps=3645 images/s, loss=0.8566, top1-acc=74.21%, top5-acc=94.99%, remaining_time=0:00:03.290288, arrival_time=2021-04-10 01:51:59.579117, cost_time=0:00:10.729219 2021-04-10 01:51:56,993 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.99ms, fps=3636 images/s, loss=0.8569, top1-acc=74.21%, top5-acc=94.97%, remaining_time=0:00:02.572596, arrival_time=2021-04-10 01:51:59.565933, cost_time=0:00:11.433732 2021-04-10 01:51:57,693 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.56ms, fps=3659 images/s, loss=0.8592, top1-acc=74.14%, top5-acc=94.95%, remaining_time=0:00:01.855750, arrival_time=2021-04-10 01:51:59.549176, cost_time=0:00:12.133806 2021-04-10 01:51:58,429 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.99ms, fps=3482 images/s, loss=0.8621, top1-acc=74.06%, top5-acc=94.94%, remaining_time=0:00:01.143952, arrival_time=2021-04-10 01:51:59.573120, cost_time=0:00:12.869508 2021-04-10 01:51:59,134 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.43ms, fps=3635 images/s, loss=0.8641, top1-acc=73.97%, top5-acc=94.93%, remaining_time=0:00:00.428664, arrival_time=2021-04-10 01:51:59.562706, cost_time=0:00:13.574305 2021-04-10 01:51:59,508 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.09ms, fps=3639 images/s, loss=0.8651, top1-acc=73.95%, top5-acc=94.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:59.508403, cost_time=0:00:13.948789 2021-04-10 01:51:59,781 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.21ms, fps=9420 images/s, loss=1.6550, top1-acc=57.50%, top5-acc=85.23%, remaining_time=0:00:00.815280, arrival_time=2021-04-10 01:52:00.596627, cost_time=0:00:00.271756 2021-04-10 01:52:00,007 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=12.42ms, fps=11355 images/s, loss=1.6738, top1-acc=57.42%, top5-acc=85.12%, remaining_time=0:00:00.497560, arrival_time=2021-04-10 01:52:00.504757, cost_time=0:00:00.497556 2021-04-10 01:52:00,251 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.32ms, fps=10499 images/s, loss=1.6886, top1-acc=57.27%, top5-acc=84.96%, remaining_time=0:00:00.247290, arrival_time=2021-04-10 01:52:00.498794, cost_time=0:00:00.741878 2021-04-10 01:52:00,494 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=9551 images/s, loss=1.6759, top1-acc=57.09%, top5-acc=85.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:00.494897, cost_time=0:00:00.985309 2021-04-10 01:52:00,531 INFO : Epoch=0118 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:20:40.251066, arrival_time=2021-04-10 02:12:40.782879, cost_time=0:29:44.751505 2021-04-10 01:52:00,532 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 01:52:01,465 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.42ms, fps=2745 images/s, loss=0.8354, top1-acc=75.04%, top5-acc=95.04%, remaining_time=0:00:17.345430, arrival_time=2021-04-10 01:52:18.810990, cost_time=0:00:00.932554 2021-04-10 01:52:02,162 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.41ms, fps=3676 images/s, loss=0.8436, top1-acc=74.51%, top5-acc=95.21%, remaining_time=0:00:14.342768, arrival_time=2021-04-10 01:52:16.505504, cost_time=0:00:01.629860 2021-04-10 01:52:02,858 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.67ms, fps=3683 images/s, loss=0.8415, top1-acc=74.86%, top5-acc=95.17%, remaining_time=0:00:12.866826, arrival_time=2021-04-10 01:52:15.725102, cost_time=0:00:02.325344 2021-04-10 01:52:03,564 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.49ms, fps=3626 images/s, loss=0.8400, top1-acc=74.82%, top5-acc=95.13%, remaining_time=0:00:11.824488, arrival_time=2021-04-10 01:52:15.389381, cost_time=0:00:03.031935 2021-04-10 01:52:04,271 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.01ms, fps=3629 images/s, loss=0.8390, top1-acc=74.83%, top5-acc=95.19%, remaining_time=0:00:10.915398, arrival_time=2021-04-10 01:52:15.186462, cost_time=0:00:03.738131 2021-04-10 01:52:04,976 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=2.26ms, fps=3632 images/s, loss=0.8358, top1-acc=75.10%, top5-acc=95.16%, remaining_time=0:00:10.072432, arrival_time=2021-04-10 01:52:15.049010, cost_time=0:00:04.443699 2021-04-10 01:52:05,683 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.83ms, fps=3627 images/s, loss=0.8309, top1-acc=75.13%, top5-acc=95.23%, remaining_time=0:00:09.269820, arrival_time=2021-04-10 01:52:14.952756, cost_time=0:00:05.149918 2021-04-10 01:52:06,386 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.78ms, fps=3643 images/s, loss=0.8324, top1-acc=75.22%, top5-acc=95.22%, remaining_time=0:00:08.487604, arrival_time=2021-04-10 01:52:14.874082, cost_time=0:00:05.853558 2021-04-10 01:52:07,096 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.60ms, fps=3611 images/s, loss=0.8327, top1-acc=75.25%, top5-acc=95.20%, remaining_time=0:00:07.729944, arrival_time=2021-04-10 01:52:14.826036, cost_time=0:00:06.563171 2021-04-10 01:52:07,805 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.76ms, fps=3610 images/s, loss=0.8336, top1-acc=75.29%, top5-acc=95.21%, remaining_time=0:00:06.981888, arrival_time=2021-04-10 01:52:14.787591, cost_time=0:00:07.272846 2021-04-10 01:52:08,513 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.97ms, fps=3620 images/s, loss=0.8361, top1-acc=75.18%, top5-acc=95.17%, remaining_time=0:00:06.239300, arrival_time=2021-04-10 01:52:14.752869, cost_time=0:00:07.980538 2021-04-10 01:52:09,217 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.47ms, fps=3640 images/s, loss=0.8341, top1-acc=75.25%, top5-acc=95.19%, remaining_time=0:00:05.500348, arrival_time=2021-04-10 01:52:14.718024, cost_time=0:00:08.684733 2021-04-10 01:52:09,923 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.44ms, fps=3630 images/s, loss=0.8387, top1-acc=75.04%, top5-acc=95.17%, remaining_time=0:00:04.767576, arrival_time=2021-04-10 01:52:14.691053, cost_time=0:00:09.390618 2021-04-10 01:52:10,622 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.34ms, fps=3667 images/s, loss=0.8429, top1-acc=74.91%, top5-acc=95.13%, remaining_time=0:00:04.035696, arrival_time=2021-04-10 01:52:14.657797, cost_time=0:00:10.089241 2021-04-10 01:52:11,329 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.63ms, fps=3626 images/s, loss=0.8437, top1-acc=74.85%, top5-acc=95.16%, remaining_time=0:00:03.310666, arrival_time=2021-04-10 01:52:14.639527, cost_time=0:00:10.795710 2021-04-10 01:52:12,032 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=2.07ms, fps=3645 images/s, loss=0.8468, top1-acc=74.81%, top5-acc=95.13%, remaining_time=0:00:02.587320, arrival_time=2021-04-10 01:52:14.619344, cost_time=0:00:11.499165 2021-04-10 01:52:12,773 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.20ms, fps=3457 images/s, loss=0.8532, top1-acc=74.62%, top5-acc=95.08%, remaining_time=0:00:01.872026, arrival_time=2021-04-10 01:52:14.645004, cost_time=0:00:12.240101 2021-04-10 01:52:13,477 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=2.20ms, fps=3638 images/s, loss=0.8523, top1-acc=74.60%, top5-acc=95.10%, remaining_time=0:00:01.150592, arrival_time=2021-04-10 01:52:14.627728, cost_time=0:00:12.944219 2021-04-10 01:52:14,182 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.32ms, fps=3632 images/s, loss=0.8535, top1-acc=74.54%, top5-acc=95.10%, remaining_time=0:00:00.431040, arrival_time=2021-04-10 01:52:14.613540, cost_time=0:00:13.649645 2021-04-10 01:52:14,556 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.08ms, fps=3637 images/s, loss=0.8576, top1-acc=74.45%, top5-acc=95.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:14.556835, cost_time=0:00:14.023981 2021-04-10 01:52:14,918 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.42ms, fps=7097 images/s, loss=1.5062, top1-acc=59.45%, top5-acc=87.19%, remaining_time=0:00:01.082100, arrival_time=2021-04-10 01:52:16.000711, cost_time=0:00:00.360704 2021-04-10 01:52:15,129 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.47ms, fps=12187 images/s, loss=1.5169, top1-acc=59.96%, top5-acc=87.03%, remaining_time=0:00:00.571360, arrival_time=2021-04-10 01:52:15.700632, cost_time=0:00:00.571360 2021-04-10 01:52:15,356 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.46ms, fps=11322 images/s, loss=1.5100, top1-acc=60.26%, top5-acc=86.77%, remaining_time=0:00:00.265990, arrival_time=2021-04-10 01:52:15.621987, cost_time=0:00:00.797978 2021-04-10 01:52:15,534 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=13025 images/s, loss=1.5107, top1-acc=60.09%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:15.534744, cost_time=0:00:00.976890 2021-04-10 01:52:15,562 INFO : Epoch=0119 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:20:25.061577, arrival_time=2021-04-10 02:12:40.623683, cost_time=0:29:59.781816 2021-04-10 01:52:15,562 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 01:52:16,512 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.26ms, fps=2696 images/s, loss=0.8679, top1-acc=74.10%, top5-acc=94.96%, remaining_time=0:00:17.662188, arrival_time=2021-04-10 01:52:34.174681, cost_time=0:00:00.949575 2021-04-10 01:52:17,207 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.50ms, fps=3688 images/s, loss=0.8358, top1-acc=75.21%, top5-acc=94.84%, remaining_time=0:00:14.470720, arrival_time=2021-04-10 01:52:31.677980, cost_time=0:00:01.644396 2021-04-10 01:52:17,919 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.93ms, fps=3596 images/s, loss=0.8335, top1-acc=75.10%, top5-acc=95.04%, remaining_time=0:00:13.040296, arrival_time=2021-04-10 01:52:30.959834, cost_time=0:00:02.356694 2021-04-10 01:52:18,624 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.95ms, fps=3635 images/s, loss=0.8331, top1-acc=75.27%, top5-acc=95.16%, remaining_time=0:00:11.939460, arrival_time=2021-04-10 01:52:30.563775, cost_time=0:00:03.061412 2021-04-10 01:52:19,338 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.63ms, fps=3586 images/s, loss=0.8274, top1-acc=75.10%, top5-acc=95.31%, remaining_time=0:00:11.025774, arrival_time=2021-04-10 01:52:30.364609, cost_time=0:00:03.775970 2021-04-10 01:52:20,050 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.68ms, fps=3599 images/s, loss=0.8281, top1-acc=75.08%, top5-acc=95.40%, remaining_time=0:00:10.172392, arrival_time=2021-04-10 01:52:30.223111, cost_time=0:00:04.487794 2021-04-10 01:52:20,753 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.91ms, fps=3644 images/s, loss=0.8295, top1-acc=75.09%, top5-acc=95.29%, remaining_time=0:00:09.343530, arrival_time=2021-04-10 01:52:30.097260, cost_time=0:00:05.190862 2021-04-10 01:52:21,463 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=7.13ms, fps=3612 images/s, loss=0.8309, top1-acc=75.06%, top5-acc=95.33%, remaining_time=0:00:08.555116, arrival_time=2021-04-10 01:52:30.018086, cost_time=0:00:05.900072 2021-04-10 01:52:22,171 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.87ms, fps=3619 images/s, loss=0.8302, top1-acc=75.09%, top5-acc=95.36%, remaining_time=0:00:07.783368, arrival_time=2021-04-10 01:52:29.954738, cost_time=0:00:06.608511 2021-04-10 01:52:22,879 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=2.04ms, fps=3618 images/s, loss=0.8315, top1-acc=75.00%, top5-acc=95.37%, remaining_time=0:00:07.023840, arrival_time=2021-04-10 01:52:29.903221, cost_time=0:00:07.316524 2021-04-10 01:52:23,577 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.67ms, fps=3672 images/s, loss=0.8369, top1-acc=74.84%, top5-acc=95.32%, remaining_time=0:00:06.265616, arrival_time=2021-04-10 01:52:29.842679, cost_time=0:00:08.014198 2021-04-10 01:52:24,279 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.42ms, fps=3649 images/s, loss=0.8415, top1-acc=74.84%, top5-acc=95.19%, remaining_time=0:00:05.520336, arrival_time=2021-04-10 01:52:29.799506, cost_time=0:00:08.716286 2021-04-10 01:52:24,989 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.69ms, fps=3608 images/s, loss=0.8446, top1-acc=74.76%, top5-acc=95.16%, remaining_time=0:00:04.785660, arrival_time=2021-04-10 01:52:29.775022, cost_time=0:00:09.426264 2021-04-10 01:52:25,689 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.41ms, fps=3660 images/s, loss=0.8486, top1-acc=74.66%, top5-acc=95.11%, remaining_time=0:00:04.050648, arrival_time=2021-04-10 01:52:29.740177, cost_time=0:00:10.126673 2021-04-10 01:52:26,391 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.49ms, fps=3651 images/s, loss=0.8515, top1-acc=74.55%, top5-acc=95.07%, remaining_time=0:00:03.320648, arrival_time=2021-04-10 01:52:29.711749, cost_time=0:00:10.828177 2021-04-10 01:52:27,111 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.76ms, fps=3557 images/s, loss=0.8536, top1-acc=74.45%, top5-acc=95.06%, remaining_time=0:00:02.598408, arrival_time=2021-04-10 01:52:29.709731, cost_time=0:00:11.548419 2021-04-10 01:52:27,823 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.92ms, fps=3599 images/s, loss=0.8540, top1-acc=74.45%, top5-acc=95.06%, remaining_time=0:00:01.875120, arrival_time=2021-04-10 01:52:29.698500, cost_time=0:00:12.260329 2021-04-10 01:52:28,537 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.95ms, fps=3587 images/s, loss=0.8530, top1-acc=74.51%, top5-acc=95.07%, remaining_time=0:00:01.153328, arrival_time=2021-04-10 01:52:29.691147, cost_time=0:00:12.974915 2021-04-10 01:52:29,251 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.46ms, fps=3590 images/s, loss=0.8557, top1-acc=74.40%, top5-acc=95.04%, remaining_time=0:00:00.432270, arrival_time=2021-04-10 01:52:29.683764, cost_time=0:00:13.688565 2021-04-10 01:52:29,628 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.08ms, fps=3610 images/s, loss=0.8557, top1-acc=74.43%, top5-acc=95.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:29.628818, cost_time=0:00:14.065973 2021-04-10 01:52:29,945 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=36.57ms, fps=8118 images/s, loss=1.5871, top1-acc=58.63%, top5-acc=85.78%, remaining_time=0:00:00.945990, arrival_time=2021-04-10 01:52:30.891200, cost_time=0:00:00.315326 2021-04-10 01:52:30,188 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=5.08ms, fps=10572 images/s, loss=1.5997, top1-acc=58.44%, top5-acc=85.47%, remaining_time=0:00:00.558180, arrival_time=2021-04-10 01:52:30.746261, cost_time=0:00:00.558174 2021-04-10 01:52:30,451 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=22.00ms, fps=9745 images/s, loss=1.5711, top1-acc=59.22%, top5-acc=85.77%, remaining_time=0:00:00.273800, arrival_time=2021-04-10 01:52:30.725319, cost_time=0:00:00.821410 2021-04-10 01:52:30,634 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=12719 images/s, loss=1.5786, top1-acc=59.25%, top5-acc=85.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:30.634634, cost_time=0:00:01.004816 2021-04-10 01:52:30,665 INFO : Epoch=0120 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:20:09.923440, arrival_time=2021-04-10 02:12:40.588930, cost_time=0:30:14.885209 2021-04-10 01:52:30,666 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 01:52:31,633 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.57ms, fps=2647 images/s, loss=0.7980, top1-acc=76.37%, top5-acc=95.43%, remaining_time=0:00:17.986944, arrival_time=2021-04-10 01:52:49.620365, cost_time=0:00:00.967038 2021-04-10 01:52:32,338 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.77ms, fps=3633 images/s, loss=0.8093, top1-acc=75.70%, top5-acc=95.70%, remaining_time=0:00:14.714304, arrival_time=2021-04-10 01:52:47.052861, cost_time=0:00:01.672082 2021-04-10 01:52:33,034 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=2.14ms, fps=3681 images/s, loss=0.8215, top1-acc=75.20%, top5-acc=95.56%, remaining_time=0:00:13.103708, arrival_time=2021-04-10 01:52:46.138287, cost_time=0:00:02.368153 2021-04-10 01:52:33,754 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.59ms, fps=3560 images/s, loss=0.8090, top1-acc=75.43%, top5-acc=95.68%, remaining_time=0:00:12.043980, arrival_time=2021-04-10 01:52:45.798590, cost_time=0:00:03.088189 2021-04-10 01:52:34,451 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.99ms, fps=3675 images/s, loss=0.8076, top1-acc=75.53%, top5-acc=95.67%, remaining_time=0:00:11.053222, arrival_time=2021-04-10 01:52:45.505048, cost_time=0:00:03.785361 2021-04-10 01:52:35,164 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=2.04ms, fps=3596 images/s, loss=0.8090, top1-acc=75.49%, top5-acc=95.67%, remaining_time=0:00:10.195376, arrival_time=2021-04-10 01:52:45.359751, cost_time=0:00:04.497936 2021-04-10 01:52:35,869 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.19ms, fps=3635 images/s, loss=0.8150, top1-acc=75.23%, top5-acc=95.70%, remaining_time=0:00:09.364950, arrival_time=2021-04-10 01:52:45.234105, cost_time=0:00:05.202773 2021-04-10 01:52:36,568 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.77ms, fps=3666 images/s, loss=0.8169, top1-acc=75.26%, top5-acc=95.60%, remaining_time=0:00:08.557320, arrival_time=2021-04-10 01:52:45.125362, cost_time=0:00:05.901621 2021-04-10 01:52:37,267 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.40ms, fps=3663 images/s, loss=0.8179, top1-acc=75.18%, top5-acc=95.59%, remaining_time=0:00:07.774676, arrival_time=2021-04-10 01:52:45.042309, cost_time=0:00:06.601152 2021-04-10 01:52:37,968 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=3.23ms, fps=3658 images/s, loss=0.8205, top1-acc=75.13%, top5-acc=95.56%, remaining_time=0:00:07.009632, arrival_time=2021-04-10 01:52:44.977785, cost_time=0:00:07.301727 2021-04-10 01:52:38,669 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.70ms, fps=3653 images/s, loss=0.8233, top1-acc=75.04%, top5-acc=95.53%, remaining_time=0:00:06.257016, arrival_time=2021-04-10 01:52:44.926534, cost_time=0:00:08.003140 2021-04-10 01:52:39,379 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=2.60ms, fps=3612 images/s, loss=0.8277, top1-acc=74.95%, top5-acc=95.47%, remaining_time=0:00:05.517828, arrival_time=2021-04-10 01:52:44.896725, cost_time=0:00:08.712359 2021-04-10 01:52:40,092 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.54ms, fps=3592 images/s, loss=0.8319, top1-acc=74.87%, top5-acc=95.37%, remaining_time=0:00:04.785396, arrival_time=2021-04-10 01:52:44.877613, cost_time=0:00:09.425834 2021-04-10 01:52:40,806 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=4.68ms, fps=3588 images/s, loss=0.8345, top1-acc=74.86%, top5-acc=95.32%, remaining_time=0:00:04.055856, arrival_time=2021-04-10 01:52:44.861968, cost_time=0:00:10.139710 2021-04-10 01:52:41,505 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.44ms, fps=3663 images/s, loss=0.8361, top1-acc=74.82%, top5-acc=95.29%, remaining_time=0:00:03.324098, arrival_time=2021-04-10 01:52:44.829911, cost_time=0:00:10.839436 2021-04-10 01:52:42,208 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.79ms, fps=3647 images/s, loss=0.8367, top1-acc=74.80%, top5-acc=95.31%, remaining_time=0:00:02.596896, arrival_time=2021-04-10 01:52:44.804999, cost_time=0:00:11.541730 2021-04-10 01:52:42,914 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=2.09ms, fps=3630 images/s, loss=0.8382, top1-acc=74.69%, top5-acc=95.33%, remaining_time=0:00:01.873118, arrival_time=2021-04-10 01:52:44.787032, cost_time=0:00:12.247369 2021-04-10 01:52:43,635 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.99ms, fps=3552 images/s, loss=0.8361, top1-acc=74.72%, top5-acc=95.37%, remaining_time=0:00:01.152800, arrival_time=2021-04-10 01:52:44.788221, cost_time=0:00:12.969028 2021-04-10 01:52:44,337 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.48ms, fps=3651 images/s, loss=0.8369, top1-acc=74.69%, top5-acc=95.37%, remaining_time=0:00:00.431706, arrival_time=2021-04-10 01:52:44.768841, cost_time=0:00:13.670759 2021-04-10 01:52:44,720 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.11ms, fps=3554 images/s, loss=0.8370, top1-acc=74.72%, top5-acc=95.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:44.720226, cost_time=0:00:14.053861 2021-04-10 01:52:45,079 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.61ms, fps=7138 images/s, loss=1.5377, top1-acc=59.34%, top5-acc=86.37%, remaining_time=0:00:01.075920, arrival_time=2021-04-10 01:52:46.155829, cost_time=0:00:00.358638 2021-04-10 01:52:45,301 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.18ms, fps=11574 images/s, loss=1.5228, top1-acc=59.61%, top5-acc=86.50%, remaining_time=0:00:00.580280, arrival_time=2021-04-10 01:52:45.881815, cost_time=0:00:00.580286 2021-04-10 01:52:45,590 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.23ms, fps=8872 images/s, loss=1.5180, top1-acc=59.95%, top5-acc=86.54%, remaining_time=0:00:00.289730, arrival_time=2021-04-10 01:52:45.880144, cost_time=0:00:00.869181 2021-04-10 01:52:45,810 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.10ms, fps=10561 images/s, loss=1.5356, top1-acc=59.72%, top5-acc=86.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:45.810474, cost_time=0:00:01.089260 2021-04-10 01:52:45,837 INFO : Epoch=0121 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:19:54.830523, arrival_time=2021-04-10 02:12:40.667649, cost_time=0:30:30.056847 2021-04-10 01:52:45,837 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 01:52:46,774 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.52ms, fps=2734 images/s, loss=0.8726, top1-acc=73.28%, top5-acc=95.20%, remaining_time=0:00:17.417970, arrival_time=2021-04-10 01:53:04.192483, cost_time=0:00:00.936448 2021-04-10 01:52:47,484 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.56ms, fps=3610 images/s, loss=0.8415, top1-acc=74.32%, top5-acc=95.53%, remaining_time=0:00:14.489552, arrival_time=2021-04-10 01:53:01.974046, cost_time=0:00:01.646532 2021-04-10 01:52:48,191 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.90ms, fps=3623 images/s, loss=0.8371, top1-acc=74.26%, top5-acc=95.57%, remaining_time=0:00:13.023696, arrival_time=2021-04-10 01:53:01.215318, cost_time=0:00:02.353670 2021-04-10 01:52:48,896 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.75ms, fps=3637 images/s, loss=0.8243, top1-acc=74.68%, top5-acc=95.67%, remaining_time=0:00:11.926512, arrival_time=2021-04-10 01:53:00.822691, cost_time=0:00:03.058079 2021-04-10 01:52:49,608 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=2.18ms, fps=3601 images/s, loss=0.8200, top1-acc=74.96%, top5-acc=95.62%, remaining_time=0:00:11.008692, arrival_time=2021-04-10 01:53:00.616718, cost_time=0:00:03.770120 2021-04-10 01:52:50,326 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.23ms, fps=3563 images/s, loss=0.8204, top1-acc=75.12%, top5-acc=95.57%, remaining_time=0:00:10.175112, arrival_time=2021-04-10 01:53:00.502020, cost_time=0:00:04.489003 2021-04-10 01:52:51,041 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.61ms, fps=3583 images/s, loss=0.8225, top1-acc=75.16%, top5-acc=95.45%, remaining_time=0:00:09.366840, arrival_time=2021-04-10 01:53:00.408636, cost_time=0:00:05.203819 2021-04-10 01:52:51,751 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=2.22ms, fps=3611 images/s, loss=0.8229, top1-acc=75.22%, top5-acc=95.42%, remaining_time=0:00:08.574372, arrival_time=2021-04-10 01:53:00.325631, cost_time=0:00:05.913348 2021-04-10 01:52:52,471 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=2.00ms, fps=3559 images/s, loss=0.8264, top1-acc=75.07%, top5-acc=95.38%, remaining_time=0:00:07.812200, arrival_time=2021-04-10 01:53:00.283150, cost_time=0:00:06.633042 2021-04-10 01:52:53,182 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.96ms, fps=3599 images/s, loss=0.8262, top1-acc=75.12%, top5-acc=95.37%, remaining_time=0:00:07.050912, arrival_time=2021-04-10 01:53:00.233678, cost_time=0:00:07.344705 2021-04-10 01:52:53,893 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=2.20ms, fps=3607 images/s, loss=0.8271, top1-acc=75.03%, top5-acc=95.40%, remaining_time=0:00:06.297866, arrival_time=2021-04-10 01:53:00.191138, cost_time=0:00:08.055359 2021-04-10 01:52:54,599 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.36ms, fps=3629 images/s, loss=0.8286, top1-acc=75.10%, top5-acc=95.38%, remaining_time=0:00:05.548836, arrival_time=2021-04-10 01:53:00.148112, cost_time=0:00:08.761282 2021-04-10 01:52:55,332 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.43ms, fps=3497 images/s, loss=0.8307, top1-acc=75.02%, top5-acc=95.31%, remaining_time=0:00:04.820046, arrival_time=2021-04-10 01:53:00.152002, cost_time=0:00:09.494034 2021-04-10 01:52:56,036 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.55ms, fps=3634 images/s, loss=0.8322, top1-acc=75.02%, top5-acc=95.26%, remaining_time=0:00:04.079600, arrival_time=2021-04-10 01:53:00.116466, cost_time=0:00:10.198959 2021-04-10 01:52:56,738 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.92ms, fps=3651 images/s, loss=0.8363, top1-acc=74.91%, top5-acc=95.21%, remaining_time=0:00:03.342820, arrival_time=2021-04-10 01:53:00.081365, cost_time=0:00:10.900497 2021-04-10 01:52:57,444 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.36ms, fps=3633 images/s, loss=0.8351, top1-acc=74.88%, top5-acc=95.24%, remaining_time=0:00:02.611368, arrival_time=2021-04-10 01:53:00.055390, cost_time=0:00:11.606102 2021-04-10 01:52:58,153 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=2.40ms, fps=3613 images/s, loss=0.8360, top1-acc=74.89%, top5-acc=95.22%, remaining_time=0:00:01.883492, arrival_time=2021-04-10 01:53:00.036617, cost_time=0:00:12.315169 2021-04-10 01:52:58,884 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.67ms, fps=3506 images/s, loss=0.8370, top1-acc=74.87%, top5-acc=95.22%, remaining_time=0:00:01.159632, arrival_time=2021-04-10 01:53:00.043662, cost_time=0:00:13.045825 2021-04-10 01:52:59,588 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.36ms, fps=3639 images/s, loss=0.8383, top1-acc=74.85%, top5-acc=95.20%, remaining_time=0:00:00.434226, arrival_time=2021-04-10 01:53:00.022717, cost_time=0:00:13.750543 2021-04-10 01:52:59,964 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.10ms, fps=3623 images/s, loss=0.8404, top1-acc=74.81%, top5-acc=95.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:59.964430, cost_time=0:00:14.126539 2021-04-10 01:53:00,308 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.43ms, fps=7460 images/s, loss=1.5721, top1-acc=59.53%, top5-acc=85.66%, remaining_time=0:00:01.029480, arrival_time=2021-04-10 01:53:01.338187, cost_time=0:00:00.343161 2021-04-10 01:53:00,515 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.28ms, fps=12415 images/s, loss=1.5184, top1-acc=60.39%, top5-acc=86.43%, remaining_time=0:00:00.549860, arrival_time=2021-04-10 01:53:01.065264, cost_time=0:00:00.549869 2021-04-10 01:53:00,781 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=13.59ms, fps=9651 images/s, loss=1.5150, top1-acc=60.14%, top5-acc=86.69%, remaining_time=0:00:00.271880, arrival_time=2021-04-10 01:53:01.053038, cost_time=0:00:00.815636 2021-04-10 01:53:01,018 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.06ms, fps=9812 images/s, loss=1.4968, top1-acc=60.39%, top5-acc=86.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:01.018026, cost_time=0:00:01.052556 2021-04-10 01:53:01,052 INFO : Epoch=0122 complete, best val top1-acc=60.90%, top5-acc=87.25% (epoch=114), remaining_time=0:19:39.764196, arrival_time=2021-04-10 02:12:40.816747, cost_time=0:30:45.272254 2021-04-10 01:53:01,053 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 01:53:01,954 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.27ms, fps=2841 images/s, loss=0.8440, top1-acc=75.59%, top5-acc=94.84%, remaining_time=0:00:16.758414, arrival_time=2021-04-10 01:53:18.712714, cost_time=0:00:00.900988 2021-04-10 01:53:02,658 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.44ms, fps=3639 images/s, loss=0.8082, top1-acc=75.90%, top5-acc=95.47%, remaining_time=0:00:14.125232, arrival_time=2021-04-10 01:53:16.783688, cost_time=0:00:01.605147 2021-04-10 01:53:03,371 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.95ms, fps=3593 images/s, loss=0.8018, top1-acc=76.16%, top5-acc=95.66%, remaining_time=0:00:12.827318, arrival_time=2021-04-10 01:53:16.198865, cost_time=0:00:02.318199 2021-04-10 01:53:04,070 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=2.02ms, fps=3666 images/s, loss=0.7936, top1-acc=76.43%, top5-acc=95.70%, remaining_time=0:00:11.766612, arrival_time=2021-04-10 01:53:15.837055, cost_time=0:00:03.017091 2021-04-10 01:53:04,774 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=2.07ms, fps=3641 images/s, loss=0.7897, top1-acc=76.49%, top5-acc=95.79%, remaining_time=0:00:10.865174, arrival_time=2021-04-10 01:53:15.639423, cost_time=0:00:03.720935 2021-04-10 01:53:05,477 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.66ms, fps=3644 images/s, loss=0.7953, top1-acc=76.42%, top5-acc=95.79%, remaining_time=0:00:10.027688, arrival_time=2021-04-10 01:53:15.504938, cost_time=0:00:04.423973 2021-04-10 01:53:06,186 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.91ms, fps=3613 images/s, loss=0.8014, top1-acc=76.16%, top5-acc=95.71%, remaining_time=0:00:09.239454, arrival_time=2021-04-10 01:53:15.425803, cost_time=0:00:05.132997 2021-04-10 01:53:06,894 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.94ms, fps=3621 images/s, loss=0.8101, top1-acc=75.97%, top5-acc=95.61%, remaining_time=0:00:08.468928, arrival_time=2021-04-10 01:53:15.362880, cost_time=0:00:05.840675 2021-04-10 01:53:07,593 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.74ms, fps=3661 images/s, loss=0.8070, top1-acc=76.02%, top5-acc=95.63%, remaining_time=0:00:07.703020, arrival_time=2021-04-10 01:53:15.296650, cost_time=0:00:06.540315 2021-04-10 01:53:08,301 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.96ms, fps=3622 images/s, loss=0.8097, top1-acc=75.93%, top5-acc=95.59%, remaining_time=0:00:06.957792, arrival_time=2021-04-10 01:53:15.258822, cost_time=0:00:07.247722 2021-04-10 01:53:08,995 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.35ms, fps=3691 images/s, loss=0.8130, top1-acc=75.73%, top5-acc=95.58%, remaining_time=0:00:06.209028, arrival_time=2021-04-10 01:53:15.204109, cost_time=0:00:07.941821 2021-04-10 01:53:09,696 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.36ms, fps=3654 images/s, loss=0.8152, top1-acc=75.60%, top5-acc=95.58%, remaining_time=0:00:05.473748, arrival_time=2021-04-10 01:53:15.169789, cost_time=0:00:08.642775 2021-04-10 01:53:10,401 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.66ms, fps=3632 images/s, loss=0.8167, top1-acc=75.52%, top5-acc=95.53%, remaining_time=0:00:04.745862, arrival_time=2021-04-10 01:53:15.147274, cost_time=0:00:09.347965 2021-04-10 01:53:11,108 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=2.14ms, fps=3623 images/s, loss=0.8158, top1-acc=75.52%, top5-acc=95.51%, remaining_time=0:00:04.022200, arrival_time=2021-04-10 01:53:15.130938, cost_time=0:00:10.055470 2021-04-10 01:53:11,812 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.66ms, fps=3639 images/s, loss=0.8173, top1-acc=75.54%, top5-acc=95.49%, remaining_time=0:00:03.299534, arrival_time=2021-04-10 01:53:15.112169, cost_time=0:00:10.759313 2021-04-10 01:53:12,523 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.66ms, fps=3604 images/s, loss=0.8199, top1-acc=75.44%, top5-acc=95.46%, remaining_time=0:00:02.580804, arrival_time=2021-04-10 01:53:15.104247, cost_time=0:00:11.470170 2021-04-10 01:53:13,247 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=2.03ms, fps=3538 images/s, loss=0.8210, top1-acc=75.45%, top5-acc=95.45%, remaining_time=0:00:01.865006, arrival_time=2021-04-10 01:53:15.112700, cost_time=0:00:12.194264 2021-04-10 01:53:13,956 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.42ms, fps=3617 images/s, loss=0.8243, top1-acc=75.35%, top5-acc=95.42%, remaining_time=0:00:01.146928, arrival_time=2021-04-10 01:53:15.103128, cost_time=0:00:12.902854 2021-04-10 01:53:14,656 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.54ms, fps=3662 images/s, loss=0.8256, top1-acc=75.32%, top5-acc=95.43%, remaining_time=0:00:00.429558, arrival_time=2021-04-10 01:53:15.085532, cost_time=0:00:13.602636 2021-04-10 01:53:15,045 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.13ms, fps=3499 images/s, loss=0.8268, top1-acc=75.27%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:15.045261, cost_time=0:00:13.991907 2021-04-10 01:53:15,391 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.34ms, fps=7433 images/s, loss=1.4395, top1-acc=60.78%, top5-acc=87.62%, remaining_time=0:00:01.033170, arrival_time=2021-04-10 01:53:16.424467, cost_time=0:00:00.344386 2021-04-10 01:53:15,611 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=2.37ms, fps=11671 images/s, loss=1.4184, top1-acc=61.50%, top5-acc=87.52%, remaining_time=0:00:00.564080, arrival_time=2021-04-10 01:53:16.175128, cost_time=0:00:00.564083 2021-04-10 01:53:15,848 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.29ms, fps=10804 images/s, loss=1.4136, top1-acc=61.84%, top5-acc=87.63%, remaining_time=0:00:00.267180, arrival_time=2021-04-10 01:53:16.115675, cost_time=0:00:00.801529 2021-04-10 01:53:16,081 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=9957 images/s, loss=1.4239, top1-acc=61.58%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:16.081943, cost_time=0:00:01.035025 2021-04-10 01:53:16,131 INFO : Epoch=0123 complete, best val top1-acc=61.58%, top5-acc=87.45% (epoch=123), remaining_time=0:19:24.609985, arrival_time=2021-04-10 02:12:40.741308, cost_time=0:31:00.351044 2021-04-10 01:53:16,131 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 01:53:17,008 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.49ms, fps=2922 images/s, loss=0.7957, top1-acc=75.98%, top5-acc=96.09%, remaining_time=0:00:16.293228, arrival_time=2021-04-10 01:53:33.301441, cost_time=0:00:00.875981 2021-04-10 01:53:17,725 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.22ms, fps=3574 images/s, loss=0.7986, top1-acc=76.21%, top5-acc=95.92%, remaining_time=0:00:14.020160, arrival_time=2021-04-10 01:53:31.745607, cost_time=0:00:01.593204 2021-04-10 01:53:18,430 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.63ms, fps=3635 images/s, loss=0.7939, top1-acc=76.33%, top5-acc=96.05%, remaining_time=0:00:12.718090, arrival_time=2021-04-10 01:53:31.148675, cost_time=0:00:02.298463 2021-04-10 01:53:19,135 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=2.11ms, fps=3636 images/s, loss=0.7968, top1-acc=76.31%, top5-acc=95.82%, remaining_time=0:00:11.712324, arrival_time=2021-04-10 01:53:30.847563, cost_time=0:00:03.003171 2021-04-10 01:53:19,851 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.26ms, fps=3580 images/s, loss=0.7970, top1-acc=76.19%, top5-acc=95.75%, remaining_time=0:00:10.858750, arrival_time=2021-04-10 01:53:30.709722, cost_time=0:00:03.718735 2021-04-10 01:53:20,555 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.61ms, fps=3636 images/s, loss=0.7935, top1-acc=76.35%, top5-acc=95.72%, remaining_time=0:00:10.027008, arrival_time=2021-04-10 01:53:30.582806, cost_time=0:00:04.423700 2021-04-10 01:53:21,258 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.50ms, fps=3648 images/s, loss=0.7942, top1-acc=76.31%, top5-acc=95.74%, remaining_time=0:00:09.226728, arrival_time=2021-04-10 01:53:30.484884, cost_time=0:00:05.125960 2021-04-10 01:53:21,958 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=2.18ms, fps=3657 images/s, loss=0.7953, top1-acc=76.38%, top5-acc=95.71%, remaining_time=0:00:08.448744, arrival_time=2021-04-10 01:53:30.407531, cost_time=0:00:05.826738 2021-04-10 01:53:22,670 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=2.44ms, fps=3600 images/s, loss=0.7994, top1-acc=76.31%, top5-acc=95.66%, remaining_time=0:00:07.700582, arrival_time=2021-04-10 01:53:30.370893, cost_time=0:00:06.538236 2021-04-10 01:53:23,396 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=2.32ms, fps=3533 images/s, loss=0.8048, top1-acc=76.13%, top5-acc=95.57%, remaining_time=0:00:06.973248, arrival_time=2021-04-10 01:53:30.369226, cost_time=0:00:07.263753 2021-04-10 01:53:24,093 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.42ms, fps=3677 images/s, loss=0.8099, top1-acc=76.01%, top5-acc=95.53%, remaining_time=0:00:06.224164, arrival_time=2021-04-10 01:53:30.317401, cost_time=0:00:07.961188 2021-04-10 01:53:24,798 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.96ms, fps=3633 images/s, loss=0.8120, top1-acc=75.88%, top5-acc=95.48%, remaining_time=0:00:05.488720, arrival_time=2021-04-10 01:53:30.287314, cost_time=0:00:08.666401 2021-04-10 01:53:25,511 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.44ms, fps=3594 images/s, loss=0.8110, top1-acc=75.87%, top5-acc=95.50%, remaining_time=0:00:04.761966, arrival_time=2021-04-10 01:53:30.273662, cost_time=0:00:09.379617 2021-04-10 01:53:26,210 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.22ms, fps=3667 images/s, loss=0.8127, top1-acc=75.71%, top5-acc=95.50%, remaining_time=0:00:04.031328, arrival_time=2021-04-10 01:53:30.241652, cost_time=0:00:10.078266 2021-04-10 01:53:26,908 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.57ms, fps=3669 images/s, loss=0.8127, top1-acc=75.64%, top5-acc=95.51%, remaining_time=0:00:03.304778, arrival_time=2021-04-10 01:53:30.213347, cost_time=0:00:10.776427 2021-04-10 01:53:27,622 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.84ms, fps=3590 images/s, loss=0.8137, top1-acc=75.61%, top5-acc=95.51%, remaining_time=0:00:02.585268, arrival_time=2021-04-10 01:53:30.207599, cost_time=0:00:11.490132 2021-04-10 01:53:28,325 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.42ms, fps=3642 images/s, loss=0.8160, top1-acc=75.56%, top5-acc=95.49%, remaining_time=0:00:01.864954, arrival_time=2021-04-10 01:53:30.190894, cost_time=0:00:12.193867 2021-04-10 01:53:29,041 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.89ms, fps=3578 images/s, loss=0.8176, top1-acc=75.54%, top5-acc=95.43%, remaining_time=0:00:01.147536, arrival_time=2021-04-10 01:53:30.189450, cost_time=0:00:12.909808 2021-04-10 01:53:29,755 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=2.27ms, fps=3590 images/s, loss=0.8196, top1-acc=75.47%, top5-acc=95.41%, remaining_time=0:00:00.430218, arrival_time=2021-04-10 01:53:30.185809, cost_time=0:00:13.623528 2021-04-10 01:53:30,133 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.09ms, fps=3609 images/s, loss=0.8214, top1-acc=75.46%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:30.132933, cost_time=0:00:14.000833 2021-04-10 01:53:30,446 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.18ms, fps=8203 images/s, loss=1.5726, top1-acc=57.34%, top5-acc=86.45%, remaining_time=0:00:00.936180, arrival_time=2021-04-10 01:53:31.382745, cost_time=0:00:00.312059 2021-04-10 01:53:30,674 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.43ms, fps=11260 images/s, loss=1.5604, top1-acc=58.18%, top5-acc=86.45%, remaining_time=0:00:00.539740, arrival_time=2021-04-10 01:53:31.214017, cost_time=0:00:00.539749 2021-04-10 01:53:30,895 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.21ms, fps=11594 images/s, loss=1.5605, top1-acc=58.72%, top5-acc=86.63%, remaining_time=0:00:00.253640, arrival_time=2021-04-10 01:53:31.149170, cost_time=0:00:00.760924 2021-04-10 01:53:31,091 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=11896 images/s, loss=1.5503, top1-acc=58.90%, top5-acc=86.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:31.091099, cost_time=0:00:00.956548 2021-04-10 01:53:31,138 INFO : Epoch=0124 complete, best val top1-acc=61.58%, top5-acc=87.45% (epoch=123), remaining_time=0:19:09.413208, arrival_time=2021-04-10 02:12:40.551857, cost_time=0:31:15.358331 2021-04-10 01:53:31,139 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 01:53:32,049 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.49ms, fps=2815 images/s, loss=0.7810, top1-acc=76.64%, top5-acc=95.86%, remaining_time=0:00:16.916142, arrival_time=2021-04-10 01:53:48.965458, cost_time=0:00:00.909472 2021-04-10 01:53:32,752 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.49ms, fps=3645 images/s, loss=0.7918, top1-acc=76.02%, top5-acc=96.00%, remaining_time=0:00:14.188768, arrival_time=2021-04-10 01:53:46.941040, cost_time=0:00:01.612362 2021-04-10 01:53:33,457 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.04ms, fps=3635 images/s, loss=0.7847, top1-acc=76.29%, top5-acc=95.91%, remaining_time=0:00:12.822338, arrival_time=2021-04-10 01:53:46.279448, cost_time=0:00:02.317290 2021-04-10 01:53:34,152 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.46ms, fps=3687 images/s, loss=0.7897, top1-acc=76.01%, top5-acc=95.83%, remaining_time=0:00:11.747112, arrival_time=2021-04-10 01:53:45.899100, cost_time=0:00:03.012086 2021-04-10 01:53:34,855 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.74ms, fps=3644 images/s, loss=0.7980, top1-acc=75.84%, top5-acc=95.90%, remaining_time=0:00:10.848530, arrival_time=2021-04-10 01:53:45.703655, cost_time=0:00:03.715270 2021-04-10 01:53:35,560 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.89ms, fps=3634 images/s, loss=0.8006, top1-acc=75.75%, top5-acc=95.83%, remaining_time=0:00:10.019528, arrival_time=2021-04-10 01:53:45.579896, cost_time=0:00:04.420398 2021-04-10 01:53:36,275 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.87ms, fps=3583 images/s, loss=0.8005, top1-acc=75.81%, top5-acc=95.78%, remaining_time=0:00:09.244242, arrival_time=2021-04-10 01:53:45.519821, cost_time=0:00:05.135698 2021-04-10 01:53:36,988 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=2.10ms, fps=3593 images/s, loss=0.8046, top1-acc=75.79%, top5-acc=95.67%, remaining_time=0:00:08.480644, arrival_time=2021-04-10 01:53:45.469303, cost_time=0:00:05.848729 2021-04-10 01:53:37,683 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.42ms, fps=3688 images/s, loss=0.8063, top1-acc=75.88%, top5-acc=95.59%, remaining_time=0:00:07.706730, arrival_time=2021-04-10 01:53:45.390024, cost_time=0:00:06.543480 2021-04-10 01:53:38,385 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.56ms, fps=3648 images/s, loss=0.8079, top1-acc=75.82%, top5-acc=95.54%, remaining_time=0:00:06.955776, arrival_time=2021-04-10 01:53:45.341377, cost_time=0:00:07.245640 2021-04-10 01:53:39,096 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.27ms, fps=3607 images/s, loss=0.8098, top1-acc=75.81%, top5-acc=95.52%, remaining_time=0:00:06.220380, arrival_time=2021-04-10 01:53:45.316546, cost_time=0:00:07.956309 2021-04-10 01:53:39,800 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.03ms, fps=3640 images/s, loss=0.8092, top1-acc=75.79%, top5-acc=95.60%, remaining_time=0:00:05.484844, arrival_time=2021-04-10 01:53:45.285049, cost_time=0:00:08.660228 2021-04-10 01:53:40,500 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.46ms, fps=3658 images/s, loss=0.8093, top1-acc=75.82%, top5-acc=95.55%, remaining_time=0:00:04.752462, arrival_time=2021-04-10 01:53:45.253200, cost_time=0:00:09.360873 2021-04-10 01:53:41,211 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.86ms, fps=3605 images/s, loss=0.8086, top1-acc=75.80%, top5-acc=95.55%, remaining_time=0:00:04.028640, arrival_time=2021-04-10 01:53:45.240158, cost_time=0:00:10.071625 2021-04-10 01:53:41,912 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.38ms, fps=3658 images/s, loss=0.8097, top1-acc=75.77%, top5-acc=95.52%, remaining_time=0:00:03.303444, arrival_time=2021-04-10 01:53:45.215402, cost_time=0:00:10.772123 2021-04-10 01:53:42,619 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.96ms, fps=3623 images/s, loss=0.8105, top1-acc=75.73%, top5-acc=95.49%, remaining_time=0:00:02.582820, arrival_time=2021-04-10 01:53:45.201925, cost_time=0:00:11.479236 2021-04-10 01:53:43,328 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=3.62ms, fps=3614 images/s, loss=0.8127, top1-acc=75.69%, top5-acc=95.44%, remaining_time=0:00:01.864070, arrival_time=2021-04-10 01:53:45.192200, cost_time=0:00:12.188155 2021-04-10 01:53:44,034 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.67ms, fps=3628 images/s, loss=0.8157, top1-acc=75.59%, top5-acc=95.39%, remaining_time=0:00:01.146192, arrival_time=2021-04-10 01:53:45.180653, cost_time=0:00:12.894573 2021-04-10 01:53:44,742 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.83ms, fps=3617 images/s, loss=0.8155, top1-acc=75.59%, top5-acc=95.39%, remaining_time=0:00:00.429570, arrival_time=2021-04-10 01:53:45.172407, cost_time=0:00:13.602965 2021-04-10 01:53:45,126 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.12ms, fps=3552 images/s, loss=0.8154, top1-acc=75.60%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:45.126298, cost_time=0:00:13.986436 2021-04-10 01:53:45,464 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=4.58ms, fps=7614 images/s, loss=1.5076, top1-acc=60.70%, top5-acc=86.84%, remaining_time=0:00:01.008660, arrival_time=2021-04-10 01:53:46.472797, cost_time=0:00:00.336220 2021-04-10 01:53:45,699 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.30ms, fps=10895 images/s, loss=1.5193, top1-acc=60.18%, top5-acc=86.62%, remaining_time=0:00:00.571680, arrival_time=2021-04-10 01:53:46.271310, cost_time=0:00:00.571676 2021-04-10 01:53:45,970 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=27.35ms, fps=9453 images/s, loss=1.5513, top1-acc=59.62%, top5-acc=86.09%, remaining_time=0:00:00.281020, arrival_time=2021-04-10 01:53:46.251955, cost_time=0:00:00.843052 2021-04-10 01:53:46,159 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.07ms, fps=12338 images/s, loss=1.5492, top1-acc=59.42%, top5-acc=85.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:46.159335, cost_time=0:00:01.031484 2021-04-10 01:53:46,197 INFO : Epoch=0125 complete, best val top1-acc=61.58%, top5-acc=87.45% (epoch=123), remaining_time=0:18:54.250200, arrival_time=2021-04-10 02:12:40.447496, cost_time=0:31:30.416980 2021-04-10 01:53:46,198 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 01:53:47,102 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.57ms, fps=2832 images/s, loss=0.7480, top1-acc=78.24%, top5-acc=96.56%, remaining_time=0:00:16.810494, arrival_time=2021-04-10 01:54:03.912630, cost_time=0:00:00.903792 2021-04-10 01:53:47,812 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=2.14ms, fps=3606 images/s, loss=0.7746, top1-acc=76.91%, top5-acc=96.17%, remaining_time=0:00:14.205664, arrival_time=2021-04-10 01:54:02.018445, cost_time=0:00:01.614276 2021-04-10 01:53:48,509 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.13ms, fps=3679 images/s, loss=0.7804, top1-acc=76.77%, top5-acc=95.99%, remaining_time=0:00:12.788142, arrival_time=2021-04-10 01:54:01.297625, cost_time=0:00:02.311097 2021-04-10 01:53:49,221 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.02ms, fps=3599 images/s, loss=0.7856, top1-acc=76.61%, top5-acc=95.87%, remaining_time=0:00:11.790012, arrival_time=2021-04-10 01:54:01.011618, cost_time=0:00:03.023095 2021-04-10 01:53:49,926 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=0.7852, top1-acc=76.65%, top5-acc=95.84%, remaining_time=0:00:10.885176, arrival_time=2021-04-10 01:54:00.811275, cost_time=0:00:03.727794 2021-04-10 01:53:50,647 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.81ms, fps=3553 images/s, loss=0.7937, top1-acc=76.50%, top5-acc=95.85%, remaining_time=0:00:10.083584, arrival_time=2021-04-10 01:54:00.730725, cost_time=0:00:04.448617 2021-04-10 01:53:51,361 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.98ms, fps=3587 images/s, loss=0.7931, top1-acc=76.52%, top5-acc=95.92%, remaining_time=0:00:09.293760, arrival_time=2021-04-10 01:54:00.655294, cost_time=0:00:05.163188 2021-04-10 01:53:52,057 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.47ms, fps=3681 images/s, loss=0.7927, top1-acc=76.46%, top5-acc=95.92%, remaining_time=0:00:08.495724, arrival_time=2021-04-10 01:54:00.553352, cost_time=0:00:05.859112 2021-04-10 01:53:52,778 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.70ms, fps=3554 images/s, loss=0.7922, top1-acc=76.36%, top5-acc=95.93%, remaining_time=0:00:07.749978, arrival_time=2021-04-10 01:54:00.528515, cost_time=0:00:06.580175 2021-04-10 01:53:53,507 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.47ms, fps=3515 images/s, loss=0.7950, top1-acc=76.23%, top5-acc=95.90%, remaining_time=0:00:07.016736, arrival_time=2021-04-10 01:54:00.524362, cost_time=0:00:07.309106 2021-04-10 01:53:54,214 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.73ms, fps=3626 images/s, loss=0.7966, top1-acc=76.32%, top5-acc=95.83%, remaining_time=0:00:06.267078, arrival_time=2021-04-10 01:54:00.481498, cost_time=0:00:08.016042 2021-04-10 01:53:54,913 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.60ms, fps=3665 images/s, loss=0.7965, top1-acc=76.28%, top5-acc=95.83%, remaining_time=0:00:05.519576, arrival_time=2021-04-10 01:54:00.433115, cost_time=0:00:08.715121 2021-04-10 01:53:55,619 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.90ms, fps=3632 images/s, loss=0.8002, top1-acc=76.14%, top5-acc=95.73%, remaining_time=0:00:04.782756, arrival_time=2021-04-10 01:54:00.401737, cost_time=0:00:09.420614 2021-04-10 01:53:56,326 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.26ms, fps=3623 images/s, loss=0.8028, top1-acc=76.06%, top5-acc=95.72%, remaining_time=0:00:04.051096, arrival_time=2021-04-10 01:54:00.377308, cost_time=0:00:10.127721 2021-04-10 01:53:57,031 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.48ms, fps=3635 images/s, loss=0.8051, top1-acc=75.95%, top5-acc=95.72%, remaining_time=0:00:03.322074, arrival_time=2021-04-10 01:54:00.353302, cost_time=0:00:10.832876 2021-04-10 01:53:57,733 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=2.09ms, fps=3648 images/s, loss=0.8056, top1-acc=75.97%, top5-acc=95.68%, remaining_time=0:00:02.595384, arrival_time=2021-04-10 01:54:00.328812, cost_time=0:00:11.535036 2021-04-10 01:53:58,473 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.93ms, fps=3462 images/s, loss=0.8069, top1-acc=75.94%, top5-acc=95.64%, remaining_time=0:00:01.877382, arrival_time=2021-04-10 01:54:00.351115, cost_time=0:00:12.275167 2021-04-10 01:53:59,195 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=2.16ms, fps=3550 images/s, loss=0.8087, top1-acc=75.87%, top5-acc=95.61%, remaining_time=0:00:01.155328, arrival_time=2021-04-10 01:54:00.351180, cost_time=0:00:12.997461 2021-04-10 01:53:59,899 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.31ms, fps=3642 images/s, loss=0.8105, top1-acc=75.81%, top5-acc=95.59%, remaining_time=0:00:00.432660, arrival_time=2021-04-10 01:54:00.331975, cost_time=0:00:13.700919 2021-04-10 01:54:00,277 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=0.08ms, fps=3598 images/s, loss=0.8116, top1-acc=75.76%, top5-acc=95.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:00.277826, cost_time=0:00:14.079501 2021-04-10 01:54:00,666 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.39ms, fps=6612 images/s, loss=1.3751, top1-acc=62.19%, top5-acc=88.79%, remaining_time=0:00:01.161420, arrival_time=2021-04-10 01:54:01.827619, cost_time=0:00:00.387135 2021-04-10 01:54:00,946 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.30ms, fps=9152 images/s, loss=1.3903, top1-acc=61.95%, top5-acc=88.26%, remaining_time=0:00:00.667640, arrival_time=2021-04-10 01:54:01.614225, cost_time=0:00:00.667637 2021-04-10 01:54:01,234 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=0.34ms, fps=8910 images/s, loss=1.3972, top1-acc=62.16%, top5-acc=87.94%, remaining_time=0:00:00.318470, arrival_time=2021-04-10 01:54:01.552869, cost_time=0:00:00.955423 2021-04-10 01:54:01,471 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.05ms, fps=9818 images/s, loss=1.3722, top1-acc=62.34%, top5-acc=88.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:01.471184, cost_time=0:00:01.192289 2021-04-10 01:54:01,524 INFO : Epoch=0126 complete, best val top1-acc=62.34%, top5-acc=88.12% (epoch=126), remaining_time=0:18:39.246670, arrival_time=2021-04-10 02:12:40.771345, cost_time=0:31:45.744375 2021-04-10 01:54:01,525 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 01:54:02,436 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.84ms, fps=2812 images/s, loss=0.7248, top1-acc=78.48%, top5-acc=96.76%, remaining_time=0:00:16.935300, arrival_time=2021-04-10 01:54:19.371371, cost_time=0:00:00.910498 2021-04-10 01:54:03,149 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.70ms, fps=3591 images/s, loss=0.7584, top1-acc=77.68%, top5-acc=96.23%, remaining_time=0:00:14.291024, arrival_time=2021-04-10 01:54:17.440635, cost_time=0:00:01.623974 2021-04-10 01:54:03,859 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=2.07ms, fps=3612 images/s, loss=0.7517, top1-acc=77.36%, top5-acc=96.34%, remaining_time=0:00:12.911812, arrival_time=2021-04-10 01:54:16.770803, cost_time=0:00:02.333458 2021-04-10 01:54:04,573 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.61ms, fps=3587 images/s, loss=0.7625, top1-acc=77.13%, top5-acc=96.17%, remaining_time=0:00:11.885952, arrival_time=2021-04-10 01:54:16.459261, cost_time=0:00:03.047700 2021-04-10 01:54:05,281 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.88ms, fps=3620 images/s, loss=0.7721, top1-acc=76.78%, top5-acc=96.08%, remaining_time=0:00:10.965914, arrival_time=2021-04-10 01:54:16.246942, cost_time=0:00:03.755464 2021-04-10 01:54:05,984 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.50ms, fps=3644 images/s, loss=0.7743, top1-acc=76.65%, top5-acc=96.03%, remaining_time=0:00:10.106160, arrival_time=2021-04-10 01:54:16.090388, cost_time=0:00:04.458575 2021-04-10 01:54:06,682 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=2.27ms, fps=3668 images/s, loss=0.7789, top1-acc=76.66%, top5-acc=95.97%, remaining_time=0:00:09.283302, arrival_time=2021-04-10 01:54:15.966204, cost_time=0:00:05.157374 2021-04-10 01:54:07,388 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=2.26ms, fps=3630 images/s, loss=0.7842, top1-acc=76.51%, top5-acc=95.90%, remaining_time=0:00:08.501408, arrival_time=2021-04-10 01:54:15.890147, cost_time=0:00:05.863036 2021-04-10 01:54:08,096 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.87ms, fps=3622 images/s, loss=0.7876, top1-acc=76.42%, top5-acc=95.92%, remaining_time=0:00:07.738848, arrival_time=2021-04-10 01:54:15.835167, cost_time=0:00:06.570747 2021-04-10 01:54:08,801 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.69ms, fps=3631 images/s, loss=0.7881, top1-acc=76.45%, top5-acc=95.92%, remaining_time=0:00:06.985344, arrival_time=2021-04-10 01:54:15.787263, cost_time=0:00:07.276401 2021-04-10 01:54:09,502 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.48ms, fps=3656 images/s, loss=0.7895, top1-acc=76.42%, top5-acc=95.92%, remaining_time=0:00:06.236462, arrival_time=2021-04-10 01:54:15.739124, cost_time=0:00:07.976920 2021-04-10 01:54:10,210 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.02ms, fps=3620 images/s, loss=0.7938, top1-acc=76.28%, top5-acc=95.89%, remaining_time=0:00:05.500652, arrival_time=2021-04-10 01:54:15.711535, cost_time=0:00:08.685273 2021-04-10 01:54:10,911 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.46ms, fps=3656 images/s, loss=0.7958, top1-acc=76.16%, top5-acc=95.84%, remaining_time=0:00:04.765332, arrival_time=2021-04-10 01:54:15.677131, cost_time=0:00:09.386272 2021-04-10 01:54:11,624 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.14ms, fps=3593 images/s, loss=0.7941, top1-acc=76.24%, top5-acc=95.81%, remaining_time=0:00:04.039672, arrival_time=2021-04-10 01:54:15.664442, cost_time=0:00:10.099127 2021-04-10 01:54:12,330 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.12ms, fps=3632 images/s, loss=0.7947, top1-acc=76.21%, top5-acc=95.78%, remaining_time=0:00:03.313426, arrival_time=2021-04-10 01:54:15.643725, cost_time=0:00:10.804715 2021-04-10 01:54:13,038 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.40ms, fps=3617 images/s, loss=0.7948, top1-acc=76.12%, top5-acc=95.77%, remaining_time=0:00:02.590416, arrival_time=2021-04-10 01:54:15.629027, cost_time=0:00:11.513031 2021-04-10 01:54:13,746 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.72ms, fps=3617 images/s, loss=0.7955, top1-acc=76.15%, top5-acc=95.75%, remaining_time=0:00:01.869140, arrival_time=2021-04-10 01:54:15.616049, cost_time=0:00:12.221339 2021-04-10 01:54:14,453 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.40ms, fps=3628 images/s, loss=0.7961, top1-acc=76.15%, top5-acc=95.74%, remaining_time=0:00:01.149120, arrival_time=2021-04-10 01:54:15.602268, cost_time=0:00:12.927544 2021-04-10 01:54:15,155 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.55ms, fps=3649 images/s, loss=0.7989, top1-acc=76.07%, top5-acc=95.72%, remaining_time=0:00:00.430410, arrival_time=2021-04-10 01:54:15.585648, cost_time=0:00:13.629690 2021-04-10 01:54:15,531 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=0.12ms, fps=3616 images/s, loss=0.8007, top1-acc=76.05%, top5-acc=95.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:15.531829, cost_time=0:00:14.006317 2021-04-10 01:54:15,882 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=17.04ms, fps=7329 images/s, loss=1.5571, top1-acc=59.49%, top5-acc=86.60%, remaining_time=0:00:01.047810, arrival_time=2021-04-10 01:54:16.929998, cost_time=0:00:00.349273 2021-04-10 01:54:16,119 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.27ms, fps=10804 images/s, loss=1.5635, top1-acc=59.75%, top5-acc=86.91%, remaining_time=0:00:00.586660, arrival_time=2021-04-10 01:54:16.706246, cost_time=0:00:00.586657 2021-04-10 01:54:16,369 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=0.29ms, fps=10254 images/s, loss=1.5531, top1-acc=59.87%, top5-acc=87.10%, remaining_time=0:00:00.278930, arrival_time=2021-04-10 01:54:16.648645, cost_time=0:00:00.836786 2021-04-10 01:54:16,573 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=11399 images/s, loss=1.5780, top1-acc=59.08%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:16.573694, cost_time=0:00:01.040815 2021-04-10 01:54:16,611 INFO : Epoch=0127 complete, best val top1-acc=62.34%, top5-acc=88.12% (epoch=126), remaining_time=0:18:24.099815, arrival_time=2021-04-10 02:12:40.711235, cost_time=0:32:00.831131 2021-04-10 01:54:16,612 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 01:54:17,527 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=2.46ms, fps=2798 images/s, loss=0.7654, top1-acc=77.46%, top5-acc=96.09%, remaining_time=0:00:17.016396, arrival_time=2021-04-10 01:54:34.543467, cost_time=0:00:00.914865 2021-04-10 01:54:18,223 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.86ms, fps=3683 images/s, loss=0.7799, top1-acc=76.64%, top5-acc=96.13%, remaining_time=0:00:14.173280, arrival_time=2021-04-10 01:54:32.396160, cost_time=0:00:01.610593 2021-04-10 01:54:18,925 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.43ms, fps=3646 images/s, loss=0.7783, top1-acc=76.85%, top5-acc=95.99%, remaining_time=0:00:12.801754, arrival_time=2021-04-10 01:54:31.727481, cost_time=0:00:02.313561 2021-04-10 01:54:19,639 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.92ms, fps=3591 images/s, loss=0.7822, top1-acc=76.58%, top5-acc=95.99%, remaining_time=0:00:11.805300, arrival_time=2021-04-10 01:54:31.444502, cost_time=0:00:03.027006 2021-04-10 01:54:20,335 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.50ms, fps=3682 images/s, loss=0.7815, top1-acc=76.69%, top5-acc=95.92%, remaining_time=0:00:10.871014, arrival_time=2021-04-10 01:54:31.206090, cost_time=0:00:03.722926 2021-04-10 01:54:21,035 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=2.28ms, fps=3659 images/s, loss=0.7784, top1-acc=76.74%, top5-acc=95.89%, remaining_time=0:00:10.025512, arrival_time=2021-04-10 01:54:31.060754, cost_time=0:00:04.423036 2021-04-10 01:54:21,754 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=2.84ms, fps=3564 images/s, loss=0.7781, top1-acc=76.68%, top5-acc=95.94%, remaining_time=0:00:09.255456, arrival_time=2021-04-10 01:54:31.009701, cost_time=0:00:05.141917 2021-04-10 01:54:22,483 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=2.41ms, fps=3514 images/s, loss=0.7810, top1-acc=76.48%, top5-acc=95.87%, remaining_time=0:00:08.513588, arrival_time=2021-04-10 01:54:30.997305, cost_time=0:00:05.871476 2021-04-10 01:54:23,193 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.86ms, fps=3612 images/s, loss=0.7857, top1-acc=76.28%, top5-acc=95.76%, remaining_time=0:00:07.750826, arrival_time=2021-04-10 01:54:30.943889, cost_time=0:00:06.580850 2021-04-10 01:54:23,932 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=2.30ms, fps=3468 images/s, loss=0.7862, top1-acc=76.30%, top5-acc=95.72%, remaining_time=0:00:07.026816, arrival_time=2021-04-10 01:54:30.958698, cost_time=0:00:07.319571 2021-04-10 01:54:24,639 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=2.15ms, fps=3623 images/s, loss=0.7854, top1-acc=76.31%, top5-acc=95.73%, remaining_time=0:00:06.275678, arrival_time=2021-04-10 01:54:30.914884, cost_time=0:00:08.027015 2021-04-10 01:54:25,349 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.78ms, fps=3607 images/s, loss=0.7860, top1-acc=76.28%, top5-acc=95.76%, remaining_time=0:00:05.533636, arrival_time=2021-04-10 01:54:30.883264, cost_time=0:00:08.737376 2021-04-10 01:54:26,057 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.77ms, fps=3620 images/s, loss=0.7840, top1-acc=76.22%, top5-acc=95.84%, remaining_time=0:00:04.795230, arrival_time=2021-04-10 01:54:30.852642, cost_time=0:00:09.445195 2021-04-10 01:54:26,760 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.88ms, fps=3644 images/s, loss=0.7873, top1-acc=76.10%, top5-acc=95.83%, remaining_time=0:00:04.059328, arrival_time=2021-04-10 01:54:30.820059, cost_time=0:00:10.148376 2021-04-10 01:54:27,459 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=2.15ms, fps=3671 images/s, loss=0.7898, top1-acc=75.99%, top5-acc=95.79%, remaining_time=0:00:03.326306, arrival_time=2021-04-10 01:54:30.785227, cost_time=0:00:10.846715 2021-04-10 01:54:28,161 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=2.89ms, fps=3649 images/s, loss=0.7910, top1-acc=75.94%, top5-acc=95.75%, remaining_time=0:00:02.598480, arrival_time=2021-04-10 01:54:30.759515, cost_time=0:00:11.548860 2021-04-10 01:54:28,903 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=2.02ms, fps=3451 images/s, loss=0.7929, top1-acc=75.97%, top5-acc=95.77%, remaining_time=0:00:01.879826, arrival_time=2021-04-10 01:54:30.783303, cost_time=0:00:12.291164 2021-04-10 01:54:29,608 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=2.14ms, fps=3637 images/s, loss=0.7927, top1-acc=76.00%, top5-acc=95.74%, remaining_time=0:00:01.155200, arrival_time=2021-04-10 01:54:30.763340, cost_time=0:00:12.995983 2021-04-10 01:54:30,316 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.77ms, fps=3618 images/s, loss=0.7925, top1-acc=76.01%, top5-acc=95.76%, remaining_time=0:00:00.432762, arrival_time=2021-04-10 01:54:30.749023, cost_time=0:00:13.704070 2021-04-10 01:54:30,698 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=0.12ms, fps=3568 images/s, loss=0.7906, top1-acc=76.07%, top5-acc=95.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:30.698044, cost_time=0:00:14.085856 2021-04-10 01:54:31,042 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=43.82ms, fps=7452 images/s, loss=1.4406, top1-acc=61.45%, top5-acc=88.20%, remaining_time=0:00:01.030590, arrival_time=2021-04-10 01:54:32.073377, cost_time=0:00:00.343529 2021-04-10 01:54:31,241 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.45ms, fps=12906 images/s, loss=1.4700, top1-acc=60.76%, top5-acc=87.81%, remaining_time=0:00:00.542240, arrival_time=2021-04-10 01:54:31.783882, cost_time=0:00:00.542240 2021-04-10 01:54:31,492 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=9.66ms, fps=10230 images/s, loss=1.4704, top1-acc=60.70%, top5-acc=87.43%, remaining_time=0:00:00.264420, arrival_time=2021-04-10 01:54:31.756999, cost_time=0:00:00.793273 2021-04-10 01:54:31,724 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.17ms, fps=10034 images/s, loss=1.4522, top1-acc=60.93%, top5-acc=87.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:31.724267, cost_time=0:00:01.024981 2021-04-10 01:54:31,753 INFO : Epoch=0128 complete, best val top1-acc=62.34%, top5-acc=88.12% (epoch=126), remaining_time=0:18:08.984808, arrival_time=2021-04-10 02:12:40.738041, cost_time=0:32:15.972946 2021-04-10 01:54:31,753 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 01:54:32,658 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=2.74ms, fps=2829 images/s, loss=0.7392, top1-acc=78.67%, top5-acc=96.05%, remaining_time=0:00:16.833000, arrival_time=2021-04-10 01:54:49.491933, cost_time=0:00:00.905003 2021-04-10 01:54:33,364 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.13ms, fps=3633 images/s, loss=0.7598, top1-acc=77.46%, top5-acc=95.94%, remaining_time=0:00:14.168352, arrival_time=2021-04-10 01:54:47.532348, cost_time=0:00:01.610046 2021-04-10 01:54:34,073 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.91ms, fps=3609 images/s, loss=0.7492, top1-acc=77.67%, top5-acc=96.03%, remaining_time=0:00:12.836116, arrival_time=2021-04-10 01:54:46.909875, cost_time=0:00:02.319791 2021-04-10 01:54:34,775 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.64ms, fps=3653 images/s, loss=0.7537, top1-acc=77.68%, top5-acc=96.02%, remaining_time=0:00:11.782056, arrival_time=2021-04-10 01:54:46.557114, cost_time=0:00:03.021033 2021-04-10 01:54:35,482 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=2.23ms, fps=3621 images/s, loss=0.7605, top1-acc=77.29%, top5-acc=96.00%, remaining_time=0:00:10.887804, arrival_time=2021-04-10 01:54:46.370465, cost_time=0:00:03.728706 2021-04-10 01:54:36,183 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.86ms, fps=3655 images/s, loss=0.7679, top1-acc=77.03%, top5-acc=95.89%, remaining_time=0:00:10.040472, arrival_time=2021-04-10 01:54:46.224072, cost_time=0:00:04.429628 2021-04-10 01:54:36,888 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.60ms, fps=3635 images/s, loss=0.7634, top1-acc=77.14%, top5-acc=95.89%, remaining_time=0:00:09.241848, arrival_time=2021-04-10 01:54:46.130172, cost_time=0:00:05.134370 2021-04-10 01:54:37,589 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=2.07ms, fps=3653 images/s, loss=0.7644, top1-acc=77.09%, top5-acc=95.88%, remaining_time=0:00:08.461620, arrival_time=2021-04-10 01:54:46.051365, cost_time=0:00:05.835639 2021-04-10 01:54:38,290 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.49ms, fps=3658 images/s, loss=0.7661, top1-acc=77.11%, top5-acc=95.86%, remaining_time=0:00:07.698356, arrival_time=2021-04-10 01:54:45.988668, cost_time=0:00:06.536296 2021-04-10 01:54:38,991 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.63ms, fps=3654 images/s, loss=0.7704, top1-acc=77.00%, top5-acc=95.81%, remaining_time=0:00:06.948096, arrival_time=2021-04-10 01:54:45.939674, cost_time=0:00:07.237571 2021-04-10 01:54:39,697 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.55ms, fps=3629 images/s, loss=0.7708, top1-acc=76.94%, top5-acc=95.86%, remaining_time=0:00:06.210490, arrival_time=2021-04-10 01:54:45.908057, cost_time=0:00:07.943605 2021-04-10 01:54:40,403 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.43ms, fps=3630 images/s, loss=0.7712, top1-acc=76.90%, top5-acc=95.88%, remaining_time=0:00:05.477852, arrival_time=2021-04-10 01:54:45.881083, cost_time=0:00:08.649274 2021-04-10 01:54:41,102 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.99ms, fps=3667 images/s, loss=0.7708, top1-acc=76.91%, top5-acc=95.89%, remaining_time=0:00:04.745862, arrival_time=2021-04-10 01:54:45.847789, cost_time=0:00:09.347888 2021-04-10 01:54:41,802 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.95ms, fps=3657 images/s, loss=0.7727, top1-acc=76.82%, top5-acc=95.89%, remaining_time=0:00:04.019400, arrival_time=2021-04-10 01:54:45.821973, cost_time=0:00:10.048562 2021-04-10 01:54:42,506 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=2.11ms, fps=3640 images/s, loss=0.7736, top1-acc=76.79%, top5-acc=95.82%, remaining_time=0:00:03.297418, arrival_time=2021-04-10 01:54:45.803804, cost_time=0:00:10.752381 2021-04-10 01:54:43,216 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=2.78ms, fps=3626 images/s, loss=0.7761, top1-acc=76.70%, top5-acc=95.81%, remaining_time=0:00:02.578248, arrival_time=2021-04-10 01:54:45.794987, cost_time=0:00:11.458928 2021-04-10 01:54:43,925 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=2.23ms, fps=3617 images/s, loss=0.7780, top1-acc=76.63%, top5-acc=95.78%, remaining_time=0:00:01.861470, arrival_time=2021-04-10 01:54:45.786588, cost_time=0:00:12.171163 2021-04-10 01:54:44,634 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=6.00ms, fps=3610 images/s, loss=0.7800, top1-acc=76.58%, top5-acc=95.77%, remaining_time=0:00:01.144960, arrival_time=2021-04-10 01:54:45.779756, cost_time=0:00:12.880816 2021-04-10 01:54:45,343 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.40ms, fps=3617 images/s, loss=0.7816, top1-acc=76.57%, top5-acc=95.76%, remaining_time=0:00:00.429126, arrival_time=2021-04-10 01:54:45.772168, cost_time=0:00:13.589006 2021-04-10 01:54:45,719 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=0.08ms, fps=3623 images/s, loss=0.7830, top1-acc=76.51%, top5-acc=95.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:45.718965, cost_time=0:00:13.965017 2021-04-10 01:54:45,986 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=3.72ms, fps=9603 images/s, loss=1.4323, top1-acc=61.84%, top5-acc=86.95%, remaining_time=0:00:00.799710, arrival_time=2021-04-10 01:54:46.786384, cost_time=0:00:00.266573 2021-04-10 01:54:46,238 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.41ms, fps=10185 images/s, loss=1.4070, top1-acc=62.60%, top5-acc=87.62%, remaining_time=0:00:00.518300, arrival_time=2021-04-10 01:54:46.756786, cost_time=0:00:00.518293 2021-04-10 01:54:46,459 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=9.16ms, fps=11603 images/s, loss=1.3688, top1-acc=62.89%, top5-acc=88.24%, remaining_time=0:00:00.246490, arrival_time=2021-04-10 01:54:46.706132, cost_time=0:00:00.739471 2021-04-10 01:54:46,618 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=14640 images/s, loss=1.3556, top1-acc=63.03%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:46.618547, cost_time=0:00:00.898457 2021-04-10 01:54:46,669 INFO : Epoch=0129 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:17:53.745070, arrival_time=2021-04-10 02:12:40.414231, cost_time=0:32:30.888874 2021-04-10 01:54:46,669 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 01:54:47,560 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.47ms, fps=2875 images/s, loss=0.7518, top1-acc=77.03%, top5-acc=96.29%, remaining_time=0:00:16.559208, arrival_time=2021-04-10 01:55:04.119413, cost_time=0:00:00.890283 2021-04-10 01:54:48,268 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.16ms, fps=3617 images/s, loss=0.7712, top1-acc=76.89%, top5-acc=95.94%, remaining_time=0:00:14.068208, arrival_time=2021-04-10 01:55:02.336902, cost_time=0:00:01.598656 2021-04-10 01:54:48,978 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.46ms, fps=3614 images/s, loss=0.7665, top1-acc=76.78%, top5-acc=96.09%, remaining_time=0:00:12.770380, arrival_time=2021-04-10 01:55:01.748407, cost_time=0:00:02.307888 2021-04-10 01:54:49,680 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.46ms, fps=3647 images/s, loss=0.7701, top1-acc=76.69%, top5-acc=95.97%, remaining_time=0:00:11.742432, arrival_time=2021-04-10 01:55:01.423190, cost_time=0:00:03.010863 2021-04-10 01:54:50,383 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.48ms, fps=3646 images/s, loss=0.7687, top1-acc=76.95%, top5-acc=95.97%, remaining_time=0:00:10.843566, arrival_time=2021-04-10 01:55:01.226980, cost_time=0:00:03.713527 2021-04-10 01:54:51,088 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.41ms, fps=3633 images/s, loss=0.7704, top1-acc=76.86%, top5-acc=95.86%, remaining_time=0:00:10.015584, arrival_time=2021-04-10 01:55:01.104286, cost_time=0:00:04.418639 2021-04-10 01:54:51,806 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=10.08ms, fps=3569 images/s, loss=0.7699, top1-acc=76.78%, top5-acc=95.88%, remaining_time=0:00:09.246384, arrival_time=2021-04-10 01:55:01.053130, cost_time=0:00:05.136869 2021-04-10 01:54:52,511 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.81ms, fps=3636 images/s, loss=0.7676, top1-acc=76.85%, top5-acc=95.94%, remaining_time=0:00:08.470204, arrival_time=2021-04-10 01:55:00.981658, cost_time=0:00:05.841496 2021-04-10 01:54:53,213 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.01ms, fps=3648 images/s, loss=0.7722, top1-acc=76.68%, top5-acc=95.90%, remaining_time=0:00:07.707154, arrival_time=2021-04-10 01:55:00.920916, cost_time=0:00:06.543804 2021-04-10 01:54:53,921 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=3.81ms, fps=3622 images/s, loss=0.7725, top1-acc=76.62%, top5-acc=95.90%, remaining_time=0:00:06.961248, arrival_time=2021-04-10 01:55:00.882506, cost_time=0:00:07.251314 2021-04-10 01:54:54,627 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.82ms, fps=3630 images/s, loss=0.7731, top1-acc=76.60%, top5-acc=95.90%, remaining_time=0:00:06.221068, arrival_time=2021-04-10 01:55:00.848233, cost_time=0:00:07.957197 2021-04-10 01:54:55,333 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.58ms, fps=3629 images/s, loss=0.7713, top1-acc=76.75%, top5-acc=95.89%, remaining_time=0:00:05.486744, arrival_time=2021-04-10 01:55:00.819936, cost_time=0:00:08.663292 2021-04-10 01:54:56,038 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.61ms, fps=3634 images/s, loss=0.7755, top1-acc=76.65%, top5-acc=95.88%, remaining_time=0:00:04.756092, arrival_time=2021-04-10 01:55:00.794136, cost_time=0:00:09.368117 2021-04-10 01:54:56,746 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=2.16ms, fps=3617 images/s, loss=0.7777, top1-acc=76.66%, top5-acc=95.81%, remaining_time=0:00:04.030600, arrival_time=2021-04-10 01:55:00.777001, cost_time=0:00:10.076443 2021-04-10 01:54:57,463 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.24ms, fps=3575 images/s, loss=0.7788, top1-acc=76.60%, top5-acc=95.82%, remaining_time=0:00:03.309930, arrival_time=2021-04-10 01:55:00.773236, cost_time=0:00:10.793260 2021-04-10 01:54:58,176 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.87ms, fps=3595 images/s, loss=0.7811, top1-acc=76.54%, top5-acc=95.78%, remaining_time=0:00:02.588940, arrival_time=2021-04-10 01:55:00.765310, cost_time=0:00:11.506345 2021-04-10 01:54:58,884 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.94ms, fps=3625 images/s, loss=0.7815, top1-acc=76.56%, top5-acc=95.78%, remaining_time=0:00:01.868074, arrival_time=2021-04-10 01:55:00.752364, cost_time=0:00:12.214333 2021-04-10 01:54:59,587 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.44ms, fps=3644 images/s, loss=0.7818, top1-acc=76.53%, top5-acc=95.79%, remaining_time=0:00:01.148224, arrival_time=2021-04-10 01:55:00.735747, cost_time=0:00:12.917433 2021-04-10 01:55:00,305 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.32ms, fps=3568 images/s, loss=0.7816, top1-acc=76.52%, top5-acc=95.79%, remaining_time=0:00:00.430602, arrival_time=2021-04-10 01:55:00.736269, cost_time=0:00:13.635767 2021-04-10 01:55:00,686 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.71ms, fps=3579 images/s, loss=0.7825, top1-acc=76.46%, top5-acc=95.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:00.686209, cost_time=0:00:14.016287 2021-04-10 01:55:01,027 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=10.71ms, fps=7532 images/s, loss=1.4264, top1-acc=61.17%, top5-acc=88.52%, remaining_time=0:00:01.019640, arrival_time=2021-04-10 01:55:02.047191, cost_time=0:00:00.339878 2021-04-10 01:55:01,240 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.26ms, fps=12026 images/s, loss=1.4251, top1-acc=61.89%, top5-acc=88.38%, remaining_time=0:00:00.553240, arrival_time=2021-04-10 01:55:01.794106, cost_time=0:00:00.553244 2021-04-10 01:55:01,511 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=38.38ms, fps=9480 images/s, loss=1.4213, top1-acc=61.97%, top5-acc=88.50%, remaining_time=0:00:00.274540, arrival_time=2021-04-10 01:55:01.785793, cost_time=0:00:00.823627 2021-04-10 01:55:01,679 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=13821 images/s, loss=1.4021, top1-acc=62.05%, top5-acc=88.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:01.679537, cost_time=0:00:00.991843 2021-04-10 01:55:01,706 INFO : Epoch=0130 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:17:38.575630, arrival_time=2021-04-10 02:12:40.282084, cost_time=0:32:45.926163 2021-04-10 01:55:01,707 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 01:55:02,571 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.28ms, fps=2963 images/s, loss=0.7793, top1-acc=76.29%, top5-acc=96.33%, remaining_time=0:00:16.067796, arrival_time=2021-04-10 01:55:18.638945, cost_time=0:00:00.863862 2021-04-10 01:55:03,279 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.43ms, fps=3620 images/s, loss=0.7370, top1-acc=77.56%, top5-acc=96.78%, remaining_time=0:00:13.831312, arrival_time=2021-04-10 01:55:17.110431, cost_time=0:00:01.571745 2021-04-10 01:55:03,976 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.38ms, fps=3673 images/s, loss=0.7365, top1-acc=77.67%, top5-acc=96.68%, remaining_time=0:00:12.558398, arrival_time=2021-04-10 01:55:16.535195, cost_time=0:00:02.269597 2021-04-10 01:55:04,675 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.45ms, fps=3665 images/s, loss=0.7345, top1-acc=77.59%, top5-acc=96.57%, remaining_time=0:00:11.577228, arrival_time=2021-04-10 01:55:16.253090, cost_time=0:00:02.968508 2021-04-10 01:55:05,375 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.54ms, fps=3664 images/s, loss=0.7328, top1-acc=77.83%, top5-acc=96.56%, remaining_time=0:00:10.710414, arrival_time=2021-04-10 01:55:16.085647, cost_time=0:00:03.667962 2021-04-10 01:55:06,073 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.03ms, fps=3671 images/s, loss=0.7349, top1-acc=77.75%, top5-acc=96.50%, remaining_time=0:00:09.896040, arrival_time=2021-04-10 01:55:15.969222, cost_time=0:00:04.365882 2021-04-10 01:55:06,780 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.90ms, fps=3624 images/s, loss=0.7335, top1-acc=77.78%, top5-acc=96.44%, remaining_time=0:00:09.131598, arrival_time=2021-04-10 01:55:15.911994, cost_time=0:00:05.073114 2021-04-10 01:55:07,501 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.93ms, fps=3556 images/s, loss=0.7325, top1-acc=77.89%, top5-acc=96.44%, remaining_time=0:00:08.400720, arrival_time=2021-04-10 01:55:15.901735, cost_time=0:00:05.793620 2021-04-10 01:55:08,211 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=2.70ms, fps=3607 images/s, loss=0.7370, top1-acc=77.80%, top5-acc=96.43%, remaining_time=0:00:07.660726, arrival_time=2021-04-10 01:55:15.872303, cost_time=0:00:06.504354 2021-04-10 01:55:08,911 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.46ms, fps=3661 images/s, loss=0.7447, top1-acc=77.58%, top5-acc=96.31%, remaining_time=0:00:06.915936, arrival_time=2021-04-10 01:55:15.827244, cost_time=0:00:07.204098 2021-04-10 01:55:09,613 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.39ms, fps=3651 images/s, loss=0.7500, top1-acc=77.46%, top5-acc=96.23%, remaining_time=0:00:06.180820, arrival_time=2021-04-10 01:55:15.793817, cost_time=0:00:07.905704 2021-04-10 01:55:10,318 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.62ms, fps=3631 images/s, loss=0.7534, top1-acc=77.34%, top5-acc=96.19%, remaining_time=0:00:05.453836, arrival_time=2021-04-10 01:55:15.772482, cost_time=0:00:08.611375 2021-04-10 01:55:11,028 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.12ms, fps=3608 images/s, loss=0.7550, top1-acc=77.25%, top5-acc=96.17%, remaining_time=0:00:04.732398, arrival_time=2021-04-10 01:55:15.761093, cost_time=0:00:09.321448 2021-04-10 01:55:11,727 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.65ms, fps=3666 images/s, loss=0.7587, top1-acc=77.17%, top5-acc=96.11%, remaining_time=0:00:04.008144, arrival_time=2021-04-10 01:55:15.735682, cost_time=0:00:10.020327 2021-04-10 01:55:12,434 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=2.27ms, fps=3625 images/s, loss=0.7627, top1-acc=77.02%, top5-acc=96.07%, remaining_time=0:00:03.289644, arrival_time=2021-04-10 01:55:15.723988, cost_time=0:00:10.727038 2021-04-10 01:55:13,145 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.74ms, fps=3605 images/s, loss=0.7657, top1-acc=76.94%, top5-acc=96.03%, remaining_time=0:00:02.573496, arrival_time=2021-04-10 01:55:15.718585, cost_time=0:00:11.437836 2021-04-10 01:55:13,855 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=2.14ms, fps=3607 images/s, loss=0.7705, top1-acc=76.82%, top5-acc=95.96%, remaining_time=0:00:01.857934, arrival_time=2021-04-10 01:55:15.713191, cost_time=0:00:12.148039 2021-04-10 01:55:14,564 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.87ms, fps=3614 images/s, loss=0.7732, top1-acc=76.71%, top5-acc=95.92%, remaining_time=0:00:01.142832, arrival_time=2021-04-10 01:55:15.706946, cost_time=0:00:12.856898 2021-04-10 01:55:15,270 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.42ms, fps=3630 images/s, loss=0.7742, top1-acc=76.66%, top5-acc=95.92%, remaining_time=0:00:00.428292, arrival_time=2021-04-10 01:55:15.698232, cost_time=0:00:13.562632 2021-04-10 01:55:15,650 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=0.09ms, fps=3583 images/s, loss=0.7766, top1-acc=76.62%, top5-acc=95.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:15.650149, cost_time=0:00:13.942962 2021-04-10 01:55:15,957 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.33ms, fps=8359 images/s, loss=1.4462, top1-acc=61.02%, top5-acc=86.87%, remaining_time=0:00:00.918750, arrival_time=2021-04-10 01:55:16.876148, cost_time=0:00:00.306248 2021-04-10 01:55:16,219 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=34.53ms, fps=9776 images/s, loss=1.4581, top1-acc=61.15%, top5-acc=87.23%, remaining_time=0:00:00.568460, arrival_time=2021-04-10 01:55:16.788113, cost_time=0:00:00.568457 2021-04-10 01:55:16,415 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.39ms, fps=13130 images/s, loss=1.4573, top1-acc=61.25%, top5-acc=87.36%, remaining_time=0:00:00.254640, arrival_time=2021-04-10 01:55:16.669713, cost_time=0:00:00.763933 2021-04-10 01:55:16,615 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=1.31ms, fps=11617 images/s, loss=1.4846, top1-acc=60.68%, top5-acc=87.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:16.615105, cost_time=0:00:00.963985 2021-04-10 01:55:16,642 INFO : Epoch=0131 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:17:23.354796, arrival_time=2021-04-10 02:12:39.997057, cost_time=0:33:00.862001 2021-04-10 01:55:16,642 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 01:55:17,563 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.52ms, fps=2782 images/s, loss=0.7524, top1-acc=77.54%, top5-acc=96.33%, remaining_time=0:00:17.116650, arrival_time=2021-04-10 01:55:34.679864, cost_time=0:00:00.920247 2021-04-10 01:55:18,260 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.32ms, fps=3674 images/s, loss=0.7379, top1-acc=78.16%, top5-acc=96.48%, remaining_time=0:00:14.235408, arrival_time=2021-04-10 01:55:32.496036, cost_time=0:00:01.617661 2021-04-10 01:55:18,969 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=8.84ms, fps=3615 images/s, loss=0.7422, top1-acc=78.11%, top5-acc=96.30%, remaining_time=0:00:12.873134, arrival_time=2021-04-10 01:55:31.842548, cost_time=0:00:02.326472 2021-04-10 01:55:19,675 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=2.36ms, fps=3632 images/s, loss=0.7364, top1-acc=78.11%, top5-acc=96.44%, remaining_time=0:00:11.826204, arrival_time=2021-04-10 01:55:31.501521, cost_time=0:00:03.032346 2021-04-10 01:55:20,385 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.50ms, fps=3607 images/s, loss=0.7366, top1-acc=77.91%, top5-acc=96.43%, remaining_time=0:00:10.928684, arrival_time=2021-04-10 01:55:31.314319, cost_time=0:00:03.742681 2021-04-10 01:55:21,094 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.64ms, fps=3616 images/s, loss=0.7342, top1-acc=77.92%, top5-acc=96.48%, remaining_time=0:00:10.089704, arrival_time=2021-04-10 01:55:31.184050, cost_time=0:00:04.451339 2021-04-10 01:55:21,799 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.62ms, fps=3637 images/s, loss=0.7390, top1-acc=77.89%, top5-acc=96.41%, remaining_time=0:00:09.281034, arrival_time=2021-04-10 01:55:31.080072, cost_time=0:00:05.156108 2021-04-10 01:55:22,520 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.44ms, fps=3552 images/s, loss=0.7427, top1-acc=77.72%, top5-acc=96.40%, remaining_time=0:00:08.522288, arrival_time=2021-04-10 01:55:31.042835, cost_time=0:00:05.877447 2021-04-10 01:55:23,228 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.90ms, fps=3618 images/s, loss=0.7494, top1-acc=77.60%, top5-acc=96.28%, remaining_time=0:00:07.756762, arrival_time=2021-04-10 01:55:30.985636, cost_time=0:00:06.585933 2021-04-10 01:55:23,930 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=2.23ms, fps=3653 images/s, loss=0.7495, top1-acc=77.55%, top5-acc=96.30%, remaining_time=0:00:06.995904, arrival_time=2021-04-10 01:55:30.926207, cost_time=0:00:07.287424 2021-04-10 01:55:24,640 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=2.67ms, fps=3606 images/s, loss=0.7493, top1-acc=77.52%, top5-acc=96.33%, remaining_time=0:00:06.252716, arrival_time=2021-04-10 01:55:30.893488, cost_time=0:00:07.997713 2021-04-10 01:55:25,345 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.93ms, fps=3636 images/s, loss=0.7512, top1-acc=77.40%, top5-acc=96.30%, remaining_time=0:00:05.511748, arrival_time=2021-04-10 01:55:30.857382, cost_time=0:00:08.702740 2021-04-10 01:55:26,047 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.73ms, fps=3651 images/s, loss=0.7528, top1-acc=77.32%, top5-acc=96.27%, remaining_time=0:00:04.774506, arrival_time=2021-04-10 01:55:30.821749, cost_time=0:00:09.404314 2021-04-10 01:55:26,750 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.55ms, fps=3642 images/s, loss=0.7545, top1-acc=77.32%, top5-acc=96.22%, remaining_time=0:00:04.043088, arrival_time=2021-04-10 01:55:30.793825, cost_time=0:00:10.107772 2021-04-10 01:55:27,468 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.88ms, fps=3572 images/s, loss=0.7560, top1-acc=77.28%, top5-acc=96.18%, remaining_time=0:00:03.319682, arrival_time=2021-04-10 01:55:30.787680, cost_time=0:00:10.825054 2021-04-10 01:55:28,176 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=2.20ms, fps=3615 images/s, loss=0.7582, top1-acc=77.20%, top5-acc=96.17%, remaining_time=0:00:02.595132, arrival_time=2021-04-10 01:55:30.771964, cost_time=0:00:11.533949 2021-04-10 01:55:28,891 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.91ms, fps=3584 images/s, loss=0.7593, top1-acc=77.20%, top5-acc=96.09%, remaining_time=0:00:01.873326, arrival_time=2021-04-10 01:55:30.764980, cost_time=0:00:12.248689 2021-04-10 01:55:29,595 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.73ms, fps=3639 images/s, loss=0.7618, top1-acc=77.18%, top5-acc=96.05%, remaining_time=0:00:01.151360, arrival_time=2021-04-10 01:55:30.747183, cost_time=0:00:12.952890 2021-04-10 01:55:30,301 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.71ms, fps=3632 images/s, loss=0.7621, top1-acc=77.20%, top5-acc=96.04%, remaining_time=0:00:00.431316, arrival_time=2021-04-10 01:55:30.732581, cost_time=0:00:13.658327 2021-04-10 01:55:30,689 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.10ms, fps=3511 images/s, loss=0.7636, top1-acc=77.17%, top5-acc=96.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:30.689200, cost_time=0:00:14.046301 2021-04-10 01:55:30,999 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=2.10ms, fps=8293 images/s, loss=1.4990, top1-acc=60.12%, top5-acc=87.54%, remaining_time=0:00:00.926070, arrival_time=2021-04-10 01:55:31.925396, cost_time=0:00:00.308687 2021-04-10 01:55:31,251 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=30.69ms, fps=10195 images/s, loss=1.4895, top1-acc=61.04%, top5-acc=87.60%, remaining_time=0:00:00.560320, arrival_time=2021-04-10 01:55:31.811366, cost_time=0:00:00.560313 2021-04-10 01:55:31,435 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=2.68ms, fps=13948 images/s, loss=1.4689, top1-acc=61.13%, top5-acc=87.66%, remaining_time=0:00:00.248210, arrival_time=2021-04-10 01:55:31.683461, cost_time=0:00:00.744628 2021-04-10 01:55:31,681 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=1.80ms, fps=9461 images/s, loss=1.4426, top1-acc=61.50%, top5-acc=87.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:31.680953, cost_time=0:00:00.990295 2021-04-10 01:55:31,710 INFO : Epoch=0132 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:17:08.206580, arrival_time=2021-04-10 02:12:39.917340, cost_time=0:33:15.930469 2021-04-10 01:55:31,711 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 01:55:32,653 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.40ms, fps=2718 images/s, loss=0.7238, top1-acc=77.34%, top5-acc=96.80%, remaining_time=0:00:17.518596, arrival_time=2021-04-10 01:55:50.172062, cost_time=0:00:00.941859 2021-04-10 01:55:33,393 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=11.90ms, fps=3465 images/s, loss=0.7128, top1-acc=77.62%, top5-acc=96.86%, remaining_time=0:00:14.795440, arrival_time=2021-04-10 01:55:48.188403, cost_time=0:00:01.681309 2021-04-10 01:55:34,113 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.07ms, fps=3556 images/s, loss=0.7248, top1-acc=77.47%, top5-acc=96.59%, remaining_time=0:00:13.290292, arrival_time=2021-04-10 01:55:47.403837, cost_time=0:00:02.401864 2021-04-10 01:55:34,829 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.52ms, fps=3578 images/s, loss=0.7239, top1-acc=77.63%, top5-acc=96.43%, remaining_time=0:00:12.160980, arrival_time=2021-04-10 01:55:46.990707, cost_time=0:00:03.118202 2021-04-10 01:55:35,535 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.91ms, fps=3629 images/s, loss=0.7305, top1-acc=77.66%, top5-acc=96.27%, remaining_time=0:00:11.165934, arrival_time=2021-04-10 01:55:46.701506, cost_time=0:00:03.823970 2021-04-10 01:55:36,240 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=2.01ms, fps=3636 images/s, loss=0.7361, top1-acc=77.47%, top5-acc=96.25%, remaining_time=0:00:10.265008, arrival_time=2021-04-10 01:55:46.505274, cost_time=0:00:04.528671 2021-04-10 01:55:36,947 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.54ms, fps=3625 images/s, loss=0.7343, top1-acc=77.51%, top5-acc=96.33%, remaining_time=0:00:09.424044, arrival_time=2021-04-10 01:55:46.371280, cost_time=0:00:05.235558 2021-04-10 01:55:37,655 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.79ms, fps=3617 images/s, loss=0.7334, top1-acc=77.60%, top5-acc=96.32%, remaining_time=0:00:08.619148, arrival_time=2021-04-10 01:55:46.275011, cost_time=0:00:05.944269 2021-04-10 01:55:38,362 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=2.83ms, fps=3629 images/s, loss=0.7386, top1-acc=77.49%, top5-acc=96.22%, remaining_time=0:00:07.832764, arrival_time=2021-04-10 01:55:46.194803, cost_time=0:00:06.650425 2021-04-10 01:55:39,067 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.69ms, fps=3630 images/s, loss=0.7393, top1-acc=77.59%, top5-acc=96.23%, remaining_time=0:00:07.062048, arrival_time=2021-04-10 01:55:46.129969, cost_time=0:00:07.356340 2021-04-10 01:55:39,772 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.07ms, fps=3637 images/s, loss=0.7410, top1-acc=77.51%, top5-acc=96.22%, remaining_time=0:00:06.302080, arrival_time=2021-04-10 01:55:46.074444, cost_time=0:00:08.060842 2021-04-10 01:55:40,484 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.77ms, fps=3601 images/s, loss=0.7420, top1-acc=77.55%, top5-acc=96.19%, remaining_time=0:00:05.555752, arrival_time=2021-04-10 01:55:46.039691, cost_time=0:00:08.772252 2021-04-10 01:55:41,192 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.63ms, fps=3618 images/s, loss=0.7472, top1-acc=77.36%, top5-acc=96.14%, remaining_time=0:00:04.813314, arrival_time=2021-04-10 01:55:46.005697, cost_time=0:00:09.480785 2021-04-10 01:55:41,898 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.92ms, fps=3628 images/s, loss=0.7498, top1-acc=77.32%, top5-acc=96.12%, remaining_time=0:00:04.074840, arrival_time=2021-04-10 01:55:45.973448, cost_time=0:00:10.187074 2021-04-10 01:55:42,609 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.95ms, fps=3602 images/s, loss=0.7502, top1-acc=77.30%, top5-acc=96.10%, remaining_time=0:00:03.342130, arrival_time=2021-04-10 01:55:45.952028, cost_time=0:00:10.898282 2021-04-10 01:55:43,321 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.98ms, fps=3600 images/s, loss=0.7521, top1-acc=77.25%, top5-acc=96.07%, remaining_time=0:00:02.612268, arrival_time=2021-04-10 01:55:45.933935, cost_time=0:00:11.610064 2021-04-10 01:55:44,027 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=2.59ms, fps=3631 images/s, loss=0.7529, top1-acc=77.20%, top5-acc=96.10%, remaining_time=0:00:01.883570, arrival_time=2021-04-10 01:55:45.910987, cost_time=0:00:12.315725 2021-04-10 01:55:44,735 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.02ms, fps=3618 images/s, loss=0.7548, top1-acc=77.15%, top5-acc=96.10%, remaining_time=0:00:01.157712, arrival_time=2021-04-10 01:55:45.893465, cost_time=0:00:13.024182 2021-04-10 01:55:45,436 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.58ms, fps=3656 images/s, loss=0.7559, top1-acc=77.14%, top5-acc=96.07%, remaining_time=0:00:00.433422, arrival_time=2021-04-10 01:55:45.869987, cost_time=0:00:13.724998 2021-04-10 01:55:45,822 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=0.12ms, fps=3529 images/s, loss=0.7572, top1-acc=77.10%, top5-acc=96.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:45.822640, cost_time=0:00:14.110982 2021-04-10 01:55:46,132 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.30ms, fps=8305 images/s, loss=1.4991, top1-acc=60.55%, top5-acc=88.28%, remaining_time=0:00:00.924690, arrival_time=2021-04-10 01:55:47.057220, cost_time=0:00:00.308231 2021-04-10 01:55:46,346 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=3.32ms, fps=12022 images/s, loss=1.4903, top1-acc=60.43%, top5-acc=88.07%, remaining_time=0:00:00.521720, arrival_time=2021-04-10 01:55:46.867704, cost_time=0:00:00.521727 2021-04-10 01:55:46,629 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=0.23ms, fps=9037 images/s, loss=1.4746, top1-acc=61.08%, top5-acc=88.06%, remaining_time=0:00:00.268500, arrival_time=2021-04-10 01:55:46.898270, cost_time=0:00:00.805504 2021-04-10 01:55:46,838 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.10ms, fps=11150 images/s, loss=1.5178, top1-acc=60.95%, top5-acc=87.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:46.838389, cost_time=0:00:01.014082 2021-04-10 01:55:46,866 INFO : Epoch=0133 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:16:53.103650, arrival_time=2021-04-10 02:12:39.970330, cost_time=0:33:31.086388 2021-04-10 01:55:46,867 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 01:55:47,785 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.26ms, fps=2790 images/s, loss=0.7212, top1-acc=77.54%, top5-acc=96.76%, remaining_time=0:00:17.066988, arrival_time=2021-04-10 01:56:04.852144, cost_time=0:00:00.917585 2021-04-10 01:55:48,484 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=2.07ms, fps=3663 images/s, loss=0.7300, top1-acc=77.85%, top5-acc=96.54%, remaining_time=0:00:14.231184, arrival_time=2021-04-10 01:56:02.715927, cost_time=0:00:01.617173 2021-04-10 01:55:49,191 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=2.93ms, fps=3627 images/s, loss=0.7246, top1-acc=78.19%, top5-acc=96.50%, remaining_time=0:00:12.858526, arrival_time=2021-04-10 01:56:02.049957, cost_time=0:00:02.323839 2021-04-10 01:55:49,901 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.93ms, fps=3611 images/s, loss=0.7252, top1-acc=78.22%, top5-acc=96.42%, remaining_time=0:00:11.830728, arrival_time=2021-04-10 01:56:01.731727, cost_time=0:00:03.033538 2021-04-10 01:55:50,603 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.49ms, fps=3650 images/s, loss=0.7253, top1-acc=78.12%, top5-acc=96.43%, remaining_time=0:00:10.907076, arrival_time=2021-04-10 01:56:01.510034, cost_time=0:00:03.735317 2021-04-10 01:55:51,305 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.57ms, fps=3649 images/s, loss=0.7299, top1-acc=78.06%, top5-acc=96.37%, remaining_time=0:00:10.058560, arrival_time=2021-04-10 01:56:01.363742, cost_time=0:00:04.437571 2021-04-10 01:55:52,004 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.66ms, fps=3665 images/s, loss=0.7284, top1-acc=78.04%, top5-acc=96.42%, remaining_time=0:00:09.246636, arrival_time=2021-04-10 01:56:01.251105, cost_time=0:00:05.137035 2021-04-10 01:55:52,705 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.78ms, fps=3657 images/s, loss=0.7301, top1-acc=78.01%, top5-acc=96.37%, remaining_time=0:00:08.464288, arrival_time=2021-04-10 01:56:01.169340, cost_time=0:00:05.837440 2021-04-10 01:55:53,417 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=2.57ms, fps=3597 images/s, loss=0.7350, top1-acc=77.93%, top5-acc=96.27%, remaining_time=0:00:07.714892, arrival_time=2021-04-10 01:56:01.132744, cost_time=0:00:06.550352 2021-04-10 01:55:54,129 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.98ms, fps=3600 images/s, loss=0.7352, top1-acc=77.88%, top5-acc=96.30%, remaining_time=0:00:06.971904, arrival_time=2021-04-10 01:56:01.101720, cost_time=0:00:07.262362 2021-04-10 01:55:54,831 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=2.07ms, fps=3650 images/s, loss=0.7347, top1-acc=77.94%, top5-acc=96.32%, remaining_time=0:00:06.226486, arrival_time=2021-04-10 01:56:01.058032, cost_time=0:00:07.964109 2021-04-10 01:55:55,546 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.30ms, fps=3584 images/s, loss=0.7361, top1-acc=77.83%, top5-acc=96.32%, remaining_time=0:00:05.496548, arrival_time=2021-04-10 01:56:01.042821, cost_time=0:00:08.678724 2021-04-10 01:55:56,256 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.58ms, fps=3610 images/s, loss=0.7394, top1-acc=77.72%, top5-acc=96.31%, remaining_time=0:00:04.766520, arrival_time=2021-04-10 01:56:01.022640, cost_time=0:00:09.388635 2021-04-10 01:55:56,968 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=2.05ms, fps=3596 images/s, loss=0.7434, top1-acc=77.57%, top5-acc=96.28%, remaining_time=0:00:04.040456, arrival_time=2021-04-10 01:56:01.009121, cost_time=0:00:10.101209 2021-04-10 01:55:57,678 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.83ms, fps=3609 images/s, loss=0.7463, top1-acc=77.44%, top5-acc=96.27%, remaining_time=0:00:03.315358, arrival_time=2021-04-10 01:56:00.993883, cost_time=0:00:10.810938 2021-04-10 01:55:58,389 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=2.25ms, fps=3607 images/s, loss=0.7488, top1-acc=77.36%, top5-acc=96.24%, remaining_time=0:00:02.592324, arrival_time=2021-04-10 01:56:00.981308, cost_time=0:00:11.521481 2021-04-10 01:55:59,089 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.58ms, fps=3662 images/s, loss=0.7496, top1-acc=77.35%, top5-acc=96.24%, remaining_time=0:00:01.869192, arrival_time=2021-04-10 01:56:00.958228, cost_time=0:00:12.221596 2021-04-10 01:55:59,791 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.53ms, fps=3648 images/s, loss=0.7511, top1-acc=77.27%, top5-acc=96.21%, remaining_time=0:00:01.148768, arrival_time=2021-04-10 01:56:00.939955, cost_time=0:00:12.923683 2021-04-10 01:56:00,508 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.57ms, fps=3571 images/s, loss=0.7516, top1-acc=77.27%, top5-acc=96.19%, remaining_time=0:00:00.430776, arrival_time=2021-04-10 01:56:00.939545, cost_time=0:00:13.641172 2021-04-10 01:56:00,890 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=0.08ms, fps=3568 images/s, loss=0.7533, top1-acc=77.22%, top5-acc=96.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:00.890698, cost_time=0:00:14.023244 2021-04-10 01:56:01,185 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=2.18ms, fps=8709 images/s, loss=1.4357, top1-acc=61.68%, top5-acc=88.40%, remaining_time=0:00:00.881820, arrival_time=2021-04-10 01:56:02.067695, cost_time=0:00:00.293935 2021-04-10 01:56:01,393 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=3.10ms, fps=12383 images/s, loss=1.4786, top1-acc=61.19%, top5-acc=87.68%, remaining_time=0:00:00.501020, arrival_time=2021-04-10 01:56:01.894018, cost_time=0:00:00.501015 2021-04-10 01:56:01,681 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=4.29ms, fps=8901 images/s, loss=1.4665, top1-acc=61.61%, top5-acc=87.50%, remaining_time=0:00:00.263030, arrival_time=2021-04-10 01:56:01.944123, cost_time=0:00:00.789100 2021-04-10 01:56:01,878 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=11765 images/s, loss=1.4774, top1-acc=61.17%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:01.878712, cost_time=0:00:00.986805 2021-04-10 01:56:01,906 INFO : Epoch=0134 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:16:37.942770, arrival_time=2021-04-10 02:12:39.849320, cost_time=0:33:46.126266 2021-04-10 01:56:01,907 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 01:56:02,793 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.41ms, fps=2888 images/s, loss=0.7013, top1-acc=78.79%, top5-acc=97.27%, remaining_time=0:00:16.487784, arrival_time=2021-04-10 01:56:19.281571, cost_time=0:00:00.886442 2021-04-10 01:56:03,498 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.44ms, fps=3658 images/s, loss=0.7134, top1-acc=78.57%, top5-acc=96.74%, remaining_time=0:00:14.001856, arrival_time=2021-04-10 01:56:17.500363, cost_time=0:00:01.591129 2021-04-10 01:56:04,198 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=2.07ms, fps=3658 images/s, loss=0.7157, top1-acc=78.19%, top5-acc=96.60%, remaining_time=0:00:12.680076, arrival_time=2021-04-10 01:56:16.878997, cost_time=0:00:02.291594 2021-04-10 01:56:04,898 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.66ms, fps=3663 images/s, loss=0.7246, top1-acc=77.72%, top5-acc=96.43%, remaining_time=0:00:11.665056, arrival_time=2021-04-10 01:56:16.563593, cost_time=0:00:02.991044 2021-04-10 01:56:05,596 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=2.00ms, fps=3673 images/s, loss=0.7218, top1-acc=77.73%, top5-acc=96.39%, remaining_time=0:00:10.772172, arrival_time=2021-04-10 01:56:16.368591, cost_time=0:00:03.689084 2021-04-10 01:56:06,303 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.95ms, fps=3622 images/s, loss=0.7170, top1-acc=78.02%, top5-acc=96.40%, remaining_time=0:00:09.965264, arrival_time=2021-04-10 01:56:16.269018, cost_time=0:00:04.396448 2021-04-10 01:56:07,003 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.92ms, fps=3662 images/s, loss=0.7229, top1-acc=78.02%, top5-acc=96.29%, remaining_time=0:00:09.172926, arrival_time=2021-04-10 01:56:16.176463, cost_time=0:00:05.096043 2021-04-10 01:56:07,701 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.47ms, fps=3671 images/s, loss=0.7228, top1-acc=78.03%, top5-acc=96.32%, remaining_time=0:00:08.401996, arrival_time=2021-04-10 01:56:16.103808, cost_time=0:00:05.794477 2021-04-10 01:56:08,412 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.39ms, fps=3608 images/s, loss=0.7275, top1-acc=77.86%, top5-acc=96.33%, remaining_time=0:00:07.661044, arrival_time=2021-04-10 01:56:16.073010, cost_time=0:00:06.504636 2021-04-10 01:56:09,116 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.88ms, fps=3639 images/s, loss=0.7324, top1-acc=77.74%, top5-acc=96.30%, remaining_time=0:00:06.920352, arrival_time=2021-04-10 01:56:16.036458, cost_time=0:00:07.208738 2021-04-10 01:56:09,821 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.92ms, fps=3634 images/s, loss=0.7349, top1-acc=77.63%, top5-acc=96.28%, remaining_time=0:00:06.187184, arrival_time=2021-04-10 01:56:16.008365, cost_time=0:00:07.913844 2021-04-10 01:56:10,521 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=2.09ms, fps=3660 images/s, loss=0.7335, top1-acc=77.66%, top5-acc=96.31%, remaining_time=0:00:05.455508, arrival_time=2021-04-10 01:56:15.976765, cost_time=0:00:08.613974 2021-04-10 01:56:11,225 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.95ms, fps=3638 images/s, loss=0.7339, top1-acc=77.67%, top5-acc=96.30%, remaining_time=0:00:04.730748, arrival_time=2021-04-10 01:56:15.956192, cost_time=0:00:09.318110 2021-04-10 01:56:11,941 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=7.23ms, fps=3580 images/s, loss=0.7350, top1-acc=77.65%, top5-acc=96.29%, remaining_time=0:00:04.013464, arrival_time=2021-04-10 01:56:15.954594, cost_time=0:00:10.033707 2021-04-10 01:56:12,649 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.05ms, fps=3618 images/s, loss=0.7376, top1-acc=77.58%, top5-acc=96.26%, remaining_time=0:00:03.294290, arrival_time=2021-04-10 01:56:15.943768, cost_time=0:00:10.742196 2021-04-10 01:56:13,351 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.57ms, fps=3651 images/s, loss=0.7405, top1-acc=77.48%, top5-acc=96.23%, remaining_time=0:00:02.574864, arrival_time=2021-04-10 01:56:15.926004, cost_time=0:00:11.443809 2021-04-10 01:56:14,048 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.36ms, fps=3672 images/s, loss=0.7422, top1-acc=77.45%, top5-acc=96.23%, remaining_time=0:00:01.856946, arrival_time=2021-04-10 01:56:15.905773, cost_time=0:00:12.141495 2021-04-10 01:56:14,760 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.87ms, fps=3604 images/s, loss=0.7427, top1-acc=77.47%, top5-acc=96.21%, remaining_time=0:00:01.142448, arrival_time=2021-04-10 01:56:15.902367, cost_time=0:00:12.852496 2021-04-10 01:56:15,464 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.42ms, fps=3635 images/s, loss=0.7462, top1-acc=77.39%, top5-acc=96.16%, remaining_time=0:00:00.428130, arrival_time=2021-04-10 01:56:15.892969, cost_time=0:00:13.557537 2021-04-10 01:56:15,855 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.11ms, fps=3482 images/s, loss=0.7464, top1-acc=77.41%, top5-acc=96.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:15.855911, cost_time=0:00:13.948580 2021-04-10 01:56:16,146 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.26ms, fps=8869 images/s, loss=1.4097, top1-acc=62.97%, top5-acc=87.97%, remaining_time=0:00:00.865920, arrival_time=2021-04-10 01:56:17.012111, cost_time=0:00:00.288636 2021-04-10 01:56:16,514 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=48.45ms, fps=6963 images/s, loss=1.4393, top1-acc=62.23%, top5-acc=87.70%, remaining_time=0:00:00.656780, arrival_time=2021-04-10 01:56:17.171089, cost_time=0:00:00.656779 2021-04-10 01:56:16,735 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.57ms, fps=11592 images/s, loss=1.4618, top1-acc=61.77%, top5-acc=87.46%, remaining_time=0:00:00.292660, arrival_time=2021-04-10 01:56:17.028301, cost_time=0:00:00.877983 2021-04-10 01:56:16,968 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=1.20ms, fps=10011 images/s, loss=1.4466, top1-acc=61.71%, top5-acc=87.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:16.968026, cost_time=0:00:01.110537 2021-04-10 01:56:16,995 INFO : Epoch=0135 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:16:22.807345, arrival_time=2021-04-10 02:12:39.802848, cost_time=0:34:01.215209 2021-04-10 01:56:16,996 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 01:56:17,896 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=3.69ms, fps=2843 images/s, loss=0.7220, top1-acc=78.87%, top5-acc=96.84%, remaining_time=0:00:16.747626, arrival_time=2021-04-10 01:56:34.644366, cost_time=0:00:00.900409 2021-04-10 01:56:18,599 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.62ms, fps=3648 images/s, loss=0.7027, top1-acc=78.71%, top5-acc=96.95%, remaining_time=0:00:14.105696, arrival_time=2021-04-10 01:56:32.705016, cost_time=0:00:01.602927 2021-04-10 01:56:19,299 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.54ms, fps=3661 images/s, loss=0.7109, top1-acc=78.67%, top5-acc=96.87%, remaining_time=0:00:12.742990, arrival_time=2021-04-10 01:56:32.042348, cost_time=0:00:02.302952 2021-04-10 01:56:20,013 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.90ms, fps=3587 images/s, loss=0.7060, top1-acc=78.80%, top5-acc=96.80%, remaining_time=0:00:11.768172, arrival_time=2021-04-10 01:56:31.781985, cost_time=0:00:03.017490 2021-04-10 01:56:20,727 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.64ms, fps=3592 images/s, loss=0.7154, top1-acc=78.41%, top5-acc=96.73%, remaining_time=0:00:10.893936, arrival_time=2021-04-10 01:56:31.621144, cost_time=0:00:03.730812 2021-04-10 01:56:21,427 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.00ms, fps=3659 images/s, loss=0.7149, top1-acc=78.42%, top5-acc=96.72%, remaining_time=0:00:10.044416, arrival_time=2021-04-10 01:56:31.472090, cost_time=0:00:04.431372 2021-04-10 01:56:22,131 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.53ms, fps=3642 images/s, loss=0.7157, top1-acc=78.40%, top5-acc=96.74%, remaining_time=0:00:09.242730, arrival_time=2021-04-10 01:56:31.373844, cost_time=0:00:05.134846 2021-04-10 01:56:22,839 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.97ms, fps=3618 images/s, loss=0.7176, top1-acc=78.40%, top5-acc=96.69%, remaining_time=0:00:08.472292, arrival_time=2021-04-10 01:56:31.311652, cost_time=0:00:05.842947 2021-04-10 01:56:23,546 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.98ms, fps=3623 images/s, loss=0.7178, top1-acc=78.49%, top5-acc=96.69%, remaining_time=0:00:07.714998, arrival_time=2021-04-10 01:56:31.261738, cost_time=0:00:06.550432 2021-04-10 01:56:24,258 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=2.98ms, fps=3601 images/s, loss=0.7175, top1-acc=78.47%, top5-acc=96.70%, remaining_time=0:00:06.971520, arrival_time=2021-04-10 01:56:31.229828, cost_time=0:00:07.261957 2021-04-10 01:56:24,967 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=2.21ms, fps=3614 images/s, loss=0.7198, top1-acc=78.41%, top5-acc=96.69%, remaining_time=0:00:06.231818, arrival_time=2021-04-10 01:56:31.199062, cost_time=0:00:07.970917 2021-04-10 01:56:25,669 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=2.17ms, fps=3647 images/s, loss=0.7171, top1-acc=78.44%, top5-acc=96.71%, remaining_time=0:00:05.493204, arrival_time=2021-04-10 01:56:31.163001, cost_time=0:00:08.673485 2021-04-10 01:56:26,381 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.92ms, fps=3601 images/s, loss=0.7204, top1-acc=78.39%, top5-acc=96.65%, remaining_time=0:00:04.765002, arrival_time=2021-04-10 01:56:31.146853, cost_time=0:00:09.385560 2021-04-10 01:56:27,084 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.57ms, fps=3648 images/s, loss=0.7225, top1-acc=78.32%, top5-acc=96.61%, remaining_time=0:00:04.035136, arrival_time=2021-04-10 01:56:31.119383, cost_time=0:00:10.087827 2021-04-10 01:56:27,791 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.50ms, fps=3624 images/s, loss=0.7246, top1-acc=78.22%, top5-acc=96.58%, remaining_time=0:00:03.310528, arrival_time=2021-04-10 01:56:31.102014, cost_time=0:00:10.795195 2021-04-10 01:56:28,522 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=2.19ms, fps=3504 images/s, loss=0.7267, top1-acc=78.14%, top5-acc=96.53%, remaining_time=0:00:02.593404, arrival_time=2021-04-10 01:56:31.116002, cost_time=0:00:11.526302 2021-04-10 01:56:29,237 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.35ms, fps=3587 images/s, loss=0.7291, top1-acc=78.12%, top5-acc=96.51%, remaining_time=0:00:01.872104, arrival_time=2021-04-10 01:56:31.109044, cost_time=0:00:12.240602 2021-04-10 01:56:29,934 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=2.17ms, fps=3673 images/s, loss=0.7323, top1-acc=78.01%, top5-acc=96.46%, remaining_time=0:00:01.150064, arrival_time=2021-04-10 01:56:31.084623, cost_time=0:00:12.938250 2021-04-10 01:56:30,637 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.36ms, fps=3646 images/s, loss=0.7314, top1-acc=78.05%, top5-acc=96.46%, remaining_time=0:00:00.430764, arrival_time=2021-04-10 01:56:31.067928, cost_time=0:00:13.640914 2021-04-10 01:56:31,013 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=0.08ms, fps=3623 images/s, loss=0.7309, top1-acc=78.02%, top5-acc=96.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:31.012990, cost_time=0:00:14.016713 2021-04-10 01:56:31,289 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=3.46ms, fps=9304 images/s, loss=1.4264, top1-acc=61.76%, top5-acc=88.59%, remaining_time=0:00:00.825420, arrival_time=2021-04-10 01:56:32.114980, cost_time=0:00:00.275145 2021-04-10 01:56:31,502 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.35ms, fps=12029 images/s, loss=1.4356, top1-acc=61.72%, top5-acc=88.61%, remaining_time=0:00:00.488460, arrival_time=2021-04-10 01:56:31.991330, cost_time=0:00:00.488469 2021-04-10 01:56:31,746 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.10ms, fps=10512 images/s, loss=1.4185, top1-acc=62.20%, top5-acc=88.68%, remaining_time=0:00:00.244170, arrival_time=2021-04-10 01:56:31.991080, cost_time=0:00:00.732510 2021-04-10 01:56:31,962 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.09ms, fps=10763 images/s, loss=1.4219, top1-acc=62.12%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:31.962922, cost_time=0:00:00.948541 2021-04-10 01:56:32,008 INFO : Epoch=0136 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:16:07.636736, arrival_time=2021-04-10 02:12:39.645093, cost_time=0:34:16.228038 2021-04-10 01:56:32,009 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 01:56:32,870 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=4.19ms, fps=2975 images/s, loss=0.7479, top1-acc=77.70%, top5-acc=96.05%, remaining_time=0:00:16.003440, arrival_time=2021-04-10 01:56:48.873431, cost_time=0:00:00.860397 2021-04-10 01:56:33,565 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.34ms, fps=3684 images/s, loss=0.7405, top1-acc=77.91%, top5-acc=96.25%, remaining_time=0:00:13.694912, arrival_time=2021-04-10 01:56:47.260610, cost_time=0:00:01.556241 2021-04-10 01:56:34,268 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=2.00ms, fps=3646 images/s, loss=0.7395, top1-acc=77.80%, top5-acc=96.15%, remaining_time=0:00:12.498638, arrival_time=2021-04-10 01:56:46.766925, cost_time=0:00:02.258802 2021-04-10 01:56:34,970 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.57ms, fps=3650 images/s, loss=0.7282, top1-acc=78.13%, top5-acc=96.29%, remaining_time=0:00:11.547276, arrival_time=2021-04-10 01:56:46.517597, cost_time=0:00:02.960839 2021-04-10 01:56:35,675 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.05ms, fps=3631 images/s, loss=0.7243, top1-acc=78.08%, top5-acc=96.34%, remaining_time=0:00:10.705888, arrival_time=2021-04-10 01:56:46.381805, cost_time=0:00:03.666425 2021-04-10 01:56:36,375 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.05ms, fps=3665 images/s, loss=0.7163, top1-acc=78.37%, top5-acc=96.43%, remaining_time=0:00:09.895224, arrival_time=2021-04-10 01:56:46.270344, cost_time=0:00:04.365558 2021-04-10 01:56:37,084 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=2.21ms, fps=3614 images/s, loss=0.7128, top1-acc=78.42%, top5-acc=96.50%, remaining_time=0:00:09.134496, arrival_time=2021-04-10 01:56:46.218701, cost_time=0:00:05.074741 2021-04-10 01:56:37,790 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.91ms, fps=3626 images/s, loss=0.7173, top1-acc=78.28%, top5-acc=96.46%, remaining_time=0:00:08.382740, arrival_time=2021-04-10 01:56:46.173445, cost_time=0:00:05.781209 2021-04-10 01:56:38,491 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.65ms, fps=3657 images/s, loss=0.7204, top1-acc=78.30%, top5-acc=96.42%, remaining_time=0:00:07.634226, arrival_time=2021-04-10 01:56:46.125556, cost_time=0:00:06.481893 2021-04-10 01:56:39,203 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.49ms, fps=3599 images/s, loss=0.7234, top1-acc=78.23%, top5-acc=96.36%, remaining_time=0:00:06.905952, arrival_time=2021-04-10 01:56:46.109149, cost_time=0:00:07.193721 2021-04-10 01:56:39,916 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.89ms, fps=3594 images/s, loss=0.7229, top1-acc=78.24%, top5-acc=96.38%, remaining_time=0:00:06.181594, arrival_time=2021-04-10 01:56:46.097745, cost_time=0:00:07.906664 2021-04-10 01:56:40,611 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.64ms, fps=3684 images/s, loss=0.7214, top1-acc=78.28%, top5-acc=96.39%, remaining_time=0:00:05.448136, arrival_time=2021-04-10 01:56:46.059940, cost_time=0:00:08.602363 2021-04-10 01:56:41,316 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.87ms, fps=3636 images/s, loss=0.7250, top1-acc=78.15%, top5-acc=96.35%, remaining_time=0:00:04.725006, arrival_time=2021-04-10 01:56:46.041341, cost_time=0:00:09.306805 2021-04-10 01:56:42,016 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.57ms, fps=3661 images/s, loss=0.7235, top1-acc=78.21%, top5-acc=96.34%, remaining_time=0:00:04.002712, arrival_time=2021-04-10 01:56:46.018967, cost_time=0:00:10.006820 2021-04-10 01:56:42,720 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=2.06ms, fps=3640 images/s, loss=0.7238, top1-acc=78.16%, top5-acc=96.37%, remaining_time=0:00:03.284584, arrival_time=2021-04-10 01:56:46.004592, cost_time=0:00:10.710577 2021-04-10 01:56:43,421 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=2.20ms, fps=3650 images/s, loss=0.7252, top1-acc=78.12%, top5-acc=96.37%, remaining_time=0:00:02.567772, arrival_time=2021-04-10 01:56:45.989566, cost_time=0:00:11.412311 2021-04-10 01:56:44,122 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.56ms, fps=3654 images/s, loss=0.7253, top1-acc=78.10%, top5-acc=96.38%, remaining_time=0:00:01.852630, arrival_time=2021-04-10 01:56:45.975556, cost_time=0:00:12.113431 2021-04-10 01:56:44,823 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.78ms, fps=3657 images/s, loss=0.7255, top1-acc=78.12%, top5-acc=96.40%, remaining_time=0:00:01.139024, arrival_time=2021-04-10 01:56:45.962471, cost_time=0:00:12.813970 2021-04-10 01:56:45,524 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.35ms, fps=3654 images/s, loss=0.7256, top1-acc=78.10%, top5-acc=96.38%, remaining_time=0:00:00.426792, arrival_time=2021-04-10 01:56:45.951396, cost_time=0:00:13.515141 2021-04-10 01:56:45,911 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.51ms, fps=3521 images/s, loss=0.7265, top1-acc=78.11%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:45.911382, cost_time=0:00:13.901809 2021-04-10 01:56:46,207 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=2.06ms, fps=8694 images/s, loss=1.4441, top1-acc=62.23%, top5-acc=88.24%, remaining_time=0:00:00.883290, arrival_time=2021-04-10 01:56:47.090454, cost_time=0:00:00.294430 2021-04-10 01:56:46,500 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.27ms, fps=8747 images/s, loss=1.4131, top1-acc=62.73%, top5-acc=88.54%, remaining_time=0:00:00.587580, arrival_time=2021-04-10 01:56:47.087915, cost_time=0:00:00.587579 2021-04-10 01:56:46,715 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=0.22ms, fps=11946 images/s, loss=1.4133, top1-acc=62.73%, top5-acc=88.41%, remaining_time=0:00:00.267460, arrival_time=2021-04-10 01:56:46.982576, cost_time=0:00:00.802376 2021-04-10 01:56:47,009 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.10ms, fps=7902 images/s, loss=1.4115, top1-acc=62.51%, top5-acc=88.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:47.009209, cost_time=0:00:01.096480 2021-04-10 01:56:47,047 INFO : Epoch=0137 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:15:52.480368, arrival_time=2021-04-10 02:12:39.527437, cost_time=0:34:31.266785 2021-04-10 01:56:47,047 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 01:56:47,988 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.35ms, fps=2723 images/s, loss=0.7197, top1-acc=78.91%, top5-acc=96.72%, remaining_time=0:00:17.489208, arrival_time=2021-04-10 01:57:05.477363, cost_time=0:00:00.940280 2021-04-10 01:56:48,696 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.97ms, fps=3618 images/s, loss=0.7152, top1-acc=79.06%, top5-acc=96.78%, remaining_time=0:00:14.506624, arrival_time=2021-04-10 01:57:03.202907, cost_time=0:00:01.648470 2021-04-10 01:56:49,395 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.12ms, fps=3666 images/s, loss=0.7129, top1-acc=79.09%, top5-acc=96.77%, remaining_time=0:00:12.988172, arrival_time=2021-04-10 01:57:02.383275, cost_time=0:00:02.347271 2021-04-10 01:56:50,093 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.49ms, fps=3667 images/s, loss=0.7088, top1-acc=78.99%, top5-acc=96.80%, remaining_time=0:00:11.879712, arrival_time=2021-04-10 01:57:01.973570, cost_time=0:00:03.046065 2021-04-10 01:56:50,791 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.94ms, fps=3670 images/s, loss=0.7139, top1-acc=78.73%, top5-acc=96.66%, remaining_time=0:00:10.932626, arrival_time=2021-04-10 01:57:01.724467, cost_time=0:00:03.744040 2021-04-10 01:56:51,498 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.79ms, fps=3625 images/s, loss=0.7194, top1-acc=78.61%, top5-acc=96.56%, remaining_time=0:00:10.088072, arrival_time=2021-04-10 01:57:01.586665, cost_time=0:00:04.450648 2021-04-10 01:56:52,204 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.61ms, fps=3632 images/s, loss=0.7161, top1-acc=78.66%, top5-acc=96.56%, remaining_time=0:00:09.281538, arrival_time=2021-04-10 01:57:01.485785, cost_time=0:00:05.156408 2021-04-10 01:56:52,907 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.62ms, fps=3641 images/s, loss=0.7130, top1-acc=78.72%, top5-acc=96.61%, remaining_time=0:00:08.497000, arrival_time=2021-04-10 01:57:01.404874, cost_time=0:00:05.860031 2021-04-10 01:56:53,609 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.37ms, fps=3653 images/s, loss=0.7090, top1-acc=78.79%, top5-acc=96.61%, remaining_time=0:00:07.727824, arrival_time=2021-04-10 01:57:01.337001, cost_time=0:00:06.561384 2021-04-10 01:56:54,349 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.82ms, fps=3461 images/s, loss=0.7079, top1-acc=78.71%, top5-acc=96.63%, remaining_time=0:00:07.009440, arrival_time=2021-04-10 01:57:01.358695, cost_time=0:00:07.301462 2021-04-10 01:56:55,043 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.43ms, fps=3688 images/s, loss=0.7093, top1-acc=78.64%, top5-acc=96.59%, remaining_time=0:00:06.251426, arrival_time=2021-04-10 01:57:01.295215, cost_time=0:00:07.996003 2021-04-10 01:56:55,751 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.99ms, fps=3622 images/s, loss=0.7101, top1-acc=78.62%, top5-acc=96.54%, remaining_time=0:00:05.512052, arrival_time=2021-04-10 01:57:01.263128, cost_time=0:00:08.703246 2021-04-10 01:56:56,463 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.78ms, fps=3599 images/s, loss=0.7108, top1-acc=78.57%, top5-acc=96.52%, remaining_time=0:00:04.779984, arrival_time=2021-04-10 01:57:01.242993, cost_time=0:00:09.415174 2021-04-10 01:56:57,171 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.90ms, fps=3614 images/s, loss=0.7131, top1-acc=78.60%, top5-acc=96.50%, remaining_time=0:00:04.049640, arrival_time=2021-04-10 01:57:01.221481, cost_time=0:00:10.124036 2021-04-10 01:56:57,885 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.95ms, fps=3588 images/s, loss=0.7130, top1-acc=78.61%, top5-acc=96.50%, remaining_time=0:00:03.323638, arrival_time=2021-04-10 01:57:01.209476, cost_time=0:00:10.837998 2021-04-10 01:56:58,608 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.50ms, fps=3545 images/s, loss=0.7148, top1-acc=78.52%, top5-acc=96.47%, remaining_time=0:00:02.601180, arrival_time=2021-04-10 01:57:01.209754, cost_time=0:00:11.560724 2021-04-10 01:56:59,342 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.92ms, fps=3493 images/s, loss=0.7170, top1-acc=78.40%, top5-acc=96.48%, remaining_time=0:00:01.880294, arrival_time=2021-04-10 01:57:01.222447, cost_time=0:00:12.294213 2021-04-10 01:57:00,041 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.35ms, fps=3663 images/s, loss=0.7192, top1-acc=78.35%, top5-acc=96.46%, remaining_time=0:00:01.155024, arrival_time=2021-04-10 01:57:01.196925, cost_time=0:00:12.994035 2021-04-10 01:57:00,740 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.38ms, fps=3669 images/s, loss=0.7180, top1-acc=78.37%, top5-acc=96.48%, remaining_time=0:00:00.432396, arrival_time=2021-04-10 01:57:01.172849, cost_time=0:00:13.692491 2021-04-10 01:57:01,122 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.93ms, fps=3564 images/s, loss=0.7183, top1-acc=78.33%, top5-acc=96.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:01.122739, cost_time=0:00:14.074944 2021-04-10 01:57:01,505 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.21ms, fps=6713 images/s, loss=1.4620, top1-acc=63.12%, top5-acc=88.52%, remaining_time=0:00:01.143900, arrival_time=2021-04-10 01:57:02.649132, cost_time=0:00:00.381302 2021-04-10 01:57:01,773 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.47ms, fps=9560 images/s, loss=1.4390, top1-acc=63.09%, top5-acc=88.42%, remaining_time=0:00:00.649600, arrival_time=2021-04-10 01:57:02.423114, cost_time=0:00:00.649604 2021-04-10 01:57:02,120 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=2.74ms, fps=7394 images/s, loss=1.4300, top1-acc=62.93%, top5-acc=88.31%, remaining_time=0:00:00.332210, arrival_time=2021-04-10 01:57:02.452774, cost_time=0:00:00.996629 2021-04-10 01:57:02,380 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.08ms, fps=8944 images/s, loss=1.4405, top1-acc=62.81%, top5-acc=88.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:02.380452, cost_time=0:00:01.256616 2021-04-10 01:57:02,423 INFO : Epoch=0138 complete, best val top1-acc=63.03%, top5-acc=88.34% (epoch=129), remaining_time=0:15:37.477262, arrival_time=2021-04-10 02:12:39.900559, cost_time=0:34:46.642982 2021-04-10 01:57:02,424 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 01:57:03,362 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.37ms, fps=2729 images/s, loss=0.6477, top1-acc=80.70%, top5-acc=97.38%, remaining_time=0:00:17.446800, arrival_time=2021-04-10 01:57:20.809260, cost_time=0:00:00.938001 2021-04-10 01:57:04,063 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=0.39ms, fps=3653 images/s, loss=0.6704, top1-acc=79.86%, top5-acc=96.93%, remaining_time=0:00:14.426368, arrival_time=2021-04-10 01:57:18.490220, cost_time=0:00:01.639363 2021-04-10 01:57:04,776 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.77ms, fps=3598 images/s, loss=0.6715, top1-acc=79.74%, top5-acc=96.82%, remaining_time=0:00:13.012906, arrival_time=2021-04-10 01:57:17.789060, cost_time=0:00:02.351728 2021-04-10 01:57:05,488 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.22ms, fps=3596 images/s, loss=0.6636, top1-acc=79.92%, top5-acc=96.82%, remaining_time=0:00:11.950380, arrival_time=2021-04-10 01:57:17.439133, cost_time=0:00:03.064190 2021-04-10 01:57:06,191 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.55ms, fps=3646 images/s, loss=0.6630, top1-acc=79.86%, top5-acc=96.91%, remaining_time=0:00:11.000078, arrival_time=2021-04-10 01:57:17.191693, cost_time=0:00:03.767167 2021-04-10 01:57:06,894 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=2.06ms, fps=3645 images/s, loss=0.6740, top1-acc=79.45%, top5-acc=96.81%, remaining_time=0:00:10.132544, arrival_time=2021-04-10 01:57:17.027153, cost_time=0:00:04.470246 2021-04-10 01:57:07,604 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.09ms, fps=3611 images/s, loss=0.6772, top1-acc=79.36%, top5-acc=96.84%, remaining_time=0:00:09.323496, arrival_time=2021-04-10 01:57:16.927641, cost_time=0:00:05.179691 2021-04-10 01:57:08,310 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=2.08ms, fps=3628 images/s, loss=0.6837, top1-acc=79.18%, top5-acc=96.79%, remaining_time=0:00:08.534700, arrival_time=2021-04-10 01:57:16.845158, cost_time=0:00:05.886007 2021-04-10 01:57:09,014 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.98ms, fps=3643 images/s, loss=0.6863, top1-acc=79.11%, top5-acc=96.75%, remaining_time=0:00:07.761002, arrival_time=2021-04-10 01:57:16.774972, cost_time=0:00:06.589544 2021-04-10 01:57:09,715 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.46ms, fps=3652 images/s, loss=0.6896, top1-acc=78.96%, top5-acc=96.73%, remaining_time=0:00:06.999552, arrival_time=2021-04-10 01:57:16.715345, cost_time=0:00:07.291224 2021-04-10 01:57:10,417 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.57ms, fps=3654 images/s, loss=0.6922, top1-acc=78.94%, top5-acc=96.72%, remaining_time=0:00:06.248846, arrival_time=2021-04-10 01:57:16.665992, cost_time=0:00:07.992754 2021-04-10 01:57:11,121 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.82ms, fps=3640 images/s, loss=0.6925, top1-acc=78.93%, top5-acc=96.71%, remaining_time=0:00:05.507872, arrival_time=2021-04-10 01:57:16.628836, cost_time=0:00:08.696595 2021-04-10 01:57:11,824 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.80ms, fps=3639 images/s, loss=0.6965, top1-acc=78.84%, top5-acc=96.67%, remaining_time=0:00:04.772592, arrival_time=2021-04-10 01:57:16.597531, cost_time=0:00:09.400576 2021-04-10 01:57:12,534 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=2.08ms, fps=3612 images/s, loss=0.6963, top1-acc=78.95%, top5-acc=96.65%, remaining_time=0:00:04.043872, arrival_time=2021-04-10 01:57:16.578151, cost_time=0:00:10.109735 2021-04-10 01:57:13,242 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.72ms, fps=3617 images/s, loss=0.6992, top1-acc=78.84%, top5-acc=96.65%, remaining_time=0:00:03.317658, arrival_time=2021-04-10 01:57:16.560456, cost_time=0:00:10.818414 2021-04-10 01:57:13,947 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=2.08ms, fps=3636 images/s, loss=0.7023, top1-acc=78.73%, top5-acc=96.63%, remaining_time=0:00:02.592648, arrival_time=2021-04-10 01:57:16.539958, cost_time=0:00:11.522879 2021-04-10 01:57:14,652 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.84ms, fps=3631 images/s, loss=0.7033, top1-acc=78.72%, top5-acc=96.59%, remaining_time=0:00:01.870232, arrival_time=2021-04-10 01:57:16.523151, cost_time=0:00:12.228500 2021-04-10 01:57:15,355 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.53ms, fps=3648 images/s, loss=0.7040, top1-acc=78.65%, top5-acc=96.59%, remaining_time=0:00:01.149408, arrival_time=2021-04-10 01:57:16.504798, cost_time=0:00:12.930858 2021-04-10 01:57:16,056 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.30ms, fps=3654 images/s, loss=0.7052, top1-acc=78.66%, top5-acc=96.59%, remaining_time=0:00:00.430500, arrival_time=2021-04-10 01:57:16.487314, cost_time=0:00:13.632436 2021-04-10 01:57:16,432 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=0.09ms, fps=3621 images/s, loss=0.7062, top1-acc=78.64%, top5-acc=96.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:16.432809, cost_time=0:00:14.008449 2021-04-10 01:57:16,797 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.42ms, fps=7033 images/s, loss=1.4312, top1-acc=63.32%, top5-acc=88.20%, remaining_time=0:00:01.091880, arrival_time=2021-04-10 01:57:17.889685, cost_time=0:00:00.363961 2021-04-10 01:57:17,043 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.39ms, fps=10446 images/s, loss=1.4094, top1-acc=63.46%, top5-acc=88.40%, remaining_time=0:00:00.609480, arrival_time=2021-04-10 01:57:17.652840, cost_time=0:00:00.609486 2021-04-10 01:57:17,318 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=0.45ms, fps=9321 images/s, loss=1.4280, top1-acc=63.06%, top5-acc=88.11%, remaining_time=0:00:00.294870, arrival_time=2021-04-10 01:57:17.613342, cost_time=0:00:00.884613 2021-04-10 01:57:17,522 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=11388 images/s, loss=1.4204, top1-acc=63.06%, top5-acc=88.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:17.522595, cost_time=0:00:01.088802 2021-04-10 01:57:17,578 INFO : Epoch=0139 complete, best val top1-acc=63.06%, top5-acc=88.07% (epoch=139), remaining_time=0:15:22.371850, arrival_time=2021-04-10 02:12:39.950367, cost_time=0:35:01.798217 2021-04-10 01:57:17,579 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 01:57:18,495 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.28ms, fps=2794 images/s, loss=0.6726, top1-acc=80.20%, top5-acc=96.80%, remaining_time=0:00:17.039460, arrival_time=2021-04-10 01:57:35.534908, cost_time=0:00:00.916104 2021-04-10 01:57:19,193 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.11ms, fps=3672 images/s, loss=0.6680, top1-acc=80.14%, top5-acc=97.03%, remaining_time=0:00:14.202144, arrival_time=2021-04-10 01:57:33.395352, cost_time=0:00:01.613875 2021-04-10 01:57:19,906 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.76ms, fps=3593 images/s, loss=0.6710, top1-acc=79.97%, top5-acc=97.03%, remaining_time=0:00:12.876288, arrival_time=2021-04-10 01:57:32.782721, cost_time=0:00:02.327036 2021-04-10 01:57:20,617 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.75ms, fps=3602 images/s, loss=0.6788, top1-acc=79.56%, top5-acc=96.96%, remaining_time=0:00:11.850384, arrival_time=2021-04-10 01:57:32.468256, cost_time=0:00:03.038540 2021-04-10 01:57:21,329 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.00ms, fps=3599 images/s, loss=0.6800, top1-acc=79.66%, top5-acc=96.94%, remaining_time=0:00:10.951022, arrival_time=2021-04-10 01:57:32.280796, cost_time=0:00:03.750374 2021-04-10 01:57:22,041 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.57ms, fps=3602 images/s, loss=0.6784, top1-acc=79.77%, top5-acc=96.99%, remaining_time=0:00:10.113504, arrival_time=2021-04-10 01:57:32.154620, cost_time=0:00:04.461834 2021-04-10 01:57:22,736 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.41ms, fps=3683 images/s, loss=0.6806, top1-acc=79.77%, top5-acc=96.93%, remaining_time=0:00:09.283428, arrival_time=2021-04-10 01:57:32.020129, cost_time=0:00:05.157436 2021-04-10 01:57:23,434 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.77ms, fps=3673 images/s, loss=0.6819, top1-acc=79.78%, top5-acc=96.86%, remaining_time=0:00:08.489692, arrival_time=2021-04-10 01:57:31.924093, cost_time=0:00:05.854927 2021-04-10 01:57:24,135 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=2.15ms, fps=3657 images/s, loss=0.6829, top1-acc=79.75%, top5-acc=96.84%, remaining_time=0:00:07.721464, arrival_time=2021-04-10 01:57:31.856654, cost_time=0:00:06.555922 2021-04-10 01:57:24,851 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=2.11ms, fps=3575 images/s, loss=0.6863, top1-acc=79.56%, top5-acc=96.84%, remaining_time=0:00:06.981600, arrival_time=2021-04-10 01:57:31.833397, cost_time=0:00:07.272533 2021-04-10 01:57:25,564 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.54ms, fps=3597 images/s, loss=0.6874, top1-acc=79.51%, top5-acc=96.83%, remaining_time=0:00:06.242568, arrival_time=2021-04-10 01:57:31.806687, cost_time=0:00:07.984690 2021-04-10 01:57:26,266 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=2.13ms, fps=3651 images/s, loss=0.6873, top1-acc=79.55%, top5-acc=96.83%, remaining_time=0:00:05.501640, arrival_time=2021-04-10 01:57:31.767728, cost_time=0:00:08.686775 2021-04-10 01:57:26,999 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.99ms, fps=3496 images/s, loss=0.6878, top1-acc=79.51%, top5-acc=96.81%, remaining_time=0:00:04.782294, arrival_time=2021-04-10 01:57:31.781256, cost_time=0:00:09.419664 2021-04-10 01:57:27,705 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.74ms, fps=3629 images/s, loss=0.6882, top1-acc=79.44%, top5-acc=96.80%, remaining_time=0:00:04.050312, arrival_time=2021-04-10 01:57:31.755443, cost_time=0:00:10.125727 2021-04-10 01:57:28,445 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=0.54ms, fps=3461 images/s, loss=0.6903, top1-acc=79.34%, top5-acc=96.79%, remaining_time=0:00:03.332332, arrival_time=2021-04-10 01:57:31.777924, cost_time=0:00:10.866265 2021-04-10 01:57:29,149 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=2.17ms, fps=3640 images/s, loss=0.6914, top1-acc=79.27%, top5-acc=96.76%, remaining_time=0:00:02.603304, arrival_time=2021-04-10 01:57:31.752893, cost_time=0:00:11.570290 2021-04-10 01:57:29,851 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=3.55ms, fps=3651 images/s, loss=0.6935, top1-acc=79.10%, top5-acc=96.75%, remaining_time=0:00:01.876914, arrival_time=2021-04-10 01:57:31.728287, cost_time=0:00:12.272097 2021-04-10 01:57:30,551 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.00ms, fps=3659 images/s, loss=0.6927, top1-acc=79.13%, top5-acc=96.73%, remaining_time=0:00:01.153088, arrival_time=2021-04-10 01:57:31.704823, cost_time=0:00:12.972315 2021-04-10 01:57:31,258 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.36ms, fps=3625 images/s, loss=0.6961, top1-acc=79.02%, top5-acc=96.71%, remaining_time=0:00:00.431982, arrival_time=2021-04-10 01:57:31.690817, cost_time=0:00:13.679502 2021-04-10 01:57:31,636 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.08ms, fps=3610 images/s, loss=0.6994, top1-acc=78.91%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:31.636202, cost_time=0:00:14.056946 2021-04-10 01:57:31,987 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=22.05ms, fps=7321 images/s, loss=1.3768, top1-acc=62.93%, top5-acc=88.09%, remaining_time=0:00:01.049070, arrival_time=2021-04-10 01:57:33.036068, cost_time=0:00:00.349689 2021-04-10 01:57:32,185 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.26ms, fps=12914 images/s, loss=1.3852, top1-acc=62.73%, top5-acc=88.75%, remaining_time=0:00:00.548400, arrival_time=2021-04-10 01:57:32.734131, cost_time=0:00:00.548407 2021-04-10 01:57:32,495 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=53.53ms, fps=8281 images/s, loss=1.3920, top1-acc=62.46%, top5-acc=88.55%, remaining_time=0:00:00.286030, arrival_time=2021-04-10 01:57:32.781431, cost_time=0:00:00.858077 2021-04-10 01:57:32,684 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=12292 images/s, loss=1.3960, top1-acc=62.78%, top5-acc=88.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:32.684636, cost_time=0:00:01.047327 2021-04-10 01:57:32,723 INFO : Epoch=0140 complete, best val top1-acc=63.06%, top5-acc=88.07% (epoch=139), remaining_time=0:15:07.261200, arrival_time=2021-04-10 02:12:39.984287, cost_time=0:35:16.942766 2021-04-10 01:57:32,723 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 01:57:33,612 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.28ms, fps=2881 images/s, loss=0.6468, top1-acc=81.41%, top5-acc=97.07%, remaining_time=0:00:16.529634, arrival_time=2021-04-10 01:57:50.142499, cost_time=0:00:00.888690 2021-04-10 01:57:34,314 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.56ms, fps=3652 images/s, loss=0.6425, top1-acc=81.07%, top5-acc=97.27%, remaining_time=0:00:13.994640, arrival_time=2021-04-10 01:57:48.309111, cost_time=0:00:01.590304 2021-04-10 01:57:35,020 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=2.00ms, fps=3627 images/s, loss=0.6547, top1-acc=80.27%, top5-acc=97.14%, remaining_time=0:00:12.708296, arrival_time=2021-04-10 01:57:47.729126, cost_time=0:00:02.296684 2021-04-10 01:57:35,730 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.71ms, fps=3608 images/s, loss=0.6556, top1-acc=80.20%, top5-acc=97.28%, remaining_time=0:00:11.726208, arrival_time=2021-04-10 01:57:47.457045, cost_time=0:00:03.006724 2021-04-10 01:57:36,427 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.62ms, fps=3676 images/s, loss=0.6643, top1-acc=79.94%, top5-acc=97.19%, remaining_time=0:00:10.814366, arrival_time=2021-04-10 01:57:47.242026, cost_time=0:00:03.703548 2021-04-10 01:57:37,134 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.16ms, fps=3623 images/s, loss=0.6691, top1-acc=79.74%, top5-acc=97.17%, remaining_time=0:00:09.997224, arrival_time=2021-04-10 01:57:47.131893, cost_time=0:00:04.410524 2021-04-10 01:57:37,829 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.48ms, fps=3688 images/s, loss=0.6709, top1-acc=79.70%, top5-acc=97.13%, remaining_time=0:00:09.189432, arrival_time=2021-04-10 01:57:47.018827, cost_time=0:00:05.105214 2021-04-10 01:57:38,533 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=2.17ms, fps=3637 images/s, loss=0.6740, top1-acc=79.63%, top5-acc=97.05%, remaining_time=0:00:08.424152, arrival_time=2021-04-10 01:57:46.958067, cost_time=0:00:05.809797 2021-04-10 01:57:39,226 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.83ms, fps=3698 images/s, loss=0.6776, top1-acc=79.54%, top5-acc=96.99%, remaining_time=0:00:07.658606, arrival_time=2021-04-10 01:57:46.885285, cost_time=0:00:06.502577 2021-04-10 01:57:39,926 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.59ms, fps=3662 images/s, loss=0.6773, top1-acc=79.52%, top5-acc=96.98%, remaining_time=0:00:06.914016, arrival_time=2021-04-10 01:57:46.840285, cost_time=0:00:07.202139 2021-04-10 01:57:40,630 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.59ms, fps=3640 images/s, loss=0.6794, top1-acc=79.40%, top5-acc=96.96%, remaining_time=0:00:06.181078, arrival_time=2021-04-10 01:57:46.811229, cost_time=0:00:07.905980 2021-04-10 01:57:41,339 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=3.62ms, fps=3614 images/s, loss=0.6796, top1-acc=79.45%, top5-acc=96.93%, remaining_time=0:00:05.456116, arrival_time=2021-04-10 01:57:46.795421, cost_time=0:00:08.614958 2021-04-10 01:57:42,037 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.60ms, fps=3671 images/s, loss=0.6840, top1-acc=79.36%, top5-acc=96.85%, remaining_time=0:00:04.728438, arrival_time=2021-04-10 01:57:46.766180, cost_time=0:00:09.313629 2021-04-10 01:57:42,748 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=2.19ms, fps=3608 images/s, loss=0.6852, top1-acc=79.28%, top5-acc=96.86%, remaining_time=0:00:04.009488, arrival_time=2021-04-10 01:57:46.757429, cost_time=0:00:10.023684 2021-04-10 01:57:43,462 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.91ms, fps=3592 images/s, loss=0.6864, top1-acc=79.17%, top5-acc=96.83%, remaining_time=0:00:03.292864, arrival_time=2021-04-10 01:57:46.754847, cost_time=0:00:10.737564 2021-04-10 01:57:44,165 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.98ms, fps=3642 images/s, loss=0.6887, top1-acc=79.14%, top5-acc=96.80%, remaining_time=0:00:02.574360, arrival_time=2021-04-10 01:57:46.740147, cost_time=0:00:11.441668 2021-04-10 01:57:44,871 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=3.82ms, fps=3630 images/s, loss=0.6921, top1-acc=79.01%, top5-acc=96.76%, remaining_time=0:00:01.857830, arrival_time=2021-04-10 01:57:46.729456, cost_time=0:00:12.147370 2021-04-10 01:57:45,568 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.53ms, fps=3676 images/s, loss=0.6925, top1-acc=79.02%, top5-acc=96.76%, remaining_time=0:00:01.141744, arrival_time=2021-04-10 01:57:46.710566, cost_time=0:00:12.844640 2021-04-10 01:57:46,273 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.31ms, fps=3638 images/s, loss=0.6936, top1-acc=79.00%, top5-acc=96.76%, remaining_time=0:00:00.427866, arrival_time=2021-04-10 01:57:46.700995, cost_time=0:00:13.549049 2021-04-10 01:57:46,647 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.08ms, fps=3634 images/s, loss=0.6962, top1-acc=78.95%, top5-acc=96.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:46.647836, cost_time=0:00:13.923664 2021-04-10 01:57:47,040 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=70.92ms, fps=6545 images/s, loss=1.5444, top1-acc=60.00%, top5-acc=86.45%, remaining_time=0:00:01.173450, arrival_time=2021-04-10 01:57:48.213637, cost_time=0:00:00.391148 2021-04-10 01:57:47,262 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.49ms, fps=11566 images/s, loss=1.5037, top1-acc=60.64%, top5-acc=87.07%, remaining_time=0:00:00.612980, arrival_time=2021-04-10 01:57:47.875002, cost_time=0:00:00.612987 2021-04-10 01:57:47,532 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=32.53ms, fps=9473 images/s, loss=1.5152, top1-acc=60.18%, top5-acc=87.01%, remaining_time=0:00:00.294560, arrival_time=2021-04-10 01:57:47.827291, cost_time=0:00:00.883669 2021-04-10 01:57:47,752 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.11ms, fps=10587 images/s, loss=1.5258, top1-acc=60.30%, top5-acc=86.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:47.752380, cost_time=0:00:01.103333 2021-04-10 01:57:47,792 INFO : Epoch=0141 complete, best val top1-acc=63.06%, top5-acc=88.07% (epoch=139), remaining_time=0:14:52.118586, arrival_time=2021-04-10 02:12:39.911066, cost_time=0:35:32.012192 2021-04-10 01:57:47,793 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 01:57:48,705 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=3.43ms, fps=2806 images/s, loss=0.6537, top1-acc=79.88%, top5-acc=97.54%, remaining_time=0:00:16.968594, arrival_time=2021-04-10 01:58:05.674250, cost_time=0:00:00.912293 2021-04-10 01:57:49,410 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.05ms, fps=3637 images/s, loss=0.6755, top1-acc=79.32%, top5-acc=97.13%, remaining_time=0:00:14.229248, arrival_time=2021-04-10 01:58:03.639450, cost_time=0:00:01.616960 2021-04-10 01:57:50,118 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.13ms, fps=3619 images/s, loss=0.6730, top1-acc=79.35%, top5-acc=97.17%, remaining_time=0:00:12.863672, arrival_time=2021-04-10 01:58:02.981740, cost_time=0:00:02.324762 2021-04-10 01:57:50,824 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.63ms, fps=3628 images/s, loss=0.6761, top1-acc=79.58%, top5-acc=97.14%, remaining_time=0:00:11.821212, arrival_time=2021-04-10 01:58:02.645524, cost_time=0:00:03.031074 2021-04-10 01:57:51,531 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=2.34ms, fps=3622 images/s, loss=0.6736, top1-acc=79.52%, top5-acc=97.10%, remaining_time=0:00:10.915836, arrival_time=2021-04-10 01:58:02.447503, cost_time=0:00:03.738285 2021-04-10 01:57:52,237 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.39ms, fps=3634 images/s, loss=0.6775, top1-acc=79.35%, top5-acc=97.15%, remaining_time=0:00:10.072296, arrival_time=2021-04-10 01:58:02.309257, cost_time=0:00:04.443668 2021-04-10 01:57:52,942 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=0.6741, top1-acc=79.59%, top5-acc=97.15%, remaining_time=0:00:09.267930, arrival_time=2021-04-10 01:58:02.210007, cost_time=0:00:05.148854 2021-04-10 01:57:53,651 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.78ms, fps=3613 images/s, loss=0.6698, top1-acc=79.68%, top5-acc=97.16%, remaining_time=0:00:08.493752, arrival_time=2021-04-10 01:58:02.144893, cost_time=0:00:05.857737 2021-04-10 01:57:54,359 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.63ms, fps=3616 images/s, loss=0.6692, top1-acc=79.62%, top5-acc=97.15%, remaining_time=0:00:07.733972, arrival_time=2021-04-10 01:58:02.093778, cost_time=0:00:06.566537 2021-04-10 01:57:55,063 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=2.32ms, fps=3643 images/s, loss=0.6691, top1-acc=79.69%, top5-acc=97.17%, remaining_time=0:00:06.979104, arrival_time=2021-04-10 01:58:02.042277, cost_time=0:00:07.269904 2021-04-10 01:57:55,791 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=2.04ms, fps=3518 images/s, loss=0.6724, top1-acc=79.64%, top5-acc=97.12%, remaining_time=0:00:06.253146, arrival_time=2021-04-10 01:58:02.044694, cost_time=0:00:07.998217 2021-04-10 01:57:56,493 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.81ms, fps=3648 images/s, loss=0.6733, top1-acc=79.64%, top5-acc=97.10%, remaining_time=0:00:05.510380, arrival_time=2021-04-10 01:58:02.004201, cost_time=0:00:08.700595 2021-04-10 01:57:57,212 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=2.25ms, fps=3566 images/s, loss=0.6778, top1-acc=79.52%, top5-acc=97.04%, remaining_time=0:00:04.781898, arrival_time=2021-04-10 01:58:01.993978, cost_time=0:00:09.418845 2021-04-10 01:57:57,919 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=2.10ms, fps=3623 images/s, loss=0.6781, top1-acc=79.55%, top5-acc=97.03%, remaining_time=0:00:04.050368, arrival_time=2021-04-10 01:58:01.969807, cost_time=0:00:10.125906 2021-04-10 01:57:58,634 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.07ms, fps=3588 images/s, loss=0.6800, top1-acc=79.58%, top5-acc=96.97%, remaining_time=0:00:03.324466, arrival_time=2021-04-10 01:58:01.958427, cost_time=0:00:10.840676 2021-04-10 01:57:59,343 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.53ms, fps=3610 images/s, loss=0.6809, top1-acc=79.51%, top5-acc=96.95%, remaining_time=0:00:02.598840, arrival_time=2021-04-10 01:58:01.942484, cost_time=0:00:11.550413 2021-04-10 01:58:00,040 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.57ms, fps=3677 images/s, loss=0.6835, top1-acc=79.49%, top5-acc=96.90%, remaining_time=0:00:01.873066, arrival_time=2021-04-10 01:58:01.913295, cost_time=0:00:12.246983 2021-04-10 01:58:00,764 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=2.02ms, fps=3541 images/s, loss=0.6850, top1-acc=79.44%, top5-acc=96.86%, remaining_time=0:00:01.152928, arrival_time=2021-04-10 01:58:01.916874, cost_time=0:00:12.970491 2021-04-10 01:58:01,472 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.68ms, fps=3620 images/s, loss=0.6857, top1-acc=79.44%, top5-acc=96.83%, remaining_time=0:00:00.431958, arrival_time=2021-04-10 01:58:01.903873, cost_time=0:00:13.678601 2021-04-10 01:58:01,858 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.78ms, fps=3527 images/s, loss=0.6850, top1-acc=79.48%, top5-acc=96.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:01.858133, cost_time=0:00:14.064875 2021-04-10 01:58:02,206 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.29ms, fps=7377 images/s, loss=1.2818, top1-acc=65.86%, top5-acc=89.69%, remaining_time=0:00:01.041000, arrival_time=2021-04-10 01:58:03.247627, cost_time=0:00:00.347003 2021-04-10 01:58:02,414 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.44ms, fps=12346 images/s, loss=1.3222, top1-acc=64.80%, top5-acc=89.20%, remaining_time=0:00:00.554720, arrival_time=2021-04-10 01:58:02.969096, cost_time=0:00:00.554713 2021-04-10 01:58:02,698 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.21ms, fps=9030 images/s, loss=1.3277, top1-acc=64.34%, top5-acc=89.15%, remaining_time=0:00:00.279570, arrival_time=2021-04-10 01:58:02.977878, cost_time=0:00:00.838701 2021-04-10 01:58:02,920 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=10481 images/s, loss=1.3592, top1-acc=63.75%, top5-acc=88.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:02.920008, cost_time=0:00:01.060398 2021-04-10 01:58:02,974 INFO : Epoch=0142 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:14:37.022814, arrival_time=2021-04-10 02:12:39.996900, cost_time=0:35:47.193787 2021-04-10 01:58:02,974 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 01:58:03,878 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=0.57ms, fps=2832 images/s, loss=0.6712, top1-acc=78.40%, top5-acc=97.46%, remaining_time=0:00:16.811796, arrival_time=2021-04-10 01:58:20.690570, cost_time=0:00:00.903857 2021-04-10 01:58:04,577 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.99ms, fps=3666 images/s, loss=0.6797, top1-acc=78.61%, top5-acc=97.01%, remaining_time=0:00:14.105872, arrival_time=2021-04-10 01:58:18.683664, cost_time=0:00:01.602936 2021-04-10 01:58:05,287 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=2.16ms, fps=3612 images/s, loss=0.6726, top1-acc=79.06%, top5-acc=97.11%, remaining_time=0:00:12.794450, arrival_time=2021-04-10 01:58:18.081609, cost_time=0:00:02.312242 2021-04-10 01:58:05,997 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.44ms, fps=3609 images/s, loss=0.6709, top1-acc=79.50%, top5-acc=97.00%, remaining_time=0:00:11.786892, arrival_time=2021-04-10 01:58:17.784033, cost_time=0:00:03.022284 2021-04-10 01:58:06,705 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.56ms, fps=3620 images/s, loss=0.6751, top1-acc=79.30%, top5-acc=96.95%, remaining_time=0:00:10.891892, arrival_time=2021-04-10 01:58:17.596872, cost_time=0:00:03.730086 2021-04-10 01:58:07,408 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.86ms, fps=3643 images/s, loss=0.6677, top1-acc=79.52%, top5-acc=97.03%, remaining_time=0:00:10.048904, arrival_time=2021-04-10 01:58:17.457141, cost_time=0:00:04.433363 2021-04-10 01:58:08,116 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.86ms, fps=3620 images/s, loss=0.6644, top1-acc=79.64%, top5-acc=97.09%, remaining_time=0:00:09.254196, arrival_time=2021-04-10 01:58:17.370289, cost_time=0:00:05.141238 2021-04-10 01:58:08,817 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.82ms, fps=3654 images/s, loss=0.6626, top1-acc=79.77%, top5-acc=97.10%, remaining_time=0:00:08.471364, arrival_time=2021-04-10 01:58:17.288686, cost_time=0:00:05.842343 2021-04-10 01:58:09,516 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.73ms, fps=3668 images/s, loss=0.6632, top1-acc=79.77%, top5-acc=97.10%, remaining_time=0:00:07.704080, arrival_time=2021-04-10 01:58:17.220135, cost_time=0:00:06.541198 2021-04-10 01:58:10,226 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.16ms, fps=3605 images/s, loss=0.6650, top1-acc=79.71%, top5-acc=97.10%, remaining_time=0:00:06.961920, arrival_time=2021-04-10 01:58:17.188762, cost_time=0:00:07.251976 2021-04-10 01:58:10,921 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.56ms, fps=3691 images/s, loss=0.6669, top1-acc=79.70%, top5-acc=97.09%, remaining_time=0:00:06.212468, arrival_time=2021-04-10 01:58:17.133570, cost_time=0:00:07.946199 2021-04-10 01:58:11,624 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.43ms, fps=3645 images/s, loss=0.6696, top1-acc=79.64%, top5-acc=97.09%, remaining_time=0:00:05.477852, arrival_time=2021-04-10 01:58:17.101942, cost_time=0:00:08.649282 2021-04-10 01:58:12,333 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.48ms, fps=3612 images/s, loss=0.6699, top1-acc=79.67%, top5-acc=97.11%, remaining_time=0:00:04.751142, arrival_time=2021-04-10 01:58:17.084325, cost_time=0:00:09.358367 2021-04-10 01:58:13,036 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=2.02ms, fps=3642 images/s, loss=0.6720, top1-acc=79.58%, top5-acc=97.10%, remaining_time=0:00:04.024720, arrival_time=2021-04-10 01:58:17.061489, cost_time=0:00:10.061771 2021-04-10 01:58:13,744 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.96ms, fps=3624 images/s, loss=0.6734, top1-acc=79.55%, top5-acc=97.08%, remaining_time=0:00:03.302570, arrival_time=2021-04-10 01:58:17.046621, cost_time=0:00:10.769206 2021-04-10 01:58:14,460 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.51ms, fps=3577 images/s, loss=0.6729, top1-acc=79.59%, top5-acc=97.08%, remaining_time=0:00:02.584188, arrival_time=2021-04-10 01:58:17.044346, cost_time=0:00:11.485298 2021-04-10 01:58:15,178 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.63ms, fps=3568 images/s, loss=0.6761, top1-acc=79.53%, top5-acc=97.05%, remaining_time=0:00:01.866384, arrival_time=2021-04-10 01:58:17.044596, cost_time=0:00:12.203314 2021-04-10 01:58:15,881 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=2.20ms, fps=3642 images/s, loss=0.6765, top1-acc=79.55%, top5-acc=97.04%, remaining_time=0:00:01.147280, arrival_time=2021-04-10 01:58:17.028968, cost_time=0:00:12.906812 2021-04-10 01:58:16,588 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.65ms, fps=3627 images/s, loss=0.6768, top1-acc=79.54%, top5-acc=97.04%, remaining_time=0:00:00.429888, arrival_time=2021-04-10 01:58:17.017888, cost_time=0:00:13.613184 2021-04-10 01:58:16,963 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.09ms, fps=3622 images/s, loss=0.6773, top1-acc=79.55%, top5-acc=97.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:16.963875, cost_time=0:00:13.989080 2021-04-10 01:58:17,337 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.42ms, fps=6863 images/s, loss=1.4310, top1-acc=61.56%, top5-acc=87.93%, remaining_time=0:00:01.119030, arrival_time=2021-04-10 01:58:18.456963, cost_time=0:00:00.373014 2021-04-10 01:58:17,570 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.31ms, fps=11009 images/s, loss=1.3974, top1-acc=62.15%, top5-acc=88.73%, remaining_time=0:00:00.605920, arrival_time=2021-04-10 01:58:18.176794, cost_time=0:00:00.605922 2021-04-10 01:58:17,902 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=0.35ms, fps=7743 images/s, loss=1.4160, top1-acc=62.08%, top5-acc=88.46%, remaining_time=0:00:00.312350, arrival_time=2021-04-10 01:58:18.214348, cost_time=0:00:00.937038 2021-04-10 01:58:18,083 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=12800 images/s, loss=1.4081, top1-acc=62.41%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:18.083704, cost_time=0:00:01.118769 2021-04-10 01:58:18,118 INFO : Epoch=0143 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:14:21.911079, arrival_time=2021-04-10 02:12:40.029681, cost_time=0:36:02.338315 2021-04-10 01:58:18,119 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 01:58:19,059 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=2.10ms, fps=2724 images/s, loss=0.6509, top1-acc=80.39%, top5-acc=96.68%, remaining_time=0:00:17.482512, arrival_time=2021-04-10 01:58:36.541813, cost_time=0:00:00.939915 2021-04-10 01:58:19,760 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.88ms, fps=3657 images/s, loss=0.6461, top1-acc=80.55%, top5-acc=97.07%, remaining_time=0:00:14.437104, arrival_time=2021-04-10 01:58:34.197131, cost_time=0:00:01.640576 2021-04-10 01:58:20,475 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.97ms, fps=3581 images/s, loss=0.6358, top1-acc=81.37%, top5-acc=97.04%, remaining_time=0:00:13.037972, arrival_time=2021-04-10 01:58:33.513617, cost_time=0:00:02.356247 2021-04-10 01:58:21,177 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.54ms, fps=3652 images/s, loss=0.6425, top1-acc=80.96%, top5-acc=97.05%, remaining_time=0:00:11.925576, arrival_time=2021-04-10 01:58:33.102719, cost_time=0:00:03.057821 2021-04-10 01:58:21,879 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.18ms, fps=3645 images/s, loss=0.6454, top1-acc=80.61%, top5-acc=97.05%, remaining_time=0:00:10.980660, arrival_time=2021-04-10 01:58:32.860514, cost_time=0:00:03.760482 2021-04-10 01:58:22,578 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.42ms, fps=3669 images/s, loss=0.6493, top1-acc=80.65%, top5-acc=97.04%, remaining_time=0:00:10.106704, arrival_time=2021-04-10 01:58:32.684843, cost_time=0:00:04.458814 2021-04-10 01:58:23,275 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.88ms, fps=3673 images/s, loss=0.6489, top1-acc=80.67%, top5-acc=97.03%, remaining_time=0:00:09.281034, arrival_time=2021-04-10 01:58:32.556558, cost_time=0:00:05.156140 2021-04-10 01:58:23,976 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.41ms, fps=3655 images/s, loss=0.6506, top1-acc=80.52%, top5-acc=97.06%, remaining_time=0:00:08.493056, arrival_time=2021-04-10 01:58:32.469683, cost_time=0:00:05.857248 2021-04-10 01:58:24,679 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.45ms, fps=3644 images/s, loss=0.6541, top1-acc=80.42%, top5-acc=97.04%, remaining_time=0:00:07.726552, arrival_time=2021-04-10 01:58:32.406246, cost_time=0:00:06.560301 2021-04-10 01:58:25,386 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.54ms, fps=3628 images/s, loss=0.6545, top1-acc=80.41%, top5-acc=97.03%, remaining_time=0:00:06.975936, arrival_time=2021-04-10 01:58:32.361896, cost_time=0:00:07.266646 2021-04-10 01:58:26,105 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.72ms, fps=3560 images/s, loss=0.6588, top1-acc=80.25%, top5-acc=97.02%, remaining_time=0:00:06.243772, arrival_time=2021-04-10 01:58:32.349373, cost_time=0:00:07.986226 2021-04-10 01:58:26,823 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=2.15ms, fps=3567 images/s, loss=0.6605, top1-acc=80.20%, top5-acc=97.00%, remaining_time=0:00:05.512812, arrival_time=2021-04-10 01:58:32.336683, cost_time=0:00:08.704498 2021-04-10 01:58:27,528 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.94ms, fps=3638 images/s, loss=0.6611, top1-acc=80.18%, top5-acc=97.00%, remaining_time=0:00:04.776750, arrival_time=2021-04-10 01:58:32.304964, cost_time=0:00:09.408802 2021-04-10 01:58:28,246 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.91ms, fps=3567 images/s, loss=0.6621, top1-acc=80.10%, top5-acc=97.01%, remaining_time=0:00:04.050816, arrival_time=2021-04-10 01:58:32.297500, cost_time=0:00:10.127056 2021-04-10 01:58:28,978 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.58ms, fps=3503 images/s, loss=0.6621, top1-acc=80.17%, top5-acc=97.00%, remaining_time=0:00:03.330124, arrival_time=2021-04-10 01:58:32.308609, cost_time=0:00:10.859088 2021-04-10 01:58:29,684 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=2.05ms, fps=3628 images/s, loss=0.6622, top1-acc=80.17%, top5-acc=97.00%, remaining_time=0:00:02.602224, arrival_time=2021-04-10 01:58:32.287006, cost_time=0:00:11.565419 2021-04-10 01:58:30,394 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=2.78ms, fps=3612 images/s, loss=0.6637, top1-acc=80.06%, top5-acc=96.98%, remaining_time=0:00:01.877304, arrival_time=2021-04-10 01:58:32.271538, cost_time=0:00:12.274743 2021-04-10 01:58:31,101 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=2.09ms, fps=3622 images/s, loss=0.6644, top1-acc=80.05%, top5-acc=96.96%, remaining_time=0:00:01.154000, arrival_time=2021-04-10 01:58:32.255812, cost_time=0:00:12.982445 2021-04-10 01:58:31,801 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.25ms, fps=3663 images/s, loss=0.6660, top1-acc=80.00%, top5-acc=96.96%, remaining_time=0:00:00.432060, arrival_time=2021-04-10 01:58:32.233408, cost_time=0:00:13.681900 2021-04-10 01:58:32,179 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.08ms, fps=3605 images/s, loss=0.6666, top1-acc=80.01%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:32.179305, cost_time=0:00:14.059979 2021-04-10 01:58:32,506 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=3.84ms, fps=7860 images/s, loss=1.4338, top1-acc=61.84%, top5-acc=88.32%, remaining_time=0:00:00.977070, arrival_time=2021-04-10 01:58:33.483199, cost_time=0:00:00.325692 2021-04-10 01:58:32,740 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=0.38ms, fps=10965 images/s, loss=1.4013, top1-acc=62.93%, top5-acc=88.81%, remaining_time=0:00:00.559500, arrival_time=2021-04-10 01:58:33.299493, cost_time=0:00:00.559502 2021-04-10 01:58:32,975 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=0.32ms, fps=10900 images/s, loss=1.4149, top1-acc=62.76%, top5-acc=88.91%, remaining_time=0:00:00.264960, arrival_time=2021-04-10 01:58:33.240313, cost_time=0:00:00.794871 2021-04-10 01:58:33,220 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.12ms, fps=9492 images/s, loss=1.4261, top1-acc=62.95%, top5-acc=88.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:33.220244, cost_time=0:00:01.039789 2021-04-10 01:58:33,254 INFO : Epoch=0144 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:14:06.795432, arrival_time=2021-04-10 02:12:40.049708, cost_time=0:36:17.473956 2021-04-10 01:58:33,255 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 01:58:34,146 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=4.09ms, fps=2874 images/s, loss=0.6324, top1-acc=80.86%, top5-acc=97.11%, remaining_time=0:00:16.568322, arrival_time=2021-04-10 01:58:50.714626, cost_time=0:00:00.890769 2021-04-10 01:58:34,852 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=3.98ms, fps=3631 images/s, loss=0.6300, top1-acc=81.11%, top5-acc=97.27%, remaining_time=0:00:14.055712, arrival_time=2021-04-10 01:58:48.908334, cost_time=0:00:01.597235 2021-04-10 01:58:35,566 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.15ms, fps=3590 images/s, loss=0.6343, top1-acc=80.96%, top5-acc=97.17%, remaining_time=0:00:12.786648, arrival_time=2021-04-10 01:58:48.353023, cost_time=0:00:02.310833 2021-04-10 01:58:36,274 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.92ms, fps=3619 images/s, loss=0.6322, top1-acc=80.98%, top5-acc=97.17%, remaining_time=0:00:11.774568, arrival_time=2021-04-10 01:58:48.049120, cost_time=0:00:03.019129 2021-04-10 01:58:36,984 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.16ms, fps=3609 images/s, loss=0.6352, top1-acc=80.90%, top5-acc=97.16%, remaining_time=0:00:10.888680, arrival_time=2021-04-10 01:58:47.873231, cost_time=0:00:03.728995 2021-04-10 01:58:37,693 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=2.27ms, fps=3616 images/s, loss=0.6363, top1-acc=80.74%, top5-acc=97.17%, remaining_time=0:00:10.059104, arrival_time=2021-04-10 01:58:47.752346, cost_time=0:00:04.437825 2021-04-10 01:58:38,399 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.47ms, fps=3631 images/s, loss=0.6359, top1-acc=80.75%, top5-acc=97.22%, remaining_time=0:00:09.258480, arrival_time=2021-04-10 01:58:47.657506, cost_time=0:00:05.143571 2021-04-10 01:58:39,094 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.45ms, fps=3685 images/s, loss=0.6375, top1-acc=80.79%, top5-acc=97.20%, remaining_time=0:00:08.466492, arrival_time=2021-04-10 01:58:47.560824, cost_time=0:00:05.838940 2021-04-10 01:58:39,800 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=2.03ms, fps=3630 images/s, loss=0.6419, top1-acc=80.59%, top5-acc=97.16%, remaining_time=0:00:07.708108, arrival_time=2021-04-10 01:58:47.508136, cost_time=0:00:06.544653 2021-04-10 01:58:40,500 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.95ms, fps=3660 images/s, loss=0.6416, top1-acc=80.59%, top5-acc=97.15%, remaining_time=0:00:06.954720, arrival_time=2021-04-10 01:58:47.454651, cost_time=0:00:07.244467 2021-04-10 01:58:41,202 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.94ms, fps=3647 images/s, loss=0.6420, top1-acc=80.47%, top5-acc=97.19%, remaining_time=0:00:06.213070, arrival_time=2021-04-10 01:58:47.415434, cost_time=0:00:07.946965 2021-04-10 01:58:41,900 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.52ms, fps=3668 images/s, loss=0.6422, top1-acc=80.41%, top5-acc=97.19%, remaining_time=0:00:05.475420, arrival_time=2021-04-10 01:58:47.376199, cost_time=0:00:08.645402 2021-04-10 01:58:42,600 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=2.11ms, fps=3664 images/s, loss=0.6424, top1-acc=80.47%, top5-acc=97.18%, remaining_time=0:00:04.744146, arrival_time=2021-04-10 01:58:47.344082, cost_time=0:00:09.344513 2021-04-10 01:58:43,311 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=2.87ms, fps=3601 images/s, loss=0.6462, top1-acc=80.34%, top5-acc=97.14%, remaining_time=0:00:04.022424, arrival_time=2021-04-10 01:58:47.334042, cost_time=0:00:10.056105 2021-04-10 01:58:44,019 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.90ms, fps=3622 images/s, loss=0.6467, top1-acc=80.29%, top5-acc=97.16%, remaining_time=0:00:03.301006, arrival_time=2021-04-10 01:58:47.320525, cost_time=0:00:10.764101 2021-04-10 01:58:44,719 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.41ms, fps=3658 images/s, loss=0.6487, top1-acc=80.22%, top5-acc=97.15%, remaining_time=0:00:02.579508, arrival_time=2021-04-10 01:58:47.299414, cost_time=0:00:11.464522 2021-04-10 01:58:45,427 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.56ms, fps=3619 images/s, loss=0.6529, top1-acc=80.13%, top5-acc=97.10%, remaining_time=0:00:01.861652, arrival_time=2021-04-10 01:58:47.289438, cost_time=0:00:12.172385 2021-04-10 01:58:46,139 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.55ms, fps=3603 images/s, loss=0.6559, top1-acc=80.02%, top5-acc=97.07%, remaining_time=0:00:01.145184, arrival_time=2021-04-10 01:58:47.284159, cost_time=0:00:12.883409 2021-04-10 01:58:46,842 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.41ms, fps=3643 images/s, loss=0.6566, top1-acc=80.02%, top5-acc=97.07%, remaining_time=0:00:00.429060, arrival_time=2021-04-10 01:58:47.271435, cost_time=0:00:13.586979 2021-04-10 01:58:47,220 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.08ms, fps=3602 images/s, loss=0.6577, top1-acc=79.99%, top5-acc=97.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:47.220365, cost_time=0:00:13.964997 2021-04-10 01:58:47,547 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.20ms, fps=7854 images/s, loss=1.5176, top1-acc=59.92%, top5-acc=87.15%, remaining_time=0:00:00.977760, arrival_time=2021-04-10 01:58:48.525137, cost_time=0:00:00.325917 2021-04-10 01:58:47,781 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.31ms, fps=10983 images/s, loss=1.5413, top1-acc=59.75%, top5-acc=86.64%, remaining_time=0:00:00.559480, arrival_time=2021-04-10 01:58:48.340424, cost_time=0:00:00.559475 2021-04-10 01:58:48,009 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=0.33ms, fps=11216 images/s, loss=1.5484, top1-acc=60.03%, top5-acc=86.85%, remaining_time=0:00:00.262740, arrival_time=2021-04-10 01:58:48.272391, cost_time=0:00:00.788234 2021-04-10 01:58:48,176 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=13940 images/s, loss=1.5055, top1-acc=60.39%, top5-acc=87.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:48.176428, cost_time=0:00:00.955032 2021-04-10 01:58:48,206 INFO : Epoch=0145 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:13:51.609900, arrival_time=2021-04-10 02:12:39.816214, cost_time=0:36:32.426035 2021-04-10 01:58:48,206 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 01:58:49,136 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.22ms, fps=2754 images/s, loss=0.6243, top1-acc=81.25%, top5-acc=98.01%, remaining_time=0:00:17.287770, arrival_time=2021-04-10 01:59:06.424346, cost_time=0:00:00.929446 2021-04-10 01:58:49,842 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.54ms, fps=3631 images/s, loss=0.6182, top1-acc=81.17%, top5-acc=97.83%, remaining_time=0:00:14.389408, arrival_time=2021-04-10 01:59:04.231591, cost_time=0:00:01.635154 2021-04-10 01:58:50,547 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.53ms, fps=3636 images/s, loss=0.6183, top1-acc=81.13%, top5-acc=97.73%, remaining_time=0:00:12.946008, arrival_time=2021-04-10 01:59:03.492885, cost_time=0:00:02.339644 2021-04-10 01:58:51,254 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.66ms, fps=3624 images/s, loss=0.6139, top1-acc=81.20%, top5-acc=97.81%, remaining_time=0:00:11.883456, arrival_time=2021-04-10 01:59:03.137565, cost_time=0:00:03.047021 2021-04-10 01:58:51,965 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.46ms, fps=3605 images/s, loss=0.6151, top1-acc=81.18%, top5-acc=97.67%, remaining_time=0:00:10.972922, arrival_time=2021-04-10 01:59:02.937893, cost_time=0:00:03.757857 2021-04-10 01:58:52,660 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.99ms, fps=3686 images/s, loss=0.6164, top1-acc=81.24%, top5-acc=97.66%, remaining_time=0:00:10.093920, arrival_time=2021-04-10 01:59:02.754160, cost_time=0:00:04.453189 2021-04-10 01:58:53,374 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=11.99ms, fps=3589 images/s, loss=0.6221, top1-acc=81.06%, top5-acc=97.60%, remaining_time=0:00:09.300438, arrival_time=2021-04-10 01:59:02.674508, cost_time=0:00:05.166919 2021-04-10 01:58:54,080 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=2.09ms, fps=3627 images/s, loss=0.6247, top1-acc=80.86%, top5-acc=97.59%, remaining_time=0:00:08.516604, arrival_time=2021-04-10 01:59:02.597201, cost_time=0:00:05.873484 2021-04-10 01:58:54,777 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.44ms, fps=3676 images/s, loss=0.6324, top1-acc=80.63%, top5-acc=97.45%, remaining_time=0:00:07.738742, arrival_time=2021-04-10 01:59:02.516396, cost_time=0:00:06.570627 2021-04-10 01:58:55,497 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.99ms, fps=3558 images/s, loss=0.6343, top1-acc=80.65%, top5-acc=97.45%, remaining_time=0:00:06.998880, arrival_time=2021-04-10 01:59:02.496517, cost_time=0:00:07.290525 2021-04-10 01:58:56,218 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=4.84ms, fps=3555 images/s, loss=0.6385, top1-acc=80.52%, top5-acc=97.37%, remaining_time=0:00:06.263294, arrival_time=2021-04-10 01:59:02.481562, cost_time=0:00:08.011167 2021-04-10 01:58:56,935 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=2.37ms, fps=3571 images/s, loss=0.6382, top1-acc=80.55%, top5-acc=97.35%, remaining_time=0:00:05.528164, arrival_time=2021-04-10 01:59:02.463964, cost_time=0:00:08.728705 2021-04-10 01:58:57,645 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.49ms, fps=3616 images/s, loss=0.6397, top1-acc=80.52%, top5-acc=97.34%, remaining_time=0:00:04.791468, arrival_time=2021-04-10 01:59:02.436411, cost_time=0:00:09.437766 2021-04-10 01:58:58,361 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=2.57ms, fps=3578 images/s, loss=0.6415, top1-acc=80.46%, top5-acc=97.29%, remaining_time=0:00:04.061624, arrival_time=2021-04-10 01:59:02.422708, cost_time=0:00:10.154027 2021-04-10 01:58:59,112 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=3.08ms, fps=3409 images/s, loss=0.6405, top1-acc=80.49%, top5-acc=97.28%, remaining_time=0:00:03.344338, arrival_time=2021-04-10 01:59:02.456928, cost_time=0:00:10.905448 2021-04-10 01:58:59,821 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=2.13ms, fps=3617 images/s, loss=0.6411, top1-acc=80.47%, top5-acc=97.28%, remaining_time=0:00:02.613132, arrival_time=2021-04-10 01:59:02.434088, cost_time=0:00:11.613849 2021-04-10 01:59:00,532 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.91ms, fps=3602 images/s, loss=0.6435, top1-acc=80.42%, top5-acc=97.23%, remaining_time=0:00:01.885026, arrival_time=2021-04-10 01:59:02.417313, cost_time=0:00:12.325164 2021-04-10 01:59:01,234 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.48ms, fps=3648 images/s, loss=0.6433, top1-acc=80.46%, top5-acc=97.24%, remaining_time=0:00:01.158016, arrival_time=2021-04-10 01:59:02.392736, cost_time=0:00:13.027671 2021-04-10 01:59:01,941 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.86ms, fps=3627 images/s, loss=0.6465, top1-acc=80.35%, top5-acc=97.19%, remaining_time=0:00:00.433704, arrival_time=2021-04-10 01:59:02.374751, cost_time=0:00:13.733934 2021-04-10 01:59:02,323 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.10ms, fps=3557 images/s, loss=0.6486, top1-acc=80.31%, top5-acc=97.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:02.323913, cost_time=0:00:14.116876 2021-04-10 01:59:02,630 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.82ms, fps=8380 images/s, loss=1.3867, top1-acc=63.83%, top5-acc=88.95%, remaining_time=0:00:00.916410, arrival_time=2021-04-10 01:59:03.546959, cost_time=0:00:00.305471 2021-04-10 01:59:02,842 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=2.31ms, fps=12083 images/s, loss=1.3891, top1-acc=63.81%, top5-acc=88.40%, remaining_time=0:00:00.517840, arrival_time=2021-04-10 01:59:03.360764, cost_time=0:00:00.517837 2021-04-10 01:59:03,114 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=4.29ms, fps=9437 images/s, loss=1.4085, top1-acc=63.40%, top5-acc=88.15%, remaining_time=0:00:00.263210, arrival_time=2021-04-10 01:59:03.377940, cost_time=0:00:00.789616 2021-04-10 01:59:03,350 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=9842 images/s, loss=1.4234, top1-acc=63.45%, top5-acc=88.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:03.350906, cost_time=0:00:01.025901 2021-04-10 01:59:03,378 INFO : Epoch=0146 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:13:36.508836, arrival_time=2021-04-10 02:12:39.887030, cost_time=0:36:47.597911 2021-04-10 01:59:03,378 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 01:59:04,304 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.94ms, fps=2767 images/s, loss=0.6218, top1-acc=80.78%, top5-acc=97.70%, remaining_time=0:00:17.205558, arrival_time=2021-04-10 01:59:21.509634, cost_time=0:00:00.925029 2021-04-10 01:59:05,005 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.45ms, fps=3654 images/s, loss=0.6181, top1-acc=81.07%, top5-acc=97.73%, remaining_time=0:00:14.313728, arrival_time=2021-04-10 01:59:19.319228, cost_time=0:00:01.626565 2021-04-10 01:59:05,709 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.67ms, fps=3642 images/s, loss=0.6287, top1-acc=80.64%, top5-acc=97.55%, remaining_time=0:00:12.892888, arrival_time=2021-04-10 01:59:18.601894, cost_time=0:00:02.330054 2021-04-10 01:59:06,415 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.81ms, fps=3625 images/s, loss=0.6303, top1-acc=80.86%, top5-acc=97.50%, remaining_time=0:00:11.843832, arrival_time=2021-04-10 01:59:18.259712, cost_time=0:00:03.036883 2021-04-10 01:59:07,119 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.44ms, fps=3643 images/s, loss=0.6304, top1-acc=80.93%, top5-acc=97.39%, remaining_time=0:00:10.921676, arrival_time=2021-04-10 01:59:18.040920, cost_time=0:00:03.740319 2021-04-10 01:59:07,824 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.92ms, fps=3633 images/s, loss=0.6271, top1-acc=80.97%, top5-acc=97.43%, remaining_time=0:00:10.076376, arrival_time=2021-04-10 01:59:17.900816, cost_time=0:00:04.445481 2021-04-10 01:59:08,535 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.88ms, fps=3604 images/s, loss=0.6287, top1-acc=80.93%, top5-acc=97.35%, remaining_time=0:00:09.281664, arrival_time=2021-04-10 01:59:17.817253, cost_time=0:00:05.156466 2021-04-10 01:59:09,234 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=3.03ms, fps=3668 images/s, loss=0.6303, top1-acc=80.95%, top5-acc=97.30%, remaining_time=0:00:08.490156, arrival_time=2021-04-10 01:59:17.724430, cost_time=0:00:05.855289 2021-04-10 01:59:09,937 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.91ms, fps=3644 images/s, loss=0.6299, top1-acc=81.00%, top5-acc=97.31%, remaining_time=0:00:07.724962, arrival_time=2021-04-10 01:59:17.662821, cost_time=0:00:06.558921 2021-04-10 01:59:10,648 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.46ms, fps=3606 images/s, loss=0.6311, top1-acc=80.98%, top5-acc=97.28%, remaining_time=0:00:06.978528, arrival_time=2021-04-10 01:59:17.626851, cost_time=0:00:07.269322 2021-04-10 01:59:11,367 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.55ms, fps=3566 images/s, loss=0.6323, top1-acc=80.92%, top5-acc=97.29%, remaining_time=0:00:06.245062, arrival_time=2021-04-10 01:59:17.612006, cost_time=0:00:07.987876 2021-04-10 01:59:12,077 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.93ms, fps=3609 images/s, loss=0.6331, top1-acc=80.84%, top5-acc=97.29%, remaining_time=0:00:05.508784, arrival_time=2021-04-10 01:59:17.585823, cost_time=0:00:08.698128 2021-04-10 01:59:12,779 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.30ms, fps=3651 images/s, loss=0.6334, top1-acc=80.84%, top5-acc=97.32%, remaining_time=0:00:04.772196, arrival_time=2021-04-10 01:59:17.551082, cost_time=0:00:09.399810 2021-04-10 01:59:13,485 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.45ms, fps=3626 images/s, loss=0.6350, top1-acc=80.82%, top5-acc=97.29%, remaining_time=0:00:04.042640, arrival_time=2021-04-10 01:59:17.528284, cost_time=0:00:10.106656 2021-04-10 01:59:14,191 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.99ms, fps=3634 images/s, loss=0.6357, top1-acc=80.80%, top5-acc=97.27%, remaining_time=0:00:03.315588, arrival_time=2021-04-10 01:59:17.506597, cost_time=0:00:10.811754 2021-04-10 01:59:14,892 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.81ms, fps=3655 images/s, loss=0.6377, top1-acc=80.70%, top5-acc=97.25%, remaining_time=0:00:02.590524, arrival_time=2021-04-10 01:59:17.482962, cost_time=0:00:11.513463 2021-04-10 01:59:15,601 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.96ms, fps=3612 images/s, loss=0.6388, top1-acc=80.72%, top5-acc=97.22%, remaining_time=0:00:01.869374, arrival_time=2021-04-10 01:59:17.471183, cost_time=0:00:12.222884 2021-04-10 01:59:16,300 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.41ms, fps=3670 images/s, loss=0.6410, top1-acc=80.54%, top5-acc=97.24%, remaining_time=0:00:01.148544, arrival_time=2021-04-10 01:59:17.448650, cost_time=0:00:12.921037 2021-04-10 01:59:16,998 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.68ms, fps=3670 images/s, loss=0.6446, top1-acc=80.45%, top5-acc=97.18%, remaining_time=0:00:00.430092, arrival_time=2021-04-10 01:59:17.428566, cost_time=0:00:13.619510 2021-04-10 01:59:17,378 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.11ms, fps=3581 images/s, loss=0.6467, top1-acc=80.41%, top5-acc=97.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:17.378844, cost_time=0:00:13.999912 2021-04-10 01:59:17,690 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=15.81ms, fps=8260 images/s, loss=1.4004, top1-acc=62.38%, top5-acc=88.48%, remaining_time=0:00:00.929700, arrival_time=2021-04-10 01:59:18.619885, cost_time=0:00:00.309896 2021-04-10 01:59:17,910 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.89ms, fps=11619 images/s, loss=1.4034, top1-acc=62.60%, top5-acc=88.44%, remaining_time=0:00:00.530600, arrival_time=2021-04-10 01:59:18.441503, cost_time=0:00:00.530609 2021-04-10 01:59:18,144 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=2.55ms, fps=10983 images/s, loss=1.3891, top1-acc=63.19%, top5-acc=88.48%, remaining_time=0:00:00.254700, arrival_time=2021-04-10 01:59:18.399137, cost_time=0:00:00.764112 2021-04-10 01:59:18,330 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.06ms, fps=12508 images/s, loss=1.4124, top1-acc=63.13%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:18.330342, cost_time=0:00:00.950094 2021-04-10 01:59:18,358 INFO : Epoch=0147 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:13:21.337687, arrival_time=2021-04-10 02:12:39.696137, cost_time=0:37:02.578168 2021-04-10 01:59:18,359 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 01:59:19,245 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=2.75ms, fps=2890 images/s, loss=0.6140, top1-acc=81.68%, top5-acc=97.97%, remaining_time=0:00:16.478112, arrival_time=2021-04-10 01:59:35.723362, cost_time=0:00:00.885923 2021-04-10 01:59:19,948 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=4.28ms, fps=3646 images/s, loss=0.6117, top1-acc=81.76%, top5-acc=97.66%, remaining_time=0:00:13.983024, arrival_time=2021-04-10 01:59:33.931225, cost_time=0:00:01.588977 2021-04-10 01:59:20,652 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.60ms, fps=3639 images/s, loss=0.6138, top1-acc=81.54%, top5-acc=97.58%, remaining_time=0:00:12.687878, arrival_time=2021-04-10 01:59:33.340253, cost_time=0:00:02.293002 2021-04-10 01:59:21,361 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.40ms, fps=3616 images/s, loss=0.6141, top1-acc=81.42%, top5-acc=97.49%, remaining_time=0:00:11.707488, arrival_time=2021-04-10 01:59:33.068569, cost_time=0:00:03.001909 2021-04-10 01:59:22,064 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=2.36ms, fps=3642 images/s, loss=0.6166, top1-acc=81.37%, top5-acc=97.43%, remaining_time=0:00:10.819476, arrival_time=2021-04-10 01:59:32.884036, cost_time=0:00:03.705306 2021-04-10 01:59:22,772 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.92ms, fps=3620 images/s, loss=0.6162, top1-acc=81.38%, top5-acc=97.46%, remaining_time=0:00:10.003344, arrival_time=2021-04-10 01:59:32.775805, cost_time=0:00:04.413247 2021-04-10 01:59:23,478 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.93ms, fps=3632 images/s, loss=0.6212, top1-acc=81.14%, top5-acc=97.49%, remaining_time=0:00:09.213624, arrival_time=2021-04-10 01:59:32.691623, cost_time=0:00:05.118684 2021-04-10 01:59:24,203 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.65ms, fps=3531 images/s, loss=0.6203, top1-acc=81.24%, top5-acc=97.47%, remaining_time=0:00:08.474612, arrival_time=2021-04-10 01:59:32.678376, cost_time=0:00:05.844576 2021-04-10 01:59:24,911 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=2.02ms, fps=3619 images/s, loss=0.6187, top1-acc=81.30%, top5-acc=97.46%, remaining_time=0:00:07.717330, arrival_time=2021-04-10 01:59:32.628911, cost_time=0:00:06.552419 2021-04-10 01:59:25,615 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.10ms, fps=3638 images/s, loss=0.6225, top1-acc=81.19%, top5-acc=97.41%, remaining_time=0:00:06.966144, arrival_time=2021-04-10 01:59:32.581885, cost_time=0:00:07.256404 2021-04-10 01:59:26,329 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.70ms, fps=3593 images/s, loss=0.6221, top1-acc=81.22%, top5-acc=97.42%, remaining_time=0:00:06.231044, arrival_time=2021-04-10 01:59:32.560165, cost_time=0:00:07.969896 2021-04-10 01:59:27,038 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.68ms, fps=3610 images/s, loss=0.6226, top1-acc=81.15%, top5-acc=97.46%, remaining_time=0:00:05.497080, arrival_time=2021-04-10 01:59:32.535832, cost_time=0:00:08.679599 2021-04-10 01:59:27,743 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.98ms, fps=3634 images/s, loss=0.6240, top1-acc=81.10%, top5-acc=97.44%, remaining_time=0:00:04.764342, arrival_time=2021-04-10 01:59:32.508040, cost_time=0:00:09.384373 2021-04-10 01:59:28,454 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=2.10ms, fps=3606 images/s, loss=0.6249, top1-acc=81.10%, top5-acc=97.41%, remaining_time=0:00:04.038048, arrival_time=2021-04-10 01:59:32.492367, cost_time=0:00:10.095086 2021-04-10 01:59:29,173 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.61ms, fps=3563 images/s, loss=0.6260, top1-acc=81.06%, top5-acc=97.39%, remaining_time=0:00:03.316324, arrival_time=2021-04-10 01:59:32.489714, cost_time=0:00:10.814170 2021-04-10 01:59:29,878 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.54ms, fps=3634 images/s, loss=0.6288, top1-acc=80.94%, top5-acc=97.36%, remaining_time=0:00:02.591820, arrival_time=2021-04-10 01:59:32.470195, cost_time=0:00:11.519177 2021-04-10 01:59:30,591 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.52ms, fps=3593 images/s, loss=0.6288, top1-acc=80.93%, top5-acc=97.35%, remaining_time=0:00:01.870804, arrival_time=2021-04-10 01:59:32.462176, cost_time=0:00:12.232122 2021-04-10 01:59:31,292 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=2.19ms, fps=3654 images/s, loss=0.6283, top1-acc=80.98%, top5-acc=97.34%, remaining_time=0:00:01.149632, arrival_time=2021-04-10 01:59:32.442189, cost_time=0:00:12.933329 2021-04-10 01:59:31,992 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.28ms, fps=3662 images/s, loss=0.6311, top1-acc=80.93%, top5-acc=97.32%, remaining_time=0:00:00.430512, arrival_time=2021-04-10 01:59:32.422643, cost_time=0:00:13.632972 2021-04-10 01:59:32,368 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=0.08ms, fps=3615 images/s, loss=0.6315, top1-acc=80.90%, top5-acc=97.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:32.368770, cost_time=0:00:14.009641 2021-04-10 01:59:32,689 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.27ms, fps=8017 images/s, loss=1.4145, top1-acc=63.67%, top5-acc=89.22%, remaining_time=0:00:00.957930, arrival_time=2021-04-10 01:59:33.647004, cost_time=0:00:00.319310 2021-04-10 01:59:32,918 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.28ms, fps=11180 images/s, loss=1.4247, top1-acc=63.12%, top5-acc=88.91%, remaining_time=0:00:00.548780, arrival_time=2021-04-10 01:59:33.467463, cost_time=0:00:00.548777 2021-04-10 01:59:33,147 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=2.30ms, fps=11247 images/s, loss=1.4387, top1-acc=62.50%, top5-acc=88.68%, remaining_time=0:00:00.259070, arrival_time=2021-04-10 01:59:33.406041, cost_time=0:00:00.777212 2021-04-10 01:59:33,365 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=10616 images/s, loss=1.4227, top1-acc=62.48%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:33.365939, cost_time=0:00:00.996231 2021-04-10 01:59:33,393 INFO : Epoch=0148 complete, best val top1-acc=63.75%, top5-acc=88.80% (epoch=142), remaining_time=0:13:06.188572, arrival_time=2021-04-10 02:12:39.582498, cost_time=0:37:17.613636 2021-04-10 01:59:33,394 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 01:59:34,330 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=0.28ms, fps=2735 images/s, loss=0.6194, top1-acc=80.86%, top5-acc=97.42%, remaining_time=0:00:17.409786, arrival_time=2021-04-10 01:59:51.740476, cost_time=0:00:00.936006 2021-04-10 01:59:35,030 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.92ms, fps=3661 images/s, loss=0.6057, top1-acc=81.23%, top5-acc=97.44%, remaining_time=0:00:14.395920, arrival_time=2021-04-10 01:59:49.426504, cost_time=0:00:01.635906 2021-04-10 01:59:35,731 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.67ms, fps=3653 images/s, loss=0.5988, top1-acc=81.37%, top5-acc=97.54%, remaining_time=0:00:12.932728, arrival_time=2021-04-10 01:59:48.664645, cost_time=0:00:02.337229 2021-04-10 01:59:36,426 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.51ms, fps=3689 images/s, loss=0.6001, top1-acc=81.38%, top5-acc=97.59%, remaining_time=0:00:11.823552, arrival_time=2021-04-10 01:59:48.249967, cost_time=0:00:03.031686 2021-04-10 01:59:37,133 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.71ms, fps=3626 images/s, loss=0.6008, top1-acc=81.45%, top5-acc=97.46%, remaining_time=0:00:10.916274, arrival_time=2021-04-10 01:59:48.049466, cost_time=0:00:03.738451 2021-04-10 01:59:37,851 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.56ms, fps=3568 images/s, loss=0.6068, top1-acc=81.28%, top5-acc=97.42%, remaining_time=0:00:10.101672, arrival_time=2021-04-10 01:59:47.952968, cost_time=0:00:04.456634 2021-04-10 01:59:38,546 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.89ms, fps=3687 images/s, loss=0.6146, top1-acc=81.13%, top5-acc=97.28%, remaining_time=0:00:09.272592, arrival_time=2021-04-10 01:59:47.818650, cost_time=0:00:05.151424 2021-04-10 01:59:39,251 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.97ms, fps=3630 images/s, loss=0.6150, top1-acc=81.15%, top5-acc=97.33%, remaining_time=0:00:08.492824, arrival_time=2021-04-10 01:59:47.744548, cost_time=0:00:05.857088 2021-04-10 01:59:39,962 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.94ms, fps=3604 images/s, loss=0.6148, top1-acc=81.25%, top5-acc=97.38%, remaining_time=0:00:07.735350, arrival_time=2021-04-10 01:59:47.697904, cost_time=0:00:06.567767 2021-04-10 01:59:40,671 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.91ms, fps=3615 images/s, loss=0.6165, top1-acc=81.29%, top5-acc=97.40%, remaining_time=0:00:06.985728, arrival_time=2021-04-10 01:59:47.657188, cost_time=0:00:07.276810 2021-04-10 01:59:41,371 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.42ms, fps=3660 images/s, loss=0.6190, top1-acc=81.22%, top5-acc=97.37%, remaining_time=0:00:06.236376, arrival_time=2021-04-10 01:59:47.607840, cost_time=0:00:07.976743 2021-04-10 01:59:42,073 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=2.04ms, fps=3648 images/s, loss=0.6200, top1-acc=81.24%, top5-acc=97.35%, remaining_time=0:00:05.496776, arrival_time=2021-04-10 01:59:47.570554, cost_time=0:00:08.679072 2021-04-10 01:59:42,785 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=2.62ms, fps=3600 images/s, loss=0.6185, top1-acc=81.31%, top5-acc=97.33%, remaining_time=0:00:04.767642, arrival_time=2021-04-10 01:59:47.553256, cost_time=0:00:09.390802 2021-04-10 01:59:43,539 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=2.17ms, fps=3401 images/s, loss=0.6185, top1-acc=81.33%, top5-acc=97.34%, remaining_time=0:00:04.057816, arrival_time=2021-04-10 01:59:47.596936, cost_time=0:00:10.144471 2021-04-10 01:59:44,245 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.91ms, fps=3628 images/s, loss=0.6212, top1-acc=81.21%, top5-acc=97.34%, remaining_time=0:00:03.327456, arrival_time=2021-04-10 01:59:47.572607, cost_time=0:00:10.850444 2021-04-10 01:59:44,942 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.63ms, fps=3673 images/s, loss=0.6244, top1-acc=81.08%, top5-acc=97.28%, remaining_time=0:00:02.598300, arrival_time=2021-04-10 01:59:47.541029, cost_time=0:00:11.548048 2021-04-10 01:59:45,652 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=2.01ms, fps=3608 images/s, loss=0.6247, top1-acc=81.06%, top5-acc=97.28%, remaining_time=0:00:01.874756, arrival_time=2021-04-10 01:59:47.527547, cost_time=0:00:12.258098 2021-04-10 01:59:46,362 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.66ms, fps=3609 images/s, loss=0.6264, top1-acc=81.00%, top5-acc=97.27%, remaining_time=0:00:01.152720, arrival_time=2021-04-10 01:59:47.515594, cost_time=0:00:12.968089 2021-04-10 01:59:47,072 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.27ms, fps=3610 images/s, loss=0.6280, top1-acc=80.96%, top5-acc=97.26%, remaining_time=0:00:00.431934, arrival_time=2021-04-10 01:59:47.504556, cost_time=0:00:13.677967 2021-04-10 01:59:47,451 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.09ms, fps=3593 images/s, loss=0.6297, top1-acc=80.91%, top5-acc=97.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:47.451559, cost_time=0:00:14.056935 2021-04-10 01:59:47,769 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.41ms, fps=8070 images/s, loss=1.3177, top1-acc=64.84%, top5-acc=90.23%, remaining_time=0:00:00.951540, arrival_time=2021-04-10 01:59:48.721439, cost_time=0:00:00.317182 2021-04-10 01:59:48,036 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.44ms, fps=9638 images/s, loss=1.3068, top1-acc=65.21%, top5-acc=89.79%, remaining_time=0:00:00.583320, arrival_time=2021-04-10 01:59:48.619336, cost_time=0:00:00.583324 2021-04-10 01:59:48,282 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.21ms, fps=10438 images/s, loss=1.3046, top1-acc=65.07%, top5-acc=89.90%, remaining_time=0:00:00.276340, arrival_time=2021-04-10 01:59:48.558225, cost_time=0:00:00.829029 2021-04-10 01:59:48,507 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.10ms, fps=10332 images/s, loss=1.3055, top1-acc=64.91%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:48.507125, cost_time=0:00:01.054423 2021-04-10 01:59:48,599 INFO : Epoch=0149 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:12:51.099039, arrival_time=2021-04-10 02:12:39.698153, cost_time=0:37:32.818759 2021-04-10 01:59:48,600 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 01:59:49,496 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.28ms, fps=2858 images/s, loss=0.6214, top1-acc=81.52%, top5-acc=97.27%, remaining_time=0:00:16.662624, arrival_time=2021-04-10 02:00:06.158806, cost_time=0:00:00.895843 2021-04-10 01:59:50,194 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.46ms, fps=3669 images/s, loss=0.6207, top1-acc=81.48%, top5-acc=97.34%, remaining_time=0:00:14.026496, arrival_time=2021-04-10 02:00:04.220899, cost_time=0:00:01.593915 2021-04-10 01:59:50,894 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.56ms, fps=3663 images/s, loss=0.6099, top1-acc=81.73%, top5-acc=97.54%, remaining_time=0:00:12.691364, arrival_time=2021-04-10 02:00:03.585338, cost_time=0:00:02.293621 2021-04-10 01:59:51,591 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.73ms, fps=3676 images/s, loss=0.6014, top1-acc=82.05%, top5-acc=97.66%, remaining_time=0:00:11.662872, arrival_time=2021-04-10 02:00:03.253883, cost_time=0:00:02.990464 2021-04-10 01:59:52,294 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.57ms, fps=3644 images/s, loss=0.6008, top1-acc=81.96%, top5-acc=97.60%, remaining_time=0:00:10.786334, arrival_time=2021-04-10 02:00:03.080670, cost_time=0:00:03.693972 2021-04-10 01:59:52,998 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.38ms, fps=3649 images/s, loss=0.6019, top1-acc=82.00%, top5-acc=97.61%, remaining_time=0:00:09.964312, arrival_time=2021-04-10 02:00:02.960767, cost_time=0:00:04.396002 2021-04-10 01:59:53,702 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=2.12ms, fps=3643 images/s, loss=0.6037, top1-acc=81.80%, top5-acc=97.60%, remaining_time=0:00:09.183132, arrival_time=2021-04-10 02:00:02.885263, cost_time=0:00:05.101769 2021-04-10 01:59:54,404 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.63ms, fps=3648 images/s, loss=0.6014, top1-acc=81.87%, top5-acc=97.66%, remaining_time=0:00:08.415684, arrival_time=2021-04-10 02:00:02.820107, cost_time=0:00:05.803901 2021-04-10 01:59:55,113 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=2.09ms, fps=3616 images/s, loss=0.6050, top1-acc=81.74%, top5-acc=97.62%, remaining_time=0:00:07.670478, arrival_time=2021-04-10 02:00:02.783599, cost_time=0:00:06.512690 2021-04-10 01:59:55,816 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.75ms, fps=3641 images/s, loss=0.6023, top1-acc=81.82%, top5-acc=97.68%, remaining_time=0:00:06.927840, arrival_time=2021-04-10 02:00:02.744701, cost_time=0:00:07.216496 2021-04-10 01:59:56,518 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=2.09ms, fps=3653 images/s, loss=0.6042, top1-acc=81.72%, top5-acc=97.64%, remaining_time=0:00:06.190280, arrival_time=2021-04-10 02:00:02.708489, cost_time=0:00:07.917752 2021-04-10 01:59:57,219 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=2.57ms, fps=3655 images/s, loss=0.6065, top1-acc=81.64%, top5-acc=97.60%, remaining_time=0:00:05.458624, arrival_time=2021-04-10 02:00:02.677891, cost_time=0:00:08.618830 2021-04-10 01:59:57,921 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.99ms, fps=3648 images/s, loss=0.6097, top1-acc=81.53%, top5-acc=97.58%, remaining_time=0:00:04.732332, arrival_time=2021-04-10 02:00:02.653950, cost_time=0:00:09.321227 2021-04-10 01:59:58,636 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.56ms, fps=3585 images/s, loss=0.6115, top1-acc=81.44%, top5-acc=97.56%, remaining_time=0:00:04.014360, arrival_time=2021-04-10 02:00:02.650756, cost_time=0:00:10.035874 2021-04-10 01:59:59,340 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.37ms, fps=3639 images/s, loss=0.6109, top1-acc=81.43%, top5-acc=97.55%, remaining_time=0:00:03.293646, arrival_time=2021-04-10 02:00:02.634424, cost_time=0:00:10.740222 2021-04-10 02:00:00,045 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=2.01ms, fps=3634 images/s, loss=0.6133, top1-acc=81.35%, top5-acc=97.51%, remaining_time=0:00:02.575224, arrival_time=2021-04-10 02:00:02.621061, cost_time=0:00:11.445480 2021-04-10 02:00:00,749 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.97ms, fps=3640 images/s, loss=0.6149, top1-acc=81.29%, top5-acc=97.49%, remaining_time=0:00:01.858090, arrival_time=2021-04-10 02:00:02.607583, cost_time=0:00:12.149123 2021-04-10 02:00:01,455 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.58ms, fps=3628 images/s, loss=0.6167, top1-acc=81.28%, top5-acc=97.46%, remaining_time=0:00:01.142672, arrival_time=2021-04-10 02:00:02.598334, cost_time=0:00:12.855101 2021-04-10 02:00:02,156 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.53ms, fps=3656 images/s, loss=0.6178, top1-acc=81.23%, top5-acc=97.45%, remaining_time=0:00:00.428094, arrival_time=2021-04-10 02:00:02.584867, cost_time=0:00:13.556346 2021-04-10 02:00:02,541 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.10ms, fps=3541 images/s, loss=0.6206, top1-acc=81.15%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:02.541370, cost_time=0:00:13.941018 2021-04-10 02:00:02,903 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.36ms, fps=7100 images/s, loss=1.4241, top1-acc=64.02%, top5-acc=88.40%, remaining_time=0:00:01.081620, arrival_time=2021-04-10 02:00:03.984602, cost_time=0:00:00.360543 2021-04-10 02:00:03,155 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=2.26ms, fps=10176 images/s, loss=1.4127, top1-acc=63.89%, top5-acc=88.83%, remaining_time=0:00:00.612560, arrival_time=2021-04-10 02:00:03.767544, cost_time=0:00:00.612553 2021-04-10 02:00:03,384 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=0.29ms, fps=11156 images/s, loss=1.4207, top1-acc=63.72%, top5-acc=88.63%, remaining_time=0:00:00.280820, arrival_time=2021-04-10 02:00:03.665733, cost_time=0:00:00.842451 2021-04-10 02:00:03,612 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=1.29ms, fps=10230 images/s, loss=1.4082, top1-acc=63.61%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:03.612109, cost_time=0:00:01.069723 2021-04-10 02:00:03,638 INFO : Epoch=0150 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:12:35.952800, arrival_time=2021-04-10 02:12:39.591457, cost_time=0:37:47.858385 2021-04-10 02:00:03,639 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:00:04,561 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.58ms, fps=2777 images/s, loss=0.6140, top1-acc=81.76%, top5-acc=97.15%, remaining_time=0:00:17.145294, arrival_time=2021-04-10 02:00:21.706482, cost_time=0:00:00.921792 2021-04-10 02:00:05,263 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.82ms, fps=3651 images/s, loss=0.6027, top1-acc=82.19%, top5-acc=97.44%, remaining_time=0:00:14.288032, arrival_time=2021-04-10 02:00:19.551029, cost_time=0:00:01.623631 2021-04-10 02:00:05,981 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.94ms, fps=3567 images/s, loss=0.5916, top1-acc=82.23%, top5-acc=97.70%, remaining_time=0:00:12.958126, arrival_time=2021-04-10 02:00:18.939358, cost_time=0:00:02.341828 2021-04-10 02:00:06,691 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.57ms, fps=3608 images/s, loss=0.5912, top1-acc=82.15%, top5-acc=97.70%, remaining_time=0:00:11.902956, arrival_time=2021-04-10 02:00:18.594331, cost_time=0:00:03.052037 2021-04-10 02:00:07,400 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=2.05ms, fps=3614 images/s, loss=0.5918, top1-acc=82.02%, top5-acc=97.77%, remaining_time=0:00:10.981536, arrival_time=2021-04-10 02:00:18.381776, cost_time=0:00:03.760788 2021-04-10 02:00:08,103 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.37ms, fps=3647 images/s, loss=0.5876, top1-acc=82.13%, top5-acc=97.81%, remaining_time=0:00:10.117584, arrival_time=2021-04-10 02:00:18.220580, cost_time=0:00:04.463640 2021-04-10 02:00:08,811 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=2.74ms, fps=3620 images/s, loss=0.5890, top1-acc=82.23%, top5-acc=97.73%, remaining_time=0:00:09.308502, arrival_time=2021-04-10 02:00:18.119387, cost_time=0:00:05.171387 2021-04-10 02:00:09,522 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.52ms, fps=3604 images/s, loss=0.5935, top1-acc=82.19%, top5-acc=97.71%, remaining_time=0:00:08.529944, arrival_time=2021-04-10 02:00:18.052024, cost_time=0:00:05.882698 2021-04-10 02:00:10,227 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=2.42ms, fps=3632 images/s, loss=0.5975, top1-acc=82.05%, top5-acc=97.63%, remaining_time=0:00:07.759518, arrival_time=2021-04-10 02:00:17.987151, cost_time=0:00:06.588239 2021-04-10 02:00:10,925 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.70ms, fps=3670 images/s, loss=0.5969, top1-acc=82.12%, top5-acc=97.61%, remaining_time=0:00:06.994944, arrival_time=2021-04-10 02:00:17.920735, cost_time=0:00:07.286415 2021-04-10 02:00:11,618 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.98ms, fps=3697 images/s, loss=0.5942, top1-acc=82.26%, top5-acc=97.62%, remaining_time=0:00:06.238440, arrival_time=2021-04-10 02:00:17.857223, cost_time=0:00:07.979381 2021-04-10 02:00:12,319 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.67ms, fps=3657 images/s, loss=0.5976, top1-acc=82.13%, top5-acc=97.57%, remaining_time=0:00:05.497384, arrival_time=2021-04-10 02:00:17.816884, cost_time=0:00:08.680108 2021-04-10 02:00:13,025 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.41ms, fps=3628 images/s, loss=0.5997, top1-acc=82.09%, top5-acc=97.56%, remaining_time=0:00:04.765398, arrival_time=2021-04-10 02:00:17.791125, cost_time=0:00:09.386389 2021-04-10 02:00:13,762 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.41ms, fps=3479 images/s, loss=0.6011, top1-acc=82.04%, top5-acc=97.59%, remaining_time=0:00:04.049080, arrival_time=2021-04-10 02:00:17.811208, cost_time=0:00:10.122724 2021-04-10 02:00:14,466 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=3.00ms, fps=3640 images/s, loss=0.6014, top1-acc=82.02%, top5-acc=97.58%, remaining_time=0:00:03.320142, arrival_time=2021-04-10 02:00:17.786097, cost_time=0:00:10.826558 2021-04-10 02:00:15,168 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.96ms, fps=3648 images/s, loss=0.6036, top1-acc=81.95%, top5-acc=97.54%, remaining_time=0:00:02.594016, arrival_time=2021-04-10 02:00:17.762355, cost_time=0:00:11.529006 2021-04-10 02:00:15,861 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=2.26ms, fps=3698 images/s, loss=0.6051, top1-acc=81.85%, top5-acc=97.54%, remaining_time=0:00:01.869192, arrival_time=2021-04-10 02:00:17.730246, cost_time=0:00:12.221649 2021-04-10 02:00:16,586 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=5.87ms, fps=3537 images/s, loss=0.6057, top1-acc=81.83%, top5-acc=97.53%, remaining_time=0:00:01.150800, arrival_time=2021-04-10 02:00:17.736815, cost_time=0:00:12.946589 2021-04-10 02:00:17,289 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.68ms, fps=3645 images/s, loss=0.6067, top1-acc=81.80%, top5-acc=97.50%, remaining_time=0:00:00.431040, arrival_time=2021-04-10 02:00:17.720071, cost_time=0:00:13.649669 2021-04-10 02:00:17,684 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.11ms, fps=3448 images/s, loss=0.6069, top1-acc=81.76%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:17.684229, cost_time=0:00:14.044708 2021-04-10 02:00:18,045 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.41ms, fps=7131 images/s, loss=1.3666, top1-acc=64.06%, top5-acc=88.95%, remaining_time=0:00:01.076910, arrival_time=2021-04-10 02:00:19.121866, cost_time=0:00:00.358974 2021-04-10 02:00:18,305 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.50ms, fps=9834 images/s, loss=1.4189, top1-acc=62.87%, top5-acc=88.40%, remaining_time=0:00:00.619780, arrival_time=2021-04-10 02:00:18.925562, cost_time=0:00:00.619783 2021-04-10 02:00:18,514 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=0.26ms, fps=12281 images/s, loss=1.4008, top1-acc=63.58%, top5-acc=88.67%, remaining_time=0:00:00.276260, arrival_time=2021-04-10 02:00:18.790980, cost_time=0:00:00.828774 2021-04-10 02:00:18,726 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=10953 images/s, loss=1.4108, top1-acc=63.43%, top5-acc=88.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:18.726914, cost_time=0:00:01.040999 2021-04-10 02:00:18,754 INFO : Epoch=0151 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:12:20.832715, arrival_time=2021-04-10 02:12:39.587286, cost_time=0:38:02.974288 2021-04-10 02:00:18,755 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:00:19,633 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.43ms, fps=2916 images/s, loss=0.5968, top1-acc=81.60%, top5-acc=97.54%, remaining_time=0:00:16.327080, arrival_time=2021-04-10 02:00:35.960175, cost_time=0:00:00.877803 2021-04-10 02:00:20,331 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=2.71ms, fps=3671 images/s, loss=0.5847, top1-acc=82.11%, top5-acc=97.64%, remaining_time=0:00:13.865280, arrival_time=2021-04-10 02:00:34.196222, cost_time=0:00:01.575600 2021-04-10 02:00:21,029 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.06ms, fps=3670 images/s, loss=0.5748, top1-acc=82.53%, top5-acc=97.88%, remaining_time=0:00:12.581140, arrival_time=2021-04-10 02:00:33.610176, cost_time=0:00:02.273691 2021-04-10 02:00:21,737 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.61ms, fps=3619 images/s, loss=0.5758, top1-acc=82.57%, top5-acc=97.85%, remaining_time=0:00:11.628708, arrival_time=2021-04-10 02:00:33.365700, cost_time=0:00:02.981704 2021-04-10 02:00:22,436 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.61ms, fps=3662 images/s, loss=0.5765, top1-acc=82.59%, top5-acc=97.84%, remaining_time=0:00:10.748812, arrival_time=2021-04-10 02:00:33.185562, cost_time=0:00:03.681105 2021-04-10 02:00:23,144 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.48ms, fps=3623 images/s, loss=0.5815, top1-acc=82.58%, top5-acc=97.80%, remaining_time=0:00:09.948536, arrival_time=2021-04-10 02:00:33.092921, cost_time=0:00:04.389038 2021-04-10 02:00:23,853 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.77ms, fps=3612 images/s, loss=0.5754, top1-acc=82.81%, top5-acc=97.87%, remaining_time=0:00:09.176958, arrival_time=2021-04-10 02:00:33.030616, cost_time=0:00:05.098308 2021-04-10 02:00:24,550 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.55ms, fps=3676 images/s, loss=0.5819, top1-acc=82.54%, top5-acc=97.79%, remaining_time=0:00:08.403272, arrival_time=2021-04-10 02:00:32.953962, cost_time=0:00:05.795328 2021-04-10 02:00:25,256 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.47ms, fps=3630 images/s, loss=0.5822, top1-acc=82.53%, top5-acc=97.82%, remaining_time=0:00:07.657016, arrival_time=2021-04-10 02:00:32.913604, cost_time=0:00:06.501211 2021-04-10 02:00:25,959 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.88ms, fps=3646 images/s, loss=0.5830, top1-acc=82.45%, top5-acc=97.83%, remaining_time=0:00:06.915744, arrival_time=2021-04-10 02:00:32.875153, cost_time=0:00:07.203897 2021-04-10 02:00:26,657 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.57ms, fps=3670 images/s, loss=0.5845, top1-acc=82.31%, top5-acc=97.76%, remaining_time=0:00:06.178068, arrival_time=2021-04-10 02:00:32.835572, cost_time=0:00:07.902173 2021-04-10 02:00:27,354 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=2.06ms, fps=3678 images/s, loss=0.5853, top1-acc=82.28%, top5-acc=97.76%, remaining_time=0:00:05.445856, arrival_time=2021-04-10 02:00:32.799944, cost_time=0:00:08.598749 2021-04-10 02:00:28,103 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.59ms, fps=3420 images/s, loss=0.5869, top1-acc=82.20%, top5-acc=97.75%, remaining_time=0:00:04.745796, arrival_time=2021-04-10 02:00:32.848957, cost_time=0:00:09.347845 2021-04-10 02:00:28,813 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.67ms, fps=3607 images/s, loss=0.5874, top1-acc=82.20%, top5-acc=97.74%, remaining_time=0:00:04.023264, arrival_time=2021-04-10 02:00:32.836851, cost_time=0:00:10.058153 2021-04-10 02:00:29,520 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.86ms, fps=3625 images/s, loss=0.5904, top1-acc=82.15%, top5-acc=97.71%, remaining_time=0:00:03.301328, arrival_time=2021-04-10 02:00:32.821892, cost_time=0:00:10.765187 2021-04-10 02:00:30,226 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=2.01ms, fps=3630 images/s, loss=0.5920, top1-acc=82.10%, top5-acc=97.69%, remaining_time=0:00:02.580984, arrival_time=2021-04-10 02:00:32.807382, cost_time=0:00:11.471073 2021-04-10 02:00:30,930 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.73ms, fps=3642 images/s, loss=0.5921, top1-acc=82.10%, top5-acc=97.67%, remaining_time=0:00:01.862068, arrival_time=2021-04-10 02:00:32.792393, cost_time=0:00:12.174999 2021-04-10 02:00:31,639 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=2.23ms, fps=3615 images/s, loss=0.5931, top1-acc=82.05%, top5-acc=97.65%, remaining_time=0:00:01.145216, arrival_time=2021-04-10 02:00:32.784266, cost_time=0:00:12.883710 2021-04-10 02:00:32,373 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.46ms, fps=3487 images/s, loss=0.5946, top1-acc=82.01%, top5-acc=97.66%, remaining_time=0:00:00.430056, arrival_time=2021-04-10 02:00:32.803798, cost_time=0:00:13.618376 2021-04-10 02:00:32,753 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.25ms, fps=3584 images/s, loss=0.5960, top1-acc=82.02%, top5-acc=97.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:32.753730, cost_time=0:00:13.998454 2021-04-10 02:00:33,101 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.28ms, fps=7383 images/s, loss=1.3672, top1-acc=63.01%, top5-acc=88.87%, remaining_time=0:00:01.040100, arrival_time=2021-04-10 02:00:34.141643, cost_time=0:00:00.346704 2021-04-10 02:00:33,343 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.38ms, fps=10592 images/s, loss=1.3459, top1-acc=64.20%, top5-acc=89.10%, remaining_time=0:00:00.589020, arrival_time=2021-04-10 02:00:33.932834, cost_time=0:00:00.589012 2021-04-10 02:00:33,647 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.41ms, fps=8436 images/s, loss=1.3096, top1-acc=64.84%, top5-acc=89.54%, remaining_time=0:00:00.297660, arrival_time=2021-04-10 02:00:33.945445, cost_time=0:00:00.892989 2021-04-10 02:00:33,840 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.09ms, fps=12054 images/s, loss=1.3315, top1-acc=64.79%, top5-acc=89.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:33.840715, cost_time=0:00:01.085960 2021-04-10 02:00:33,883 INFO : Epoch=0152 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:12:05.716944, arrival_time=2021-04-10 02:12:39.600861, cost_time=0:38:18.103595 2021-04-10 02:00:33,884 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:00:34,791 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.26ms, fps=2825 images/s, loss=0.5466, top1-acc=82.89%, top5-acc=97.97%, remaining_time=0:00:16.854948, arrival_time=2021-04-10 02:00:51.646146, cost_time=0:00:00.906176 2021-04-10 02:00:35,491 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=2.16ms, fps=3659 images/s, loss=0.5622, top1-acc=82.13%, top5-acc=98.05%, remaining_time=0:00:14.135088, arrival_time=2021-04-10 02:00:49.626558, cost_time=0:00:01.606264 2021-04-10 02:00:36,204 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.61ms, fps=3594 images/s, loss=0.5631, top1-acc=82.19%, top5-acc=97.99%, remaining_time=0:00:12.834788, arrival_time=2021-04-10 02:00:49.039420, cost_time=0:00:02.319536 2021-04-10 02:00:36,910 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.52ms, fps=3630 images/s, loss=0.5671, top1-acc=82.38%, top5-acc=97.90%, remaining_time=0:00:11.798748, arrival_time=2021-04-10 02:00:48.709183, cost_time=0:00:03.025327 2021-04-10 02:00:37,642 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.46ms, fps=3498 images/s, loss=0.5687, top1-acc=82.53%, top5-acc=97.90%, remaining_time=0:00:10.972484, arrival_time=2021-04-10 02:00:48.615224, cost_time=0:00:03.757711 2021-04-10 02:00:38,351 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.53ms, fps=3617 images/s, loss=0.5752, top1-acc=82.34%, top5-acc=97.87%, remaining_time=0:00:10.122888, arrival_time=2021-04-10 02:00:48.474035, cost_time=0:00:04.465958 2021-04-10 02:00:39,065 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.75ms, fps=3588 images/s, loss=0.5728, top1-acc=82.62%, top5-acc=97.87%, remaining_time=0:00:09.324504, arrival_time=2021-04-10 02:00:48.389839, cost_time=0:00:05.180270 2021-04-10 02:00:39,777 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.99ms, fps=3600 images/s, loss=0.5752, top1-acc=82.51%, top5-acc=97.82%, remaining_time=0:00:08.543284, arrival_time=2021-04-10 02:00:48.320378, cost_time=0:00:05.891911 2021-04-10 02:00:40,479 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=2.02ms, fps=3649 images/s, loss=0.5753, top1-acc=82.49%, top5-acc=97.83%, remaining_time=0:00:07.766514, arrival_time=2021-04-10 02:00:48.245862, cost_time=0:00:06.594244 2021-04-10 02:00:41,192 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.19ms, fps=3593 images/s, loss=0.5760, top1-acc=82.45%, top5-acc=97.86%, remaining_time=0:00:07.015104, arrival_time=2021-04-10 02:00:48.207586, cost_time=0:00:07.307409 2021-04-10 02:00:41,903 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.96ms, fps=3605 images/s, loss=0.5787, top1-acc=82.35%, top5-acc=97.81%, remaining_time=0:00:06.268798, arrival_time=2021-04-10 02:00:48.172201, cost_time=0:00:08.018220 2021-04-10 02:00:42,606 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.96ms, fps=3643 images/s, loss=0.5801, top1-acc=82.29%, top5-acc=97.79%, remaining_time=0:00:05.523832, arrival_time=2021-04-10 02:00:48.130739, cost_time=0:00:08.721860 2021-04-10 02:00:43,333 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=2.14ms, fps=3528 images/s, loss=0.5807, top1-acc=82.27%, top5-acc=97.77%, remaining_time=0:00:04.796682, arrival_time=2021-04-10 02:00:48.129670, cost_time=0:00:09.447960 2021-04-10 02:00:44,038 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.47ms, fps=3662 images/s, loss=0.5814, top1-acc=82.25%, top5-acc=97.76%, remaining_time=0:00:04.058992, arrival_time=2021-04-10 02:00:48.091451, cost_time=0:00:10.147436 2021-04-10 02:00:44,746 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.88ms, fps=3621 images/s, loss=0.5847, top1-acc=82.17%, top5-acc=97.71%, remaining_time=0:00:03.330768, arrival_time=2021-04-10 02:00:48.077143, cost_time=0:00:10.861187 2021-04-10 02:00:45,450 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.45ms, fps=3637 images/s, loss=0.5856, top1-acc=82.10%, top5-acc=97.71%, remaining_time=0:00:02.602332, arrival_time=2021-04-10 02:00:48.053262, cost_time=0:00:11.565903 2021-04-10 02:00:46,147 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.51ms, fps=3676 images/s, loss=0.5874, top1-acc=82.05%, top5-acc=97.69%, remaining_time=0:00:01.875484, arrival_time=2021-04-10 02:00:48.023224, cost_time=0:00:12.262708 2021-04-10 02:00:46,852 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.54ms, fps=3639 images/s, loss=0.5907, top1-acc=81.98%, top5-acc=97.65%, remaining_time=0:00:01.152576, arrival_time=2021-04-10 02:00:48.004514, cost_time=0:00:12.966536 2021-04-10 02:00:47,559 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.29ms, fps=3624 images/s, loss=0.5911, top1-acc=81.97%, top5-acc=97.64%, remaining_time=0:00:00.431820, arrival_time=2021-04-10 02:00:47.991281, cost_time=0:00:13.674325 2021-04-10 02:00:47,938 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.71ms, fps=3597 images/s, loss=0.5926, top1-acc=81.92%, top5-acc=97.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:47.938218, cost_time=0:00:14.053208 2021-04-10 02:00:48,320 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.16ms, fps=6719 images/s, loss=1.3537, top1-acc=64.88%, top5-acc=89.06%, remaining_time=0:00:01.142940, arrival_time=2021-04-10 02:00:49.463191, cost_time=0:00:00.380984 2021-04-10 02:00:48,558 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.27ms, fps=10792 images/s, loss=1.3708, top1-acc=64.36%, top5-acc=89.06%, remaining_time=0:00:00.618700, arrival_time=2021-04-10 02:00:49.176659, cost_time=0:00:00.618695 2021-04-10 02:00:48,835 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=0.33ms, fps=9231 images/s, loss=1.3903, top1-acc=63.83%, top5-acc=88.98%, remaining_time=0:00:00.298840, arrival_time=2021-04-10 02:00:49.134572, cost_time=0:00:00.896518 2021-04-10 02:00:48,994 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=14666 images/s, loss=1.4114, top1-acc=63.77%, top5-acc=89.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:48.994252, cost_time=0:00:01.055056 2021-04-10 02:00:49,021 INFO : Epoch=0153 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:11:50.603434, arrival_time=2021-04-10 02:12:39.624658, cost_time=0:38:33.240968 2021-04-10 02:00:49,021 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:00:49,927 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.30ms, fps=2827 images/s, loss=0.5715, top1-acc=83.71%, top5-acc=97.93%, remaining_time=0:00:16.844904, arrival_time=2021-04-10 02:01:06.772478, cost_time=0:00:00.905639 2021-04-10 02:00:50,636 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.79ms, fps=3615 images/s, loss=0.5660, top1-acc=83.42%, top5-acc=98.05%, remaining_time=0:00:14.208480, arrival_time=2021-04-10 02:01:04.844916, cost_time=0:00:01.614595 2021-04-10 02:00:51,336 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.63ms, fps=3660 images/s, loss=0.5523, top1-acc=83.54%, top5-acc=98.14%, remaining_time=0:00:12.806568, arrival_time=2021-04-10 02:01:04.142917, cost_time=0:00:02.314452 2021-04-10 02:00:52,039 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.44ms, fps=3647 images/s, loss=0.5544, top1-acc=83.46%, top5-acc=98.13%, remaining_time=0:00:11.767080, arrival_time=2021-04-10 02:01:03.806100, cost_time=0:00:03.017199 2021-04-10 02:00:52,735 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.94ms, fps=3678 images/s, loss=0.5562, top1-acc=83.21%, top5-acc=98.16%, remaining_time=0:00:10.844150, arrival_time=2021-04-10 02:01:03.579847, cost_time=0:00:03.713733 2021-04-10 02:00:53,439 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=2.07ms, fps=3639 images/s, loss=0.5536, top1-acc=83.16%, top5-acc=98.17%, remaining_time=0:00:10.014224, arrival_time=2021-04-10 02:01:03.454079, cost_time=0:00:04.418011 2021-04-10 02:00:54,143 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.62ms, fps=3640 images/s, loss=0.5577, top1-acc=83.11%, top5-acc=98.13%, remaining_time=0:00:09.219420, arrival_time=2021-04-10 02:01:03.363172, cost_time=0:00:05.121876 2021-04-10 02:00:54,859 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=2.14ms, fps=3583 images/s, loss=0.5574, top1-acc=83.12%, top5-acc=98.10%, remaining_time=0:00:08.463708, arrival_time=2021-04-10 02:01:03.322630, cost_time=0:00:05.837028 2021-04-10 02:00:55,565 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.92ms, fps=3625 images/s, loss=0.5592, top1-acc=83.06%, top5-acc=98.05%, remaining_time=0:00:07.707154, arrival_time=2021-04-10 02:01:03.272852, cost_time=0:00:06.543839 2021-04-10 02:00:56,272 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.90ms, fps=3624 images/s, loss=0.5630, top1-acc=82.98%, top5-acc=98.01%, remaining_time=0:00:06.960768, arrival_time=2021-04-10 02:01:03.233538, cost_time=0:00:07.250810 2021-04-10 02:00:56,972 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.45ms, fps=3660 images/s, loss=0.5680, top1-acc=82.85%, top5-acc=97.95%, remaining_time=0:00:06.216252, arrival_time=2021-04-10 02:01:03.189039, cost_time=0:00:07.950974 2021-04-10 02:00:57,681 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.62ms, fps=3617 images/s, loss=0.5680, top1-acc=82.84%, top5-acc=97.92%, remaining_time=0:00:05.484084, arrival_time=2021-04-10 02:01:03.165029, cost_time=0:00:08.659103 2021-04-10 02:00:58,400 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=2.10ms, fps=3562 images/s, loss=0.5709, top1-acc=82.71%, top5-acc=97.94%, remaining_time=0:00:04.761372, arrival_time=2021-04-10 02:01:03.161641, cost_time=0:00:09.378425 2021-04-10 02:00:59,113 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.89ms, fps=3592 images/s, loss=0.5702, top1-acc=82.73%, top5-acc=97.91%, remaining_time=0:00:04.036648, arrival_time=2021-04-10 02:01:03.150208, cost_time=0:00:10.091656 2021-04-10 02:00:59,820 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.90ms, fps=3624 images/s, loss=0.5723, top1-acc=82.64%, top5-acc=97.90%, remaining_time=0:00:03.311586, arrival_time=2021-04-10 02:01:03.132107, cost_time=0:00:10.798708 2021-04-10 02:01:00,529 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=2.25ms, fps=3614 images/s, loss=0.5729, top1-acc=82.62%, top5-acc=97.90%, remaining_time=0:00:02.589192, arrival_time=2021-04-10 02:01:03.118603, cost_time=0:00:11.507582 2021-04-10 02:01:01,242 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.69ms, fps=3591 images/s, loss=0.5752, top1-acc=82.55%, top5-acc=97.87%, remaining_time=0:00:01.869114, arrival_time=2021-04-10 02:01:03.111989, cost_time=0:00:12.221072 2021-04-10 02:01:01,950 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.98ms, fps=3622 images/s, loss=0.5781, top1-acc=82.42%, top5-acc=97.86%, remaining_time=0:00:01.149184, arrival_time=2021-04-10 02:01:03.099477, cost_time=0:00:12.928335 2021-04-10 02:01:02,656 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.20ms, fps=3627 images/s, loss=0.5792, top1-acc=82.40%, top5-acc=97.83%, remaining_time=0:00:00.430584, arrival_time=2021-04-10 02:01:03.087475, cost_time=0:00:13.635091 2021-04-10 02:01:03,034 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=0.09ms, fps=3610 images/s, loss=0.5791, top1-acc=82.42%, top5-acc=97.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:03.034027, cost_time=0:00:14.012211 2021-04-10 02:01:03,305 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.45ms, fps=9490 images/s, loss=1.3324, top1-acc=64.73%, top5-acc=89.96%, remaining_time=0:00:00.809190, arrival_time=2021-04-10 02:01:04.114138, cost_time=0:00:00.269733 2021-04-10 02:01:03,562 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=51.07ms, fps=9949 images/s, loss=1.3535, top1-acc=64.69%, top5-acc=89.53%, remaining_time=0:00:00.527560, arrival_time=2021-04-10 02:01:04.090325, cost_time=0:00:00.527550 2021-04-10 02:01:03,765 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=0.29ms, fps=12692 images/s, loss=1.3757, top1-acc=64.35%, top5-acc=89.14%, remaining_time=0:00:00.243250, arrival_time=2021-04-10 02:01:04.008206, cost_time=0:00:00.729764 2021-04-10 02:01:03,980 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=10781 images/s, loss=1.3589, top1-acc=64.37%, top5-acc=89.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:03.980602, cost_time=0:00:00.945461 2021-04-10 02:01:04,009 INFO : Epoch=0154 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:11:35.444974, arrival_time=2021-04-10 02:12:39.454112, cost_time=0:38:48.228852 2021-04-10 02:01:04,009 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:01:04,901 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.76ms, fps=2873 images/s, loss=0.5478, top1-acc=83.55%, top5-acc=98.20%, remaining_time=0:00:16.571112, arrival_time=2021-04-10 02:01:21.472174, cost_time=0:00:00.890917 2021-04-10 02:01:05,606 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.90ms, fps=3634 images/s, loss=0.5372, top1-acc=83.98%, top5-acc=98.28%, remaining_time=0:00:14.048144, arrival_time=2021-04-10 02:01:19.654416, cost_time=0:00:01.596389 2021-04-10 02:01:06,320 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.99ms, fps=3587 images/s, loss=0.5276, top1-acc=84.36%, top5-acc=98.28%, remaining_time=0:00:12.784656, arrival_time=2021-04-10 02:01:19.104979, cost_time=0:00:02.310477 2021-04-10 02:01:07,020 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.73ms, fps=3658 images/s, loss=0.5287, top1-acc=84.24%, top5-acc=98.23%, remaining_time=0:00:11.742120, arrival_time=2021-04-10 02:01:18.762817, cost_time=0:00:03.010803 2021-04-10 02:01:07,726 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.57ms, fps=3633 images/s, loss=0.5329, top1-acc=84.09%, top5-acc=98.27%, remaining_time=0:00:10.851012, arrival_time=2021-04-10 02:01:18.577144, cost_time=0:00:03.716089 2021-04-10 02:01:08,436 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.46ms, fps=3607 images/s, loss=0.5328, top1-acc=84.07%, top5-acc=98.22%, remaining_time=0:00:10.033944, arrival_time=2021-04-10 02:01:18.470553, cost_time=0:00:04.426746 2021-04-10 02:01:09,136 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.94ms, fps=3661 images/s, loss=0.5355, top1-acc=84.01%, top5-acc=98.21%, remaining_time=0:00:09.227610, arrival_time=2021-04-10 02:01:18.363960, cost_time=0:00:05.126468 2021-04-10 02:01:09,846 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.93ms, fps=3611 images/s, loss=0.5372, top1-acc=83.94%, top5-acc=98.17%, remaining_time=0:00:08.462200, arrival_time=2021-04-10 02:01:18.308200, cost_time=0:00:05.836002 2021-04-10 02:01:10,543 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.97ms, fps=3673 images/s, loss=0.5384, top1-acc=83.91%, top5-acc=98.18%, remaining_time=0:00:07.695388, arrival_time=2021-04-10 02:01:18.239112, cost_time=0:00:06.533859 2021-04-10 02:01:11,244 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.72ms, fps=3655 images/s, loss=0.5429, top1-acc=83.75%, top5-acc=98.13%, remaining_time=0:00:06.945312, arrival_time=2021-04-10 02:01:18.189972, cost_time=0:00:07.234724 2021-04-10 02:01:11,955 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=2.06ms, fps=3603 images/s, loss=0.5469, top1-acc=83.58%, top5-acc=98.10%, remaining_time=0:00:06.212210, arrival_time=2021-04-10 02:01:18.167935, cost_time=0:00:07.945875 2021-04-10 02:01:12,654 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.44ms, fps=3664 images/s, loss=0.5481, top1-acc=83.55%, top5-acc=98.12%, remaining_time=0:00:05.475116, arrival_time=2021-04-10 02:01:18.129898, cost_time=0:00:08.644936 2021-04-10 02:01:13,357 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=2.45ms, fps=3648 images/s, loss=0.5528, top1-acc=83.47%, top5-acc=98.08%, remaining_time=0:00:04.745466, arrival_time=2021-04-10 02:01:18.102582, cost_time=0:00:09.347150 2021-04-10 02:01:14,065 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=2.11ms, fps=3618 images/s, loss=0.5572, top1-acc=83.32%, top5-acc=98.03%, remaining_time=0:00:04.022312, arrival_time=2021-04-10 02:01:18.088014, cost_time=0:00:10.055770 2021-04-10 02:01:14,796 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.58ms, fps=3506 images/s, loss=0.5579, top1-acc=83.25%, top5-acc=98.01%, remaining_time=0:00:03.307906, arrival_time=2021-04-10 02:01:18.104495, cost_time=0:00:10.786680 2021-04-10 02:01:15,515 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.44ms, fps=3563 images/s, loss=0.5592, top1-acc=83.23%, top5-acc=97.99%, remaining_time=0:00:02.588832, arrival_time=2021-04-10 02:01:18.104639, cost_time=0:00:11.505875 2021-04-10 02:01:16,219 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.41ms, fps=3640 images/s, loss=0.5615, top1-acc=83.17%, top5-acc=97.97%, remaining_time=0:00:01.867372, arrival_time=2021-04-10 02:01:18.087058, cost_time=0:00:12.209770 2021-04-10 02:01:16,926 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.53ms, fps=3625 images/s, loss=0.5633, top1-acc=83.12%, top5-acc=97.94%, remaining_time=0:00:01.148144, arrival_time=2021-04-10 02:01:18.074561, cost_time=0:00:12.916580 2021-04-10 02:01:17,633 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.67ms, fps=3625 images/s, loss=0.5660, top1-acc=83.03%, top5-acc=97.90%, remaining_time=0:00:00.430206, arrival_time=2021-04-10 02:01:18.063376, cost_time=0:00:13.623247 2021-04-10 02:01:18,016 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=0.12ms, fps=3553 images/s, loss=0.5664, top1-acc=82.98%, top5-acc=97.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:18.016568, cost_time=0:00:14.006707 2021-04-10 02:01:18,298 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=3.12ms, fps=9111 images/s, loss=1.4095, top1-acc=63.01%, top5-acc=88.91%, remaining_time=0:00:00.842970, arrival_time=2021-04-10 02:01:19.141603, cost_time=0:00:00.280987 2021-04-10 02:01:18,524 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.45ms, fps=11336 images/s, loss=1.3655, top1-acc=63.89%, top5-acc=89.04%, remaining_time=0:00:00.507100, arrival_time=2021-04-10 02:01:19.031938, cost_time=0:00:00.507105 2021-04-10 02:01:18,829 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=0.32ms, fps=8408 images/s, loss=1.3575, top1-acc=64.32%, top5-acc=89.19%, remaining_time=0:00:00.270710, arrival_time=2021-04-10 02:01:19.100563, cost_time=0:00:00.812119 2021-04-10 02:01:19,073 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.11ms, fps=9542 images/s, loss=1.3220, top1-acc=64.85%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:19.073525, cost_time=0:00:01.055817 2021-04-10 02:01:19,119 INFO : Epoch=0155 complete, best val top1-acc=64.91%, top5-acc=89.61% (epoch=149), remaining_time=0:11:20.324400, arrival_time=2021-04-10 02:12:39.444301, cost_time=0:39:03.339588 2021-04-10 02:01:19,120 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:01:20,022 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.40ms, fps=2841 images/s, loss=0.5851, top1-acc=83.01%, top5-acc=97.34%, remaining_time=0:00:16.760460, arrival_time=2021-04-10 02:01:36.782646, cost_time=0:00:00.901104 2021-04-10 02:01:20,719 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=3.07ms, fps=3672 images/s, loss=0.5685, top1-acc=83.42%, top5-acc=97.62%, remaining_time=0:00:14.070672, arrival_time=2021-04-10 02:01:34.790606, cost_time=0:00:01.598942 2021-04-10 02:01:21,448 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.45ms, fps=3519 images/s, loss=0.5620, top1-acc=83.41%, top5-acc=97.71%, remaining_time=0:00:12.875292, arrival_time=2021-04-10 02:01:34.323245, cost_time=0:00:02.326865 2021-04-10 02:01:22,147 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.57ms, fps=3666 images/s, loss=0.5521, top1-acc=83.50%, top5-acc=97.78%, remaining_time=0:00:11.800464, arrival_time=2021-04-10 02:01:33.947389, cost_time=0:00:03.025778 2021-04-10 02:01:22,850 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.31ms, fps=3644 images/s, loss=0.5545, top1-acc=83.36%, top5-acc=97.84%, remaining_time=0:00:10.888972, arrival_time=2021-04-10 02:01:33.739096, cost_time=0:00:03.729120 2021-04-10 02:01:23,547 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.55ms, fps=3677 images/s, loss=0.5564, top1-acc=83.27%, top5-acc=97.90%, remaining_time=0:00:10.031904, arrival_time=2021-04-10 02:01:33.579095, cost_time=0:00:04.425844 2021-04-10 02:01:24,256 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.54ms, fps=3616 images/s, loss=0.5533, top1-acc=83.40%, top5-acc=97.92%, remaining_time=0:00:09.243108, arrival_time=2021-04-10 02:01:33.499155, cost_time=0:00:05.135042 2021-04-10 02:01:24,958 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.97ms, fps=3649 images/s, loss=0.5522, top1-acc=83.53%, top5-acc=97.89%, remaining_time=0:00:08.463708, arrival_time=2021-04-10 02:01:33.421758, cost_time=0:00:05.837001 2021-04-10 02:01:25,662 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.94ms, fps=3639 images/s, loss=0.5538, top1-acc=83.41%, top5-acc=97.92%, remaining_time=0:00:07.703974, arrival_time=2021-04-10 02:01:33.366110, cost_time=0:00:06.541079 2021-04-10 02:01:26,364 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.99ms, fps=3648 images/s, loss=0.5549, top1-acc=83.36%, top5-acc=97.91%, remaining_time=0:00:06.953760, arrival_time=2021-04-10 02:01:33.318339, cost_time=0:00:07.243543 2021-04-10 02:01:27,076 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.15ms, fps=3598 images/s, loss=0.5552, top1-acc=83.36%, top5-acc=97.87%, remaining_time=0:00:06.219864, arrival_time=2021-04-10 02:01:33.296692, cost_time=0:00:07.955679 2021-04-10 02:01:27,777 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.82ms, fps=3658 images/s, loss=0.5586, top1-acc=83.21%, top5-acc=97.87%, remaining_time=0:00:05.482412, arrival_time=2021-04-10 02:01:33.259916, cost_time=0:00:08.656468 2021-04-10 02:01:28,489 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.17ms, fps=3600 images/s, loss=0.5604, top1-acc=83.16%, top5-acc=97.85%, remaining_time=0:00:04.756224, arrival_time=2021-04-10 02:01:33.245553, cost_time=0:00:09.368316 2021-04-10 02:01:29,206 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=2.24ms, fps=3574 images/s, loss=0.5604, top1-acc=83.15%, top5-acc=97.88%, remaining_time=0:00:04.034016, arrival_time=2021-04-10 02:01:33.240206, cost_time=0:00:10.085058 2021-04-10 02:01:29,909 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.82ms, fps=3645 images/s, loss=0.5622, top1-acc=83.05%, top5-acc=97.87%, remaining_time=0:00:03.308412, arrival_time=2021-04-10 02:01:33.217766, cost_time=0:00:10.788361 2021-04-10 02:01:30,613 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.58ms, fps=3641 images/s, loss=0.5634, top1-acc=83.01%, top5-acc=97.84%, remaining_time=0:00:02.585700, arrival_time=2021-04-10 02:01:33.198755, cost_time=0:00:11.491980 2021-04-10 02:01:31,320 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.15ms, fps=3620 images/s, loss=0.5639, top1-acc=82.96%, top5-acc=97.85%, remaining_time=0:00:01.865864, arrival_time=2021-04-10 02:01:33.186717, cost_time=0:00:12.199865 2021-04-10 02:01:32,035 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.90ms, fps=3587 images/s, loss=0.5639, top1-acc=82.97%, top5-acc=97.82%, remaining_time=0:00:01.147904, arrival_time=2021-04-10 02:01:33.182944, cost_time=0:00:12.913945 2021-04-10 02:01:32,735 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.60ms, fps=3660 images/s, loss=0.5652, top1-acc=82.93%, top5-acc=97.80%, remaining_time=0:00:00.429918, arrival_time=2021-04-10 02:01:33.165000, cost_time=0:00:13.614101 2021-04-10 02:01:33,124 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=0.11ms, fps=3503 images/s, loss=0.5658, top1-acc=82.88%, top5-acc=97.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:33.123921, cost_time=0:00:14.002769 2021-04-10 02:01:33,481 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.47ms, fps=7197 images/s, loss=1.3161, top1-acc=65.35%, top5-acc=89.53%, remaining_time=0:00:01.067100, arrival_time=2021-04-10 02:01:34.548495, cost_time=0:00:00.355699 2021-04-10 02:01:33,729 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.20ms, fps=10332 images/s, loss=1.3303, top1-acc=65.33%, top5-acc=89.65%, remaining_time=0:00:00.604200, arrival_time=2021-04-10 02:01:34.334051, cost_time=0:00:00.604209 2021-04-10 02:01:34,002 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=2.41ms, fps=9398 images/s, loss=1.3163, top1-acc=65.64%, top5-acc=89.78%, remaining_time=0:00:00.292320, arrival_time=2021-04-10 02:01:34.295003, cost_time=0:00:00.876960 2021-04-10 02:01:34,288 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.09ms, fps=8145 images/s, loss=1.3100, top1-acc=65.67%, top5-acc=89.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:34.287994, cost_time=0:00:01.162354 2021-04-10 02:01:34,344 INFO : Epoch=0156 complete, best val top1-acc=65.67%, top5-acc=89.82% (epoch=156), remaining_time=0:11:05.236176, arrival_time=2021-04-10 02:12:39.581082, cost_time=0:39:18.564592 2021-04-10 02:01:34,345 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:01:35,259 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=3.55ms, fps=2803 images/s, loss=0.5486, top1-acc=83.24%, top5-acc=97.89%, remaining_time=0:00:16.984404, arrival_time=2021-04-10 02:01:52.243636, cost_time=0:00:00.913141 2021-04-10 02:01:35,964 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.42ms, fps=3634 images/s, loss=0.5384, top1-acc=84.00%, top5-acc=97.83%, remaining_time=0:00:14.241040, arrival_time=2021-04-10 02:01:50.205466, cost_time=0:00:01.618303 2021-04-10 02:01:36,670 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.73ms, fps=3629 images/s, loss=0.5490, top1-acc=83.70%, top5-acc=97.80%, remaining_time=0:00:12.862344, arrival_time=2021-04-10 02:01:49.532909, cost_time=0:00:02.324508 2021-04-10 02:01:37,416 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=2.87ms, fps=3436 images/s, loss=0.5470, top1-acc=83.54%, top5-acc=97.84%, remaining_time=0:00:11.973468, arrival_time=2021-04-10 02:01:49.389748, cost_time=0:00:03.070118 2021-04-10 02:01:38,111 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.49ms, fps=3684 images/s, loss=0.5506, top1-acc=83.43%, top5-acc=97.84%, remaining_time=0:00:10.996574, arrival_time=2021-04-10 02:01:49.108512, cost_time=0:00:03.765932 2021-04-10 02:01:38,820 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.58ms, fps=3614 images/s, loss=0.5532, top1-acc=83.31%, top5-acc=97.82%, remaining_time=0:00:10.142744, arrival_time=2021-04-10 02:01:48.963539, cost_time=0:00:04.474730 2021-04-10 02:01:39,526 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=2.16ms, fps=3631 images/s, loss=0.5561, top1-acc=83.19%, top5-acc=97.75%, remaining_time=0:00:09.324504, arrival_time=2021-04-10 02:01:48.850820, cost_time=0:00:05.180283 2021-04-10 02:01:40,230 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.67ms, fps=3637 images/s, loss=0.5538, top1-acc=83.32%, top5-acc=97.78%, remaining_time=0:00:08.532960, arrival_time=2021-04-10 02:01:48.763805, cost_time=0:00:05.884782 2021-04-10 02:01:40,951 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.67ms, fps=3557 images/s, loss=0.5546, top1-acc=83.33%, top5-acc=97.81%, remaining_time=0:00:07.779340, arrival_time=2021-04-10 02:01:48.730552, cost_time=0:00:06.605107 2021-04-10 02:01:41,658 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.89ms, fps=3622 images/s, loss=0.5566, top1-acc=83.30%, top5-acc=97.81%, remaining_time=0:00:07.020096, arrival_time=2021-04-10 02:01:48.678723, cost_time=0:00:07.312564 2021-04-10 02:01:42,361 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.33ms, fps=3643 images/s, loss=0.5529, top1-acc=83.36%, top5-acc=97.89%, remaining_time=0:00:06.266906, arrival_time=2021-04-10 02:01:48.628764, cost_time=0:00:08.015847 2021-04-10 02:01:43,063 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.18ms, fps=3655 images/s, loss=0.5539, top1-acc=83.25%, top5-acc=97.91%, remaining_time=0:00:05.520640, arrival_time=2021-04-10 02:01:48.583534, cost_time=0:00:08.716759 2021-04-10 02:01:43,781 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.91ms, fps=3568 images/s, loss=0.5525, top1-acc=83.29%, top5-acc=97.93%, remaining_time=0:00:04.790148, arrival_time=2021-04-10 02:01:48.571406, cost_time=0:00:09.435169 2021-04-10 02:01:44,487 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.67ms, fps=3629 images/s, loss=0.5529, top1-acc=83.28%, top5-acc=97.90%, remaining_time=0:00:04.056528, arrival_time=2021-04-10 02:01:48.543890, cost_time=0:00:10.141354 2021-04-10 02:01:45,184 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.39ms, fps=3677 images/s, loss=0.5533, top1-acc=83.28%, top5-acc=97.90%, remaining_time=0:00:03.323684, arrival_time=2021-04-10 02:01:48.507739, cost_time=0:00:10.838041 2021-04-10 02:01:45,879 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.06ms, fps=3684 images/s, loss=0.5541, top1-acc=83.32%, top5-acc=97.91%, remaining_time=0:00:02.595024, arrival_time=2021-04-10 02:01:48.474538, cost_time=0:00:11.533423 2021-04-10 02:01:46,579 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.52ms, fps=3663 images/s, loss=0.5552, top1-acc=83.28%, top5-acc=97.90%, remaining_time=0:00:01.870908, arrival_time=2021-04-10 02:01:48.449867, cost_time=0:00:12.232926 2021-04-10 02:01:47,278 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.89ms, fps=3662 images/s, loss=0.5550, top1-acc=83.32%, top5-acc=97.89%, remaining_time=0:00:01.149552, arrival_time=2021-04-10 02:01:48.427940, cost_time=0:00:12.932380 2021-04-10 02:01:47,976 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.22ms, fps=3671 images/s, loss=0.5553, top1-acc=83.27%, top5-acc=97.89%, remaining_time=0:00:00.430422, arrival_time=2021-04-10 02:01:48.406554, cost_time=0:00:13.630081 2021-04-10 02:01:48,359 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.32ms, fps=3554 images/s, loss=0.5574, top1-acc=83.20%, top5-acc=97.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:48.359372, cost_time=0:00:14.013374 2021-04-10 02:01:48,686 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.29ms, fps=7865 images/s, loss=1.3205, top1-acc=66.33%, top5-acc=89.96%, remaining_time=0:00:00.976410, arrival_time=2021-04-10 02:01:49.662361, cost_time=0:00:00.325473 2021-04-10 02:01:48,928 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=0.42ms, fps=10604 images/s, loss=1.3088, top1-acc=66.29%, top5-acc=89.90%, remaining_time=0:00:00.567280, arrival_time=2021-04-10 02:01:49.495162, cost_time=0:00:00.567285 2021-04-10 02:01:49,152 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=2.47ms, fps=11415 images/s, loss=1.3286, top1-acc=65.83%, top5-acc=89.51%, remaining_time=0:00:00.264100, arrival_time=2021-04-10 02:01:49.416921, cost_time=0:00:00.792292 2021-04-10 02:01:49,363 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=1.12ms, fps=11053 images/s, loss=1.3137, top1-acc=66.08%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:49.363143, cost_time=0:00:01.002706 2021-04-10 02:01:49,532 INFO : Epoch=0157 complete, best val top1-acc=66.08%, top5-acc=89.89% (epoch=157), remaining_time=0:10:50.135877, arrival_time=2021-04-10 02:12:39.668099, cost_time=0:39:33.751921 2021-04-10 02:01:49,532 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:01:50,466 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.27ms, fps=2743 images/s, loss=0.5288, top1-acc=84.22%, top5-acc=98.09%, remaining_time=0:00:17.357706, arrival_time=2021-04-10 02:02:07.823987, cost_time=0:00:00.933206 2021-04-10 02:01:51,168 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.85ms, fps=3652 images/s, loss=0.5443, top1-acc=83.77%, top5-acc=98.03%, remaining_time=0:00:14.386944, arrival_time=2021-04-10 02:02:05.554888, cost_time=0:00:01.634881 2021-04-10 02:01:51,862 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.39ms, fps=3687 images/s, loss=0.5467, top1-acc=83.80%, top5-acc=98.02%, remaining_time=0:00:12.891560, arrival_time=2021-04-10 02:02:04.754381, cost_time=0:00:02.329799 2021-04-10 02:01:52,568 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.91ms, fps=3629 images/s, loss=0.5374, top1-acc=84.01%, top5-acc=98.05%, remaining_time=0:00:11.839464, arrival_time=2021-04-10 02:02:04.408318, cost_time=0:00:03.035770 2021-04-10 02:01:53,267 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.78ms, fps=3666 images/s, loss=0.5317, top1-acc=84.18%, top5-acc=98.12%, remaining_time=0:00:10.905178, arrival_time=2021-04-10 02:02:04.172882, cost_time=0:00:03.734626 2021-04-10 02:01:53,970 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.14ms, fps=3647 images/s, loss=0.5318, top1-acc=84.15%, top5-acc=98.14%, remaining_time=0:00:10.057880, arrival_time=2021-04-10 02:02:04.028221, cost_time=0:00:04.437287 2021-04-10 02:01:54,677 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=2.27ms, fps=3623 images/s, loss=0.5342, top1-acc=83.95%, top5-acc=98.12%, remaining_time=0:00:09.259992, arrival_time=2021-04-10 02:02:03.937480, cost_time=0:00:05.144472 2021-04-10 02:01:55,383 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.94ms, fps=3629 images/s, loss=0.5357, top1-acc=83.86%, top5-acc=98.10%, remaining_time=0:00:08.482964, arrival_time=2021-04-10 02:02:03.866326, cost_time=0:00:05.850357 2021-04-10 02:01:56,088 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.49ms, fps=3635 images/s, loss=0.5373, top1-acc=83.83%, top5-acc=98.05%, remaining_time=0:00:07.720510, arrival_time=2021-04-10 02:02:03.808646, cost_time=0:00:06.555106 2021-04-10 02:01:56,781 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.55ms, fps=3696 images/s, loss=0.5352, top1-acc=83.89%, top5-acc=98.06%, remaining_time=0:00:06.958176, arrival_time=2021-04-10 02:02:03.739503, cost_time=0:00:07.248081 2021-04-10 02:01:57,486 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.78ms, fps=3634 images/s, loss=0.5383, top1-acc=83.82%, top5-acc=98.03%, remaining_time=0:00:06.218316, arrival_time=2021-04-10 02:02:03.705022, cost_time=0:00:07.953640 2021-04-10 02:01:58,192 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=2.12ms, fps=3630 images/s, loss=0.5401, top1-acc=83.73%, top5-acc=98.00%, remaining_time=0:00:05.484312, arrival_time=2021-04-10 02:02:03.676833, cost_time=0:00:08.659448 2021-04-10 02:01:58,901 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.70ms, fps=3617 images/s, loss=0.5395, top1-acc=83.78%, top5-acc=98.00%, remaining_time=0:00:04.756158, arrival_time=2021-04-10 02:02:03.657400, cost_time=0:00:09.368185 2021-04-10 02:01:59,606 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=2.11ms, fps=3634 images/s, loss=0.5426, top1-acc=83.69%, top5-acc=97.97%, remaining_time=0:00:04.029312, arrival_time=2021-04-10 02:02:03.635855, cost_time=0:00:10.073309 2021-04-10 02:02:00,316 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=2.69ms, fps=3611 images/s, loss=0.5440, top1-acc=83.61%, top5-acc=97.96%, remaining_time=0:00:03.306848, arrival_time=2021-04-10 02:02:03.623052, cost_time=0:00:10.783137 2021-04-10 02:02:01,021 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=2.02ms, fps=3635 images/s, loss=0.5447, top1-acc=83.66%, top5-acc=97.94%, remaining_time=0:00:02.584800, arrival_time=2021-04-10 02:02:03.605878, cost_time=0:00:11.488038 2021-04-10 02:02:01,716 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=2.08ms, fps=3686 images/s, loss=0.5462, top1-acc=83.62%, top5-acc=97.93%, remaining_time=0:00:01.863290, arrival_time=2021-04-10 02:02:03.579395, cost_time=0:00:12.183097 2021-04-10 02:02:02,424 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.69ms, fps=3620 images/s, loss=0.5462, top1-acc=83.61%, top5-acc=97.94%, remaining_time=0:00:01.145840, arrival_time=2021-04-10 02:02:03.569779, cost_time=0:00:12.890755 2021-04-10 02:02:03,134 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.93ms, fps=3609 images/s, loss=0.5469, top1-acc=83.61%, top5-acc=97.96%, remaining_time=0:00:00.429504, arrival_time=2021-04-10 02:02:03.563605, cost_time=0:00:13.601021 2021-04-10 02:02:03,525 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=0.12ms, fps=3484 images/s, loss=0.5471, top1-acc=83.62%, top5-acc=97.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:03.525067, cost_time=0:00:13.992057 2021-04-10 02:02:03,796 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.76ms, fps=9476 images/s, loss=1.3319, top1-acc=65.66%, top5-acc=89.53%, remaining_time=0:00:00.810450, arrival_time=2021-04-10 02:02:04.606797, cost_time=0:00:00.270154 2021-04-10 02:02:04,064 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=16.20ms, fps=9572 images/s, loss=1.3107, top1-acc=65.39%, top5-acc=89.92%, remaining_time=0:00:00.537940, arrival_time=2021-04-10 02:02:04.602121, cost_time=0:00:00.537941 2021-04-10 02:02:04,264 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=0.40ms, fps=12813 images/s, loss=1.3307, top1-acc=65.20%, top5-acc=89.60%, remaining_time=0:00:00.246060, arrival_time=2021-04-10 02:02:04.510494, cost_time=0:00:00.738174 2021-04-10 02:02:04,472 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=11173 images/s, loss=1.3420, top1-acc=65.16%, top5-acc=89.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:04.472558, cost_time=0:00:00.946360 2021-04-10 02:02:04,499 INFO : Epoch=0158 complete, best val top1-acc=66.08%, top5-acc=89.89% (epoch=157), remaining_time=0:10:34.976076, arrival_time=2021-04-10 02:12:39.475838, cost_time=0:39:48.719486 2021-04-10 02:02:04,500 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:02:05,417 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.18ms, fps=2792 images/s, loss=0.5356, top1-acc=83.87%, top5-acc=98.32%, remaining_time=0:00:17.055456, arrival_time=2021-04-10 02:02:22.472891, cost_time=0:00:00.916960 2021-04-10 02:02:06,113 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.51ms, fps=3682 images/s, loss=0.5296, top1-acc=84.06%, top5-acc=98.32%, remaining_time=0:00:14.192464, arrival_time=2021-04-10 02:02:20.305687, cost_time=0:00:01.612779 2021-04-10 02:02:06,813 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.81ms, fps=3656 images/s, loss=0.5341, top1-acc=83.83%, top5-acc=98.24%, remaining_time=0:00:12.800758, arrival_time=2021-04-10 02:02:19.614611, cost_time=0:00:02.313400 2021-04-10 02:02:07,521 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.88ms, fps=3620 images/s, loss=0.5361, top1-acc=83.77%, top5-acc=98.15%, remaining_time=0:00:11.781744, arrival_time=2021-04-10 02:02:19.303205, cost_time=0:00:03.020962 2021-04-10 02:02:08,228 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.56ms, fps=3623 images/s, loss=0.5365, top1-acc=83.82%, top5-acc=98.12%, remaining_time=0:00:10.886198, arrival_time=2021-04-10 02:02:19.114890, cost_time=0:00:03.728172 2021-04-10 02:02:08,933 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=2.15ms, fps=3637 images/s, loss=0.5342, top1-acc=83.86%, top5-acc=98.17%, remaining_time=0:00:10.047408, arrival_time=2021-04-10 02:02:18.980610, cost_time=0:00:04.432681 2021-04-10 02:02:09,627 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.43ms, fps=3690 images/s, loss=0.5360, top1-acc=83.97%, top5-acc=98.13%, remaining_time=0:00:09.228870, arrival_time=2021-04-10 02:02:18.856526, cost_time=0:00:05.127121 2021-04-10 02:02:10,332 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=2.00ms, fps=3636 images/s, loss=0.5379, top1-acc=83.92%, top5-acc=98.10%, remaining_time=0:00:08.456168, arrival_time=2021-04-10 02:02:18.788523, cost_time=0:00:05.831871 2021-04-10 02:02:11,033 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=2.01ms, fps=3652 images/s, loss=0.5359, top1-acc=84.07%, top5-acc=98.07%, remaining_time=0:00:07.694964, arrival_time=2021-04-10 02:02:18.728899, cost_time=0:00:06.533488 2021-04-10 02:02:11,733 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=2.72ms, fps=3662 images/s, loss=0.5371, top1-acc=84.06%, top5-acc=98.08%, remaining_time=0:00:06.943680, arrival_time=2021-04-10 02:02:18.677180, cost_time=0:00:07.233041 2021-04-10 02:02:12,436 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=2.12ms, fps=3645 images/s, loss=0.5367, top1-acc=84.06%, top5-acc=98.11%, remaining_time=0:00:06.204470, arrival_time=2021-04-10 02:02:18.640881, cost_time=0:00:07.935913 2021-04-10 02:02:13,139 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=2.21ms, fps=3647 images/s, loss=0.5350, top1-acc=84.13%, top5-acc=98.12%, remaining_time=0:00:05.471012, arrival_time=2021-04-10 02:02:18.609978, cost_time=0:00:08.638484 2021-04-10 02:02:13,845 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=2.10ms, fps=3627 images/s, loss=0.5344, top1-acc=84.11%, top5-acc=98.13%, remaining_time=0:00:04.744278, arrival_time=2021-04-10 02:02:18.589628, cost_time=0:00:09.344853 2021-04-10 02:02:14,543 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=0.28ms, fps=3670 images/s, loss=0.5346, top1-acc=84.08%, top5-acc=98.14%, remaining_time=0:00:04.017216, arrival_time=2021-04-10 02:02:18.560813, cost_time=0:00:10.043001 2021-04-10 02:02:15,247 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=2.14ms, fps=3643 images/s, loss=0.5348, top1-acc=84.05%, top5-acc=98.15%, remaining_time=0:00:03.295578, arrival_time=2021-04-10 02:02:18.542544, cost_time=0:00:10.746522 2021-04-10 02:02:15,949 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.76ms, fps=3647 images/s, loss=0.5382, top1-acc=83.93%, top5-acc=98.14%, remaining_time=0:00:02.575980, arrival_time=2021-04-10 02:02:18.525328, cost_time=0:00:11.448831 2021-04-10 02:02:16,647 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=2.11ms, fps=3671 images/s, loss=0.5375, top1-acc=83.93%, top5-acc=98.15%, remaining_time=0:00:01.857752, arrival_time=2021-04-10 02:02:18.505067, cost_time=0:00:12.146868 2021-04-10 02:02:17,360 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.92ms, fps=3592 images/s, loss=0.5376, top1-acc=83.94%, top5-acc=98.15%, remaining_time=0:00:01.143120, arrival_time=2021-04-10 02:02:18.503705, cost_time=0:00:12.860083 2021-04-10 02:02:18,054 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.40ms, fps=3694 images/s, loss=0.5379, top1-acc=83.96%, top5-acc=98.13%, remaining_time=0:00:00.428010, arrival_time=2021-04-10 02:02:18.482070, cost_time=0:00:13.553623 2021-04-10 02:02:18,470 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=0.09ms, fps=3267 images/s, loss=0.5386, top1-acc=83.95%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:18.470715, cost_time=0:00:13.970283 2021-04-10 02:02:18,785 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=14.72ms, fps=8151 images/s, loss=1.2899, top1-acc=66.13%, top5-acc=89.65%, remaining_time=0:00:00.942180, arrival_time=2021-04-10 02:02:19.728065, cost_time=0:00:00.314062 2021-04-10 02:02:19,039 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.40ms, fps=10120 images/s, loss=1.2959, top1-acc=65.55%, top5-acc=89.82%, remaining_time=0:00:00.567500, arrival_time=2021-04-10 02:02:19.606791, cost_time=0:00:00.567504 2021-04-10 02:02:19,277 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=3.92ms, fps=10754 images/s, loss=1.2900, top1-acc=65.66%, top5-acc=90.10%, remaining_time=0:00:00.268630, arrival_time=2021-04-10 02:02:19.546355, cost_time=0:00:00.805887 2021-04-10 02:02:19,524 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=9435 images/s, loss=1.3149, top1-acc=65.77%, top5-acc=90.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:19.523998, cost_time=0:00:01.052232 2021-04-10 02:02:19,552 INFO : Epoch=0159 complete, best val top1-acc=66.08%, top5-acc=89.89% (epoch=157), remaining_time=0:10:19.840583, arrival_time=2021-04-10 02:12:39.392820, cost_time=0:40:03.771952 2021-04-10 02:02:19,552 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:02:20,511 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.39ms, fps=2671 images/s, loss=0.4775, top1-acc=86.09%, top5-acc=98.63%, remaining_time=0:00:17.824008, arrival_time=2021-04-10 02:02:38.335416, cost_time=0:00:00.958281 2021-04-10 02:02:21,217 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.90ms, fps=3632 images/s, loss=0.4868, top1-acc=85.66%, top5-acc=98.36%, remaining_time=0:00:14.643200, arrival_time=2021-04-10 02:02:35.860289, cost_time=0:00:01.663995 2021-04-10 02:02:21,924 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=2.07ms, fps=3621 images/s, loss=0.4927, top1-acc=85.47%, top5-acc=98.31%, remaining_time=0:00:13.124458, arrival_time=2021-04-10 02:02:35.049366, cost_time=0:00:02.371879 2021-04-10 02:02:22,646 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=2.16ms, fps=3551 images/s, loss=0.4949, top1-acc=85.37%, top5-acc=98.32%, remaining_time=0:00:12.064104, arrival_time=2021-04-10 02:02:34.710604, cost_time=0:00:03.093369 2021-04-10 02:02:23,362 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.63ms, fps=3580 images/s, loss=0.5044, top1-acc=84.98%, top5-acc=98.23%, remaining_time=0:00:11.123010, arrival_time=2021-04-10 02:02:34.485231, cost_time=0:00:03.809248 2021-04-10 02:02:24,064 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.94ms, fps=3648 images/s, loss=0.5073, top1-acc=84.90%, top5-acc=98.19%, remaining_time=0:00:10.225840, arrival_time=2021-04-10 02:02:34.290376, cost_time=0:00:04.511405 2021-04-10 02:02:24,775 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=3.97ms, fps=3606 images/s, loss=0.5066, top1-acc=84.93%, top5-acc=98.21%, remaining_time=0:00:09.399978, arrival_time=2021-04-10 02:02:34.175180, cost_time=0:00:05.222216 2021-04-10 02:02:25,476 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.88ms, fps=3653 images/s, loss=0.5096, top1-acc=84.85%, top5-acc=98.21%, remaining_time=0:00:08.588872, arrival_time=2021-04-10 02:02:34.065285, cost_time=0:00:05.923399 2021-04-10 02:02:26,184 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=2.31ms, fps=3617 images/s, loss=0.5106, top1-acc=84.86%, top5-acc=98.18%, remaining_time=0:00:07.810610, arrival_time=2021-04-10 02:02:33.995434, cost_time=0:00:06.631694 2021-04-10 02:02:26,907 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.44ms, fps=3550 images/s, loss=0.5104, top1-acc=84.82%, top5-acc=98.20%, remaining_time=0:00:07.060032, arrival_time=2021-04-10 02:02:33.967242, cost_time=0:00:07.354172 2021-04-10 02:02:27,609 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.98ms, fps=3650 images/s, loss=0.5100, top1-acc=84.85%, top5-acc=98.21%, remaining_time=0:00:06.298468, arrival_time=2021-04-10 02:02:33.907664, cost_time=0:00:08.056168 2021-04-10 02:02:28,330 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=0.37ms, fps=3552 images/s, loss=0.5121, top1-acc=84.79%, top5-acc=98.22%, remaining_time=0:00:05.559096, arrival_time=2021-04-10 02:02:33.889717, cost_time=0:00:08.777494 2021-04-10 02:02:29,035 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.59ms, fps=3635 images/s, loss=0.5146, top1-acc=84.67%, top5-acc=98.20%, remaining_time=0:00:04.814304, arrival_time=2021-04-10 02:02:33.850036, cost_time=0:00:09.482691 2021-04-10 02:02:29,743 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=2.03ms, fps=3619 images/s, loss=0.5168, top1-acc=84.64%, top5-acc=98.21%, remaining_time=0:00:04.076296, arrival_time=2021-04-10 02:02:33.820075, cost_time=0:00:10.190774 2021-04-10 02:02:30,451 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.60ms, fps=3622 images/s, loss=0.5181, top1-acc=84.53%, top5-acc=98.20%, remaining_time=0:00:03.342130, arrival_time=2021-04-10 02:02:33.793328, cost_time=0:00:10.898229 2021-04-10 02:02:31,154 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=2.08ms, fps=3645 images/s, loss=0.5196, top1-acc=84.49%, top5-acc=98.20%, remaining_time=0:00:02.610252, arrival_time=2021-04-10 02:02:33.764439, cost_time=0:00:11.601047 2021-04-10 02:02:31,858 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=2.47ms, fps=3638 images/s, loss=0.5236, top1-acc=84.37%, top5-acc=98.15%, remaining_time=0:00:01.882036, arrival_time=2021-04-10 02:02:33.740661, cost_time=0:00:12.305604 2021-04-10 02:02:32,563 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=2.15ms, fps=3636 images/s, loss=0.5245, top1-acc=84.33%, top5-acc=98.17%, remaining_time=0:00:01.156480, arrival_time=2021-04-10 02:02:33.719881, cost_time=0:00:13.010393 2021-04-10 02:02:33,282 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.46ms, fps=3566 images/s, loss=0.5251, top1-acc=84.28%, top5-acc=98.15%, remaining_time=0:00:00.433548, arrival_time=2021-04-10 02:02:33.715521, cost_time=0:00:13.728925 2021-04-10 02:02:33,656 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=0.09ms, fps=3638 images/s, loss=0.5263, top1-acc=84.24%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:33.656394, cost_time=0:00:14.103441 2021-04-10 02:02:34,004 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.29ms, fps=7372 images/s, loss=1.3587, top1-acc=64.10%, top5-acc=89.30%, remaining_time=0:00:01.041690, arrival_time=2021-04-10 02:02:35.046356, cost_time=0:00:00.347231 2021-04-10 02:02:34,239 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=0.42ms, fps=10912 images/s, loss=1.3147, top1-acc=65.08%, top5-acc=89.94%, remaining_time=0:00:00.582320, arrival_time=2021-04-10 02:02:34.822067, cost_time=0:00:00.582321 2021-04-10 02:02:34,426 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=0.19ms, fps=13788 images/s, loss=1.3119, top1-acc=65.48%, top5-acc=89.78%, remaining_time=0:00:00.256160, arrival_time=2021-04-10 02:02:34.682103, cost_time=0:00:00.768494 2021-04-10 02:02:34,616 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=12209 images/s, loss=1.3065, top1-acc=65.47%, top5-acc=89.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:34.616469, cost_time=0:00:00.959078 2021-04-10 02:02:34,645 INFO : Epoch=0160 complete, best val top1-acc=66.08%, top5-acc=89.89% (epoch=157), remaining_time=0:10:04.716240, arrival_time=2021-04-10 02:12:39.361546, cost_time=0:40:18.865015 2021-04-10 02:02:34,645 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:02:35,577 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.27ms, fps=2748 images/s, loss=0.5020, top1-acc=84.77%, top5-acc=98.48%, remaining_time=0:00:17.328876, arrival_time=2021-04-10 02:02:52.906590, cost_time=0:00:00.931664 2021-04-10 02:02:36,282 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=2.17ms, fps=3637 images/s, loss=0.5019, top1-acc=85.12%, top5-acc=98.34%, remaining_time=0:00:14.397328, arrival_time=2021-04-10 02:02:50.679449, cost_time=0:00:01.636055 2021-04-10 02:02:36,992 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.24ms, fps=3608 images/s, loss=0.5015, top1-acc=85.08%, top5-acc=98.32%, remaining_time=0:00:12.981864, arrival_time=2021-04-10 02:02:49.974111, cost_time=0:00:02.346108 2021-04-10 02:02:37,698 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.68ms, fps=3628 images/s, loss=0.5030, top1-acc=85.19%, top5-acc=98.34%, remaining_time=0:00:11.904360, arrival_time=2021-04-10 02:02:49.602859, cost_time=0:00:03.052385 2021-04-10 02:02:38,404 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.33ms, fps=3632 images/s, loss=0.5025, top1-acc=85.10%, top5-acc=98.36%, remaining_time=0:00:10.972922, arrival_time=2021-04-10 02:02:49.377002, cost_time=0:00:03.757850 2021-04-10 02:02:39,109 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.49ms, fps=3633 images/s, loss=0.5025, top1-acc=85.00%, top5-acc=98.43%, remaining_time=0:00:10.117040, arrival_time=2021-04-10 02:02:49.226525, cost_time=0:00:04.463430 2021-04-10 02:02:39,809 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.90ms, fps=3659 images/s, loss=0.5058, top1-acc=84.89%, top5-acc=98.39%, remaining_time=0:00:09.294264, arrival_time=2021-04-10 02:02:49.104097, cost_time=0:00:05.163460 2021-04-10 02:02:40,518 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.51ms, fps=3617 images/s, loss=0.5053, top1-acc=85.01%, top5-acc=98.32%, remaining_time=0:00:08.514980, arrival_time=2021-04-10 02:02:49.033488, cost_time=0:00:05.872408 2021-04-10 02:02:41,222 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.64ms, fps=3638 images/s, loss=0.5085, top1-acc=84.86%, top5-acc=98.29%, remaining_time=0:00:07.745738, arrival_time=2021-04-10 02:02:48.968368, cost_time=0:00:06.576541 2021-04-10 02:02:41,925 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.87ms, fps=3647 images/s, loss=0.5071, top1-acc=84.93%, top5-acc=98.30%, remaining_time=0:00:06.987840, arrival_time=2021-04-10 02:02:48.912873, cost_time=0:00:07.278989 2021-04-10 02:02:42,631 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=2.44ms, fps=3625 images/s, loss=0.5099, top1-acc=84.81%, top5-acc=98.27%, remaining_time=0:00:06.243256, arrival_time=2021-04-10 02:02:48.874954, cost_time=0:00:07.985562 2021-04-10 02:02:43,338 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.64ms, fps=3623 images/s, loss=0.5119, top1-acc=84.70%, top5-acc=98.28%, remaining_time=0:00:05.505440, arrival_time=2021-04-10 02:02:48.844238, cost_time=0:00:08.692749 2021-04-10 02:02:44,038 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.38ms, fps=3660 images/s, loss=0.5138, top1-acc=84.61%, top5-acc=98.27%, remaining_time=0:00:04.768566, arrival_time=2021-04-10 02:02:48.807284, cost_time=0:00:09.392666 2021-04-10 02:02:44,736 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.96ms, fps=3671 images/s, loss=0.5138, top1-acc=84.65%, top5-acc=98.25%, remaining_time=0:00:04.036200, arrival_time=2021-04-10 02:02:48.773043, cost_time=0:00:10.090480 2021-04-10 02:02:45,465 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=2.26ms, fps=3519 images/s, loss=0.5134, top1-acc=84.66%, top5-acc=98.23%, remaining_time=0:00:03.317888, arrival_time=2021-04-10 02:02:48.783164, cost_time=0:00:10.819171 2021-04-10 02:02:46,168 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.52ms, fps=3642 images/s, loss=0.5147, top1-acc=84.61%, top5-acc=98.24%, remaining_time=0:00:02.592612, arrival_time=2021-04-10 02:02:48.761408, cost_time=0:00:11.522694 2021-04-10 02:02:46,892 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.46ms, fps=3542 images/s, loss=0.5165, top1-acc=84.56%, top5-acc=98.25%, remaining_time=0:00:01.872910, arrival_time=2021-04-10 02:02:48.765008, cost_time=0:00:12.245971 2021-04-10 02:02:47,590 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.54ms, fps=3668 images/s, loss=0.5180, top1-acc=84.46%, top5-acc=98.25%, remaining_time=0:00:01.150624, arrival_time=2021-04-10 02:02:48.741229, cost_time=0:00:12.944553 2021-04-10 02:02:48,300 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.32ms, fps=3608 images/s, loss=0.5186, top1-acc=84.47%, top5-acc=98.25%, remaining_time=0:00:00.431196, arrival_time=2021-04-10 02:02:48.731906, cost_time=0:00:13.654577 2021-04-10 02:02:48,685 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.14ms, fps=3545 images/s, loss=0.5190, top1-acc=84.49%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:48.684993, cost_time=0:00:14.038897 2021-04-10 02:02:49,035 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=8.18ms, fps=7333 images/s, loss=1.3451, top1-acc=64.96%, top5-acc=89.49%, remaining_time=0:00:01.047240, arrival_time=2021-04-10 02:02:50.082929, cost_time=0:00:00.349077 2021-04-10 02:02:49,323 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.46ms, fps=8907 images/s, loss=1.2923, top1-acc=65.70%, top5-acc=89.71%, remaining_time=0:00:00.636920, arrival_time=2021-04-10 02:02:49.960483, cost_time=0:00:00.636925 2021-04-10 02:02:49,627 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=0.33ms, fps=8438 images/s, loss=1.3043, top1-acc=65.65%, top5-acc=89.54%, remaining_time=0:00:00.313620, arrival_time=2021-04-10 02:02:49.941206, cost_time=0:00:00.940853 2021-04-10 02:02:49,834 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=11251 images/s, loss=1.2904, top1-acc=66.20%, top5-acc=89.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:49.834406, cost_time=0:00:01.147858 2021-04-10 02:02:49,887 INFO : Epoch=0161 complete, best val top1-acc=66.20%, top5-acc=89.51% (epoch=161), remaining_time=0:09:49.628481, arrival_time=2021-04-10 02:12:39.516026, cost_time=0:40:34.107254 2021-04-10 02:02:49,888 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:02:50,809 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.28ms, fps=2778 images/s, loss=0.4779, top1-acc=85.39%, top5-acc=98.67%, remaining_time=0:00:17.142132, arrival_time=2021-04-10 02:03:07.952056, cost_time=0:00:00.921619 2021-04-10 02:02:51,512 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.44ms, fps=3647 images/s, loss=0.4815, top1-acc=85.16%, top5-acc=98.48%, remaining_time=0:00:14.291552, arrival_time=2021-04-10 02:03:05.803975, cost_time=0:00:01.624048 2021-04-10 02:02:52,218 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.88ms, fps=3630 images/s, loss=0.4856, top1-acc=85.44%, top5-acc=98.55%, remaining_time=0:00:12.893054, arrival_time=2021-04-10 02:03:05.111435, cost_time=0:00:02.330073 2021-04-10 02:02:52,924 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.10ms, fps=3627 images/s, loss=0.4858, top1-acc=85.40%, top5-acc=98.59%, remaining_time=0:00:11.841648, arrival_time=2021-04-10 02:03:04.766342, cost_time=0:00:03.036303 2021-04-10 02:02:53,634 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.85ms, fps=3608 images/s, loss=0.4864, top1-acc=85.51%, top5-acc=98.58%, remaining_time=0:00:10.939634, arrival_time=2021-04-10 02:03:04.574446, cost_time=0:00:03.746445 2021-04-10 02:02:54,337 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.45ms, fps=3647 images/s, loss=0.4861, top1-acc=85.49%, top5-acc=98.57%, remaining_time=0:00:10.084400, arrival_time=2021-04-10 02:03:04.421664, cost_time=0:00:04.448974 2021-04-10 02:02:55,036 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.44ms, fps=3666 images/s, loss=0.4869, top1-acc=85.46%, top5-acc=98.53%, remaining_time=0:00:09.265914, arrival_time=2021-04-10 02:03:04.302059, cost_time=0:00:05.147703 2021-04-10 02:02:55,743 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.98ms, fps=3622 images/s, loss=0.4895, top1-acc=85.43%, top5-acc=98.47%, remaining_time=0:00:08.490156, arrival_time=2021-04-10 02:03:04.233778, cost_time=0:00:05.855318 2021-04-10 02:02:56,443 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.42ms, fps=3658 images/s, loss=0.4907, top1-acc=85.39%, top5-acc=98.46%, remaining_time=0:00:07.720934, arrival_time=2021-04-10 02:03:04.164761, cost_time=0:00:06.555546 2021-04-10 02:02:57,147 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.61ms, fps=3640 images/s, loss=0.4911, top1-acc=85.41%, top5-acc=98.46%, remaining_time=0:00:06.968832, arrival_time=2021-04-10 02:03:04.116492, cost_time=0:00:07.259194 2021-04-10 02:02:57,856 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.98ms, fps=3617 images/s, loss=0.4956, top1-acc=85.29%, top5-acc=98.41%, remaining_time=0:00:06.229496, arrival_time=2021-04-10 02:03:04.085814, cost_time=0:00:07.967958 2021-04-10 02:02:58,561 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.95ms, fps=3634 images/s, loss=0.4992, top1-acc=85.15%, top5-acc=98.39%, remaining_time=0:00:05.492976, arrival_time=2021-04-10 02:03:04.054420, cost_time=0:00:08.673105 2021-04-10 02:02:59,256 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.87ms, fps=3686 images/s, loss=0.4986, top1-acc=85.23%, top5-acc=98.38%, remaining_time=0:00:04.756158, arrival_time=2021-04-10 02:03:04.012698, cost_time=0:00:09.368235 2021-04-10 02:02:59,965 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=2.12ms, fps=3615 images/s, loss=0.5030, top1-acc=85.08%, top5-acc=98.35%, remaining_time=0:00:04.030712, arrival_time=2021-04-10 02:03:03.995920, cost_time=0:00:10.076833 2021-04-10 02:03:00,666 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.88ms, fps=3654 images/s, loss=0.5036, top1-acc=85.07%, top5-acc=98.33%, remaining_time=0:00:03.305284, arrival_time=2021-04-10 02:03:03.971690, cost_time=0:00:10.778030 2021-04-10 02:03:01,373 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=2.23ms, fps=3624 images/s, loss=0.5049, top1-acc=85.01%, top5-acc=98.33%, remaining_time=0:00:02.584152, arrival_time=2021-04-10 02:03:03.957589, cost_time=0:00:11.485105 2021-04-10 02:03:02,075 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.91ms, fps=3647 images/s, loss=0.5060, top1-acc=84.98%, top5-acc=98.31%, remaining_time=0:00:01.863966, arrival_time=2021-04-10 02:03:03.939846, cost_time=0:00:12.187548 2021-04-10 02:03:02,792 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=2.03ms, fps=3574 images/s, loss=0.5073, top1-acc=84.92%, top5-acc=98.31%, remaining_time=0:00:01.147056, arrival_time=2021-04-10 02:03:03.939802, cost_time=0:00:12.904368 2021-04-10 02:03:03,509 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.70ms, fps=3577 images/s, loss=0.5065, top1-acc=84.95%, top5-acc=98.32%, remaining_time=0:00:00.430128, arrival_time=2021-04-10 02:03:03.939096, cost_time=0:00:13.620637 2021-04-10 02:03:03,885 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=0.08ms, fps=3616 images/s, loss=0.5074, top1-acc=84.91%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:03.885559, cost_time=0:00:13.997252 2021-04-10 02:03:04,239 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.44ms, fps=7262 images/s, loss=1.3554, top1-acc=64.41%, top5-acc=88.75%, remaining_time=0:00:01.057560, arrival_time=2021-04-10 02:03:05.297042, cost_time=0:00:00.352524 2021-04-10 02:03:04,494 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.20ms, fps=10068 images/s, loss=1.3017, top1-acc=65.76%, top5-acc=89.86%, remaining_time=0:00:00.607160, arrival_time=2021-04-10 02:03:05.101279, cost_time=0:00:00.607160 2021-04-10 02:03:04,745 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.41ms, fps=10210 images/s, loss=1.3326, top1-acc=65.33%, top5-acc=89.66%, remaining_time=0:00:00.286080, arrival_time=2021-04-10 02:03:05.031345, cost_time=0:00:00.858249 2021-04-10 02:03:04,944 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.10ms, fps=11677 images/s, loss=1.2971, top1-acc=65.68%, top5-acc=89.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:04.944439, cost_time=0:00:01.057447 2021-04-10 02:03:04,991 INFO : Epoch=0162 complete, best val top1-acc=66.20%, top5-acc=89.51% (epoch=161), remaining_time=0:09:34.506306, arrival_time=2021-04-10 02:12:39.497741, cost_time=0:40:49.211113 2021-04-10 02:03:04,992 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:03:05,905 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.31ms, fps=2806 images/s, loss=0.4823, top1-acc=86.21%, top5-acc=98.55%, remaining_time=0:00:16.969896, arrival_time=2021-04-10 02:03:22.874857, cost_time=0:00:00.912357 2021-04-10 02:03:06,605 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=2.01ms, fps=3656 images/s, loss=0.4935, top1-acc=85.70%, top5-acc=98.50%, remaining_time=0:00:14.196864, arrival_time=2021-04-10 02:03:20.802729, cost_time=0:00:01.613280 2021-04-10 02:03:07,308 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.62ms, fps=3648 images/s, loss=0.4920, top1-acc=85.55%, top5-acc=98.41%, remaining_time=0:00:12.813374, arrival_time=2021-04-10 02:03:20.121624, cost_time=0:00:02.315672 2021-04-10 02:03:08,011 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=2.09ms, fps=3644 images/s, loss=0.4941, top1-acc=85.19%, top5-acc=98.40%, remaining_time=0:00:11.772852, arrival_time=2021-04-10 02:03:19.784133, cost_time=0:00:03.018682 2021-04-10 02:03:08,721 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=2.84ms, fps=3607 images/s, loss=0.5006, top1-acc=85.02%, top5-acc=98.30%, remaining_time=0:00:10.888826, arrival_time=2021-04-10 02:03:19.610532, cost_time=0:00:03.729047 2021-04-10 02:03:09,431 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.11ms, fps=3615 images/s, loss=0.4961, top1-acc=85.12%, top5-acc=98.40%, remaining_time=0:00:10.060736, arrival_time=2021-04-10 02:03:19.491908, cost_time=0:00:04.438574 2021-04-10 02:03:10,131 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.48ms, fps=3659 images/s, loss=0.4911, top1-acc=85.27%, top5-acc=98.40%, remaining_time=0:00:09.250164, arrival_time=2021-04-10 02:03:19.381618, cost_time=0:00:05.138950 2021-04-10 02:03:10,825 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.48ms, fps=3690 images/s, loss=0.4898, top1-acc=85.33%, top5-acc=98.42%, remaining_time=0:00:08.458024, arrival_time=2021-04-10 02:03:19.283814, cost_time=0:00:05.833103 2021-04-10 02:03:11,536 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.97ms, fps=3605 images/s, loss=0.4900, top1-acc=85.30%, top5-acc=98.40%, remaining_time=0:00:07.707472, arrival_time=2021-04-10 02:03:19.244120, cost_time=0:00:06.544082 2021-04-10 02:03:12,255 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=2.70ms, fps=3567 images/s, loss=0.4930, top1-acc=85.23%, top5-acc=98.41%, remaining_time=0:00:06.971808, arrival_time=2021-04-10 02:03:19.226779, cost_time=0:00:07.262285 2021-04-10 02:03:12,962 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.94ms, fps=3621 images/s, loss=0.4930, top1-acc=85.24%, top5-acc=98.40%, remaining_time=0:00:06.231302, arrival_time=2021-04-10 02:03:19.194139, cost_time=0:00:07.970270 2021-04-10 02:03:13,669 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=2.12ms, fps=3626 images/s, loss=0.4957, top1-acc=85.18%, top5-acc=98.41%, remaining_time=0:00:05.495408, arrival_time=2021-04-10 02:03:19.164923, cost_time=0:00:08.676973 2021-04-10 02:03:14,378 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=2.16ms, fps=3616 images/s, loss=0.4967, top1-acc=85.17%, top5-acc=98.40%, remaining_time=0:00:04.764870, arrival_time=2021-04-10 02:03:19.143298, cost_time=0:00:09.385348 2021-04-10 02:03:15,087 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.57ms, fps=3616 images/s, loss=0.5007, top1-acc=85.14%, top5-acc=98.37%, remaining_time=0:00:04.037824, arrival_time=2021-04-10 02:03:19.124935, cost_time=0:00:10.094511 2021-04-10 02:03:15,788 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.61ms, fps=3654 images/s, loss=0.5035, top1-acc=85.04%, top5-acc=98.35%, remaining_time=0:00:03.310666, arrival_time=2021-04-10 02:03:19.098962, cost_time=0:00:10.795713 2021-04-10 02:03:16,486 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=2.24ms, fps=3672 images/s, loss=0.5049, top1-acc=85.00%, top5-acc=98.33%, remaining_time=0:00:02.586024, arrival_time=2021-04-10 02:03:19.072071, cost_time=0:00:11.493483 2021-04-10 02:03:17,191 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.93ms, fps=3635 images/s, loss=0.5041, top1-acc=85.04%, top5-acc=98.33%, remaining_time=0:00:01.865630, arrival_time=2021-04-10 02:03:19.056663, cost_time=0:00:12.198360 2021-04-10 02:03:17,888 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.43ms, fps=3675 images/s, loss=0.5042, top1-acc=85.00%, top5-acc=98.32%, remaining_time=0:00:01.146288, arrival_time=2021-04-10 02:03:19.034607, cost_time=0:00:12.895737 2021-04-10 02:03:18,588 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.74ms, fps=3659 images/s, loss=0.5051, top1-acc=84.97%, top5-acc=98.30%, remaining_time=0:00:00.429348, arrival_time=2021-04-10 02:03:19.017993, cost_time=0:00:13.596049 2021-04-10 02:03:18,961 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.09ms, fps=3650 images/s, loss=0.5052, top1-acc=84.97%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:18.961786, cost_time=0:00:13.969251 2021-04-10 02:03:19,315 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=30.00ms, fps=7259 images/s, loss=1.2974, top1-acc=65.62%, top5-acc=89.77%, remaining_time=0:00:01.057950, arrival_time=2021-04-10 02:03:20.373653, cost_time=0:00:00.352654 2021-04-10 02:03:19,566 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.44ms, fps=10233 images/s, loss=1.2936, top1-acc=65.94%, top5-acc=89.79%, remaining_time=0:00:00.603400, arrival_time=2021-04-10 02:03:20.169819, cost_time=0:00:00.603394 2021-04-10 02:03:19,832 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=38.97ms, fps=9647 images/s, loss=1.3083, top1-acc=65.87%, top5-acc=89.60%, remaining_time=0:00:00.289760, arrival_time=2021-04-10 02:03:20.122058, cost_time=0:00:00.869284 2021-04-10 02:03:20,031 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.07ms, fps=11648 images/s, loss=1.3052, top1-acc=66.00%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:20.031926, cost_time=0:00:01.068955 2021-04-10 02:03:20,058 INFO : Epoch=0163 complete, best val top1-acc=66.20%, top5-acc=89.51% (epoch=161), remaining_time=0:09:19.376027, arrival_time=2021-04-10 02:12:39.434504, cost_time=0:41:04.278202 2021-04-10 02:03:20,059 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:03:20,964 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.53ms, fps=2830 images/s, loss=0.4773, top1-acc=86.21%, top5-acc=98.59%, remaining_time=0:00:16.827420, arrival_time=2021-04-10 02:03:37.791346, cost_time=0:00:00.904698 2021-04-10 02:03:21,665 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.98ms, fps=3654 images/s, loss=0.4672, top1-acc=86.54%, top5-acc=98.48%, remaining_time=0:00:14.131920, arrival_time=2021-04-10 02:03:35.796978, cost_time=0:00:01.605905 2021-04-10 02:03:22,367 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=2.18ms, fps=3646 images/s, loss=0.4616, top1-acc=86.46%, top5-acc=98.59%, remaining_time=0:00:12.773700, arrival_time=2021-04-10 02:03:35.141346, cost_time=0:00:02.308498 2021-04-10 02:03:23,073 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.78ms, fps=3629 images/s, loss=0.4683, top1-acc=86.23%, top5-acc=98.60%, remaining_time=0:00:11.755848, arrival_time=2021-04-10 02:03:34.829396, cost_time=0:00:03.014322 2021-04-10 02:03:23,776 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.44ms, fps=3645 images/s, loss=0.4707, top1-acc=86.03%, top5-acc=98.52%, remaining_time=0:00:10.854662, arrival_time=2021-04-10 02:03:34.631157, cost_time=0:00:03.717342 2021-04-10 02:03:24,476 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.77ms, fps=3658 images/s, loss=0.4768, top1-acc=85.81%, top5-acc=98.44%, remaining_time=0:00:10.013272, arrival_time=2021-04-10 02:03:34.490024, cost_time=0:00:04.417609 2021-04-10 02:03:25,180 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=2.05ms, fps=3644 images/s, loss=0.4766, top1-acc=85.86%, top5-acc=98.46%, remaining_time=0:00:09.217152, arrival_time=2021-04-10 02:03:34.397096, cost_time=0:00:05.120614 2021-04-10 02:03:25,881 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.47ms, fps=3653 images/s, loss=0.4748, top1-acc=85.81%, top5-acc=98.47%, remaining_time=0:00:08.442364, arrival_time=2021-04-10 02:03:34.323818, cost_time=0:00:05.822305 2021-04-10 02:03:26,579 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.56ms, fps=3668 images/s, loss=0.4762, top1-acc=85.70%, top5-acc=98.49%, remaining_time=0:00:07.679912, arrival_time=2021-04-10 02:03:34.259771, cost_time=0:00:06.520714 2021-04-10 02:03:27,287 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=2.13ms, fps=3621 images/s, loss=0.4768, top1-acc=85.63%, top5-acc=98.51%, remaining_time=0:00:06.938880, arrival_time=2021-04-10 02:03:34.226209, cost_time=0:00:07.228033 2021-04-10 02:03:27,988 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.98ms, fps=3653 images/s, loss=0.4772, top1-acc=85.59%, top5-acc=98.55%, remaining_time=0:00:06.199482, arrival_time=2021-04-10 02:03:34.188244, cost_time=0:00:07.929604 2021-04-10 02:03:28,706 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.66ms, fps=3572 images/s, loss=0.4810, top1-acc=85.45%, top5-acc=98.48%, remaining_time=0:00:05.476332, arrival_time=2021-04-10 02:03:34.182281, cost_time=0:00:08.646790 2021-04-10 02:03:29,452 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.38ms, fps=3431 images/s, loss=0.4823, top1-acc=85.48%, top5-acc=98.48%, remaining_time=0:00:04.768896, arrival_time=2021-04-10 02:03:34.221591, cost_time=0:00:09.393332 2021-04-10 02:03:30,158 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.91ms, fps=3633 images/s, loss=0.4837, top1-acc=85.41%, top5-acc=98.49%, remaining_time=0:00:04.039560, arrival_time=2021-04-10 02:03:34.197609, cost_time=0:00:10.098892 2021-04-10 02:03:30,862 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=2.11ms, fps=3639 images/s, loss=0.4851, top1-acc=85.41%, top5-acc=98.48%, remaining_time=0:00:03.312828, arrival_time=2021-04-10 02:03:34.175049, cost_time=0:00:10.802754 2021-04-10 02:03:31,572 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=6.82ms, fps=3610 images/s, loss=0.4858, top1-acc=85.44%, top5-acc=98.49%, remaining_time=0:00:02.590452, arrival_time=2021-04-10 02:03:34.162769, cost_time=0:00:11.513100 2021-04-10 02:03:32,289 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.54ms, fps=3577 images/s, loss=0.4872, top1-acc=85.40%, top5-acc=98.47%, remaining_time=0:00:01.870466, arrival_time=2021-04-10 02:03:34.159519, cost_time=0:00:12.229900 2021-04-10 02:03:32,992 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.72ms, fps=3640 images/s, loss=0.4906, top1-acc=85.32%, top5-acc=98.42%, remaining_time=0:00:01.149648, arrival_time=2021-04-10 02:03:34.142481, cost_time=0:00:12.933556 2021-04-10 02:03:33,694 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.35ms, fps=3652 images/s, loss=0.4933, top1-acc=85.23%, top5-acc=98.40%, remaining_time=0:00:00.430590, arrival_time=2021-04-10 02:03:34.125155, cost_time=0:00:13.635432 2021-04-10 02:03:34,086 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.12ms, fps=3476 images/s, loss=0.4935, top1-acc=85.24%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:34.086236, cost_time=0:00:14.027036 2021-04-10 02:03:34,459 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.46ms, fps=6882 images/s, loss=1.2681, top1-acc=66.09%, top5-acc=90.00%, remaining_time=0:00:01.115970, arrival_time=2021-04-10 02:03:35.575787, cost_time=0:00:00.371989 2021-04-10 02:03:34,706 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.44ms, fps=10390 images/s, loss=1.2703, top1-acc=65.78%, top5-acc=90.29%, remaining_time=0:00:00.618920, arrival_time=2021-04-10 02:03:35.325760, cost_time=0:00:00.618914 2021-04-10 02:03:34,983 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=0.48ms, fps=9269 images/s, loss=1.2471, top1-acc=66.64%, top5-acc=90.42%, remaining_time=0:00:00.298620, arrival_time=2021-04-10 02:03:35.282280, cost_time=0:00:00.895859 2021-04-10 02:03:35,210 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.12ms, fps=10252 images/s, loss=1.2574, top1-acc=66.37%, top5-acc=90.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:35.210676, cost_time=0:00:01.122919 2021-04-10 02:03:35,265 INFO : Epoch=0164 complete, best val top1-acc=66.37%, top5-acc=90.32% (epoch=164), remaining_time=0:09:04.277304, arrival_time=2021-04-10 02:12:39.543142, cost_time=0:41:19.485515 2021-04-10 02:03:35,266 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:03:36,245 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.49ms, fps=2617 images/s, loss=0.4649, top1-acc=86.76%, top5-acc=98.59%, remaining_time=0:00:18.197124, arrival_time=2021-04-10 02:03:54.442341, cost_time=0:00:00.978335 2021-04-10 02:03:36,952 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.47ms, fps=3621 images/s, loss=0.4685, top1-acc=86.13%, top5-acc=98.59%, remaining_time=0:00:14.836272, arrival_time=2021-04-10 02:03:51.789065, cost_time=0:00:01.685947 2021-04-10 02:03:37,671 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=2.06ms, fps=3564 images/s, loss=0.4632, top1-acc=86.18%, top5-acc=98.67%, remaining_time=0:00:13.306062, arrival_time=2021-04-10 02:03:50.977781, cost_time=0:00:02.404716 2021-04-10 02:03:38,376 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.45ms, fps=3635 images/s, loss=0.4642, top1-acc=86.11%, top5-acc=98.62%, remaining_time=0:00:12.128532, arrival_time=2021-04-10 02:03:50.505310, cost_time=0:00:03.109889 2021-04-10 02:03:39,083 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.74ms, fps=3627 images/s, loss=0.4699, top1-acc=86.07%, top5-acc=98.58%, remaining_time=0:00:11.143888, arrival_time=2021-04-10 02:03:50.227094, cost_time=0:00:03.816378 2021-04-10 02:03:39,785 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.76ms, fps=3649 images/s, loss=0.4724, top1-acc=86.07%, top5-acc=98.52%, remaining_time=0:00:10.241616, arrival_time=2021-04-10 02:03:50.026942, cost_time=0:00:04.518347 2021-04-10 02:03:40,490 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.42ms, fps=3634 images/s, loss=0.4744, top1-acc=86.07%, top5-acc=98.51%, remaining_time=0:00:09.402750, arrival_time=2021-04-10 02:03:49.893317, cost_time=0:00:05.223747 2021-04-10 02:03:41,199 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=2.06ms, fps=3611 images/s, loss=0.4781, top1-acc=85.95%, top5-acc=98.48%, remaining_time=0:00:08.602908, arrival_time=2021-04-10 02:03:49.802764, cost_time=0:00:05.933024 2021-04-10 02:03:41,906 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.39ms, fps=3625 images/s, loss=0.4774, top1-acc=85.93%, top5-acc=98.49%, remaining_time=0:00:07.820044, arrival_time=2021-04-10 02:03:49.726530, cost_time=0:00:06.639623 2021-04-10 02:03:42,610 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=2.25ms, fps=3638 images/s, loss=0.4766, top1-acc=85.95%, top5-acc=98.48%, remaining_time=0:00:07.050144, arrival_time=2021-04-10 02:03:49.660913, cost_time=0:00:07.343893 2021-04-10 02:03:43,331 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=2.53ms, fps=3556 images/s, loss=0.4779, top1-acc=85.83%, top5-acc=98.50%, remaining_time=0:00:06.304918, arrival_time=2021-04-10 02:03:49.636356, cost_time=0:00:08.064455 2021-04-10 02:03:44,032 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.00ms, fps=3657 images/s, loss=0.4763, top1-acc=85.84%, top5-acc=98.52%, remaining_time=0:00:05.551648, arrival_time=2021-04-10 02:03:49.584330, cost_time=0:00:08.765779 2021-04-10 02:03:44,733 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.44ms, fps=3656 images/s, loss=0.4793, top1-acc=85.72%, top5-acc=98.48%, remaining_time=0:00:04.806252, arrival_time=2021-04-10 02:03:49.539939, cost_time=0:00:09.466849 2021-04-10 02:03:45,444 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.75ms, fps=3603 images/s, loss=0.4796, top1-acc=85.71%, top5-acc=98.48%, remaining_time=0:00:04.071144, arrival_time=2021-04-10 02:03:49.515797, cost_time=0:00:10.177822 2021-04-10 02:03:46,143 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.43ms, fps=3663 images/s, loss=0.4794, top1-acc=85.73%, top5-acc=98.47%, remaining_time=0:00:03.335644, arrival_time=2021-04-10 02:03:49.479533, cost_time=0:00:10.877054 2021-04-10 02:03:46,840 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.41ms, fps=3679 images/s, loss=0.4785, top1-acc=85.75%, top5-acc=98.47%, remaining_time=0:00:02.603988, arrival_time=2021-04-10 02:03:49.444228, cost_time=0:00:11.573327 2021-04-10 02:03:47,539 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=2.19ms, fps=3662 images/s, loss=0.4785, top1-acc=85.75%, top5-acc=98.47%, remaining_time=0:00:01.877070, arrival_time=2021-04-10 02:03:49.416991, cost_time=0:00:12.273086 2021-04-10 02:03:48,245 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.90ms, fps=3632 images/s, loss=0.4779, top1-acc=85.77%, top5-acc=98.47%, remaining_time=0:00:01.153648, arrival_time=2021-04-10 02:03:49.398982, cost_time=0:00:12.978466 2021-04-10 02:03:48,944 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.47ms, fps=3665 images/s, loss=0.4794, top1-acc=85.75%, top5-acc=98.48%, remaining_time=0:00:00.431922, arrival_time=2021-04-10 02:03:49.376323, cost_time=0:00:13.677583 2021-04-10 02:03:49,321 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.12ms, fps=3610 images/s, loss=0.4794, top1-acc=85.77%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:49.321492, cost_time=0:00:14.054695 2021-04-10 02:03:49,691 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=2.73ms, fps=6945 images/s, loss=1.2559, top1-acc=66.60%, top5-acc=89.65%, remaining_time=0:00:01.105710, arrival_time=2021-04-10 02:03:50.796848, cost_time=0:00:00.368572 2021-04-10 02:03:49,933 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.47ms, fps=10586 images/s, loss=1.2578, top1-acc=66.87%, top5-acc=90.08%, remaining_time=0:00:00.610900, arrival_time=2021-04-10 02:03:50.544351, cost_time=0:00:00.610895 2021-04-10 02:03:50,208 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=0.42ms, fps=9330 images/s, loss=1.2562, top1-acc=66.84%, top5-acc=90.22%, remaining_time=0:00:00.295250, arrival_time=2021-04-10 02:03:50.503559, cost_time=0:00:00.885746 2021-04-10 02:03:50,387 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=12998 images/s, loss=1.2514, top1-acc=66.96%, top5-acc=90.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:50.387244, cost_time=0:00:01.064755 2021-04-10 02:03:50,454 INFO : Epoch=0165 complete, best val top1-acc=66.96%, top5-acc=90.53% (epoch=165), remaining_time=0:08:49.173295, arrival_time=2021-04-10 02:12:39.627651, cost_time=0:41:34.674023 2021-04-10 02:03:50,455 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:03:51,337 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=3.02ms, fps=2904 images/s, loss=0.4529, top1-acc=87.07%, top5-acc=98.48%, remaining_time=0:00:16.395342, arrival_time=2021-04-10 02:04:07.732418, cost_time=0:00:00.881467 2021-04-10 02:03:52,042 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.37ms, fps=3633 images/s, loss=0.4600, top1-acc=86.82%, top5-acc=98.52%, remaining_time=0:00:13.966128, arrival_time=2021-04-10 02:04:06.008659, cost_time=0:00:01.587057 2021-04-10 02:03:52,741 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.98ms, fps=3666 images/s, loss=0.4547, top1-acc=86.82%, top5-acc=98.59%, remaining_time=0:00:12.648536, arrival_time=2021-04-10 02:04:05.389898, cost_time=0:00:02.285878 2021-04-10 02:03:53,440 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=2.13ms, fps=3664 images/s, loss=0.4618, top1-acc=86.70%, top5-acc=98.57%, remaining_time=0:00:11.642124, arrival_time=2021-04-10 02:04:05.082805, cost_time=0:00:02.985146 2021-04-10 02:03:54,143 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.88ms, fps=3648 images/s, loss=0.4636, top1-acc=86.67%, top5-acc=98.50%, remaining_time=0:00:10.767938, arrival_time=2021-04-10 02:04:04.911016, cost_time=0:00:03.687636 2021-04-10 02:03:54,859 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.49ms, fps=3577 images/s, loss=0.4629, top1-acc=86.59%, top5-acc=98.57%, remaining_time=0:00:09.981992, arrival_time=2021-04-10 02:04:04.841273, cost_time=0:00:04.403848 2021-04-10 02:03:55,580 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.91ms, fps=3553 images/s, loss=0.4638, top1-acc=86.35%, top5-acc=98.58%, remaining_time=0:00:09.224586, arrival_time=2021-04-10 02:04:04.804991, cost_time=0:00:05.124782 2021-04-10 02:03:56,280 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.53ms, fps=3663 images/s, loss=0.4683, top1-acc=86.06%, top5-acc=98.55%, remaining_time=0:00:08.445728, arrival_time=2021-04-10 02:04:04.725798, cost_time=0:00:05.824647 2021-04-10 02:03:56,984 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.52ms, fps=3637 images/s, loss=0.4714, top1-acc=85.92%, top5-acc=98.57%, remaining_time=0:00:07.689664, arrival_time=2021-04-10 02:04:04.674104, cost_time=0:00:06.528971 2021-04-10 02:03:57,714 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=4.46ms, fps=3512 images/s, loss=0.4742, top1-acc=85.80%, top5-acc=98.56%, remaining_time=0:00:06.968160, arrival_time=2021-04-10 02:04:04.682231, cost_time=0:00:07.258520 2021-04-10 02:03:58,422 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.63ms, fps=3616 images/s, loss=0.4766, top1-acc=85.70%, top5-acc=98.50%, remaining_time=0:00:06.228894, arrival_time=2021-04-10 02:04:04.651513, cost_time=0:00:07.967168 2021-04-10 02:03:59,132 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=0.40ms, fps=3608 images/s, loss=0.4758, top1-acc=85.78%, top5-acc=98.50%, remaining_time=0:00:05.495484, arrival_time=2021-04-10 02:04:04.628090, cost_time=0:00:08.677130 2021-04-10 02:03:59,847 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=2.07ms, fps=3585 images/s, loss=0.4766, top1-acc=85.74%, top5-acc=98.50%, remaining_time=0:00:04.768170, arrival_time=2021-04-10 02:04:04.615518, cost_time=0:00:09.391870 2021-04-10 02:04:00,552 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=0.4780, top1-acc=85.66%, top5-acc=98.50%, remaining_time=0:00:04.038832, arrival_time=2021-04-10 02:04:04.591406, cost_time=0:00:10.097080 2021-04-10 02:04:01,262 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.97ms, fps=3612 images/s, loss=0.4785, top1-acc=85.64%, top5-acc=98.50%, remaining_time=0:00:03.313978, arrival_time=2021-04-10 02:04:04.575998, cost_time=0:00:10.806459 2021-04-10 02:04:01,970 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.89ms, fps=3617 images/s, loss=0.4792, top1-acc=85.63%, top5-acc=98.50%, remaining_time=0:00:02.590884, arrival_time=2021-04-10 02:04:04.561372, cost_time=0:00:11.515002 2021-04-10 02:04:02,677 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.60ms, fps=3626 images/s, loss=0.4781, top1-acc=85.66%, top5-acc=98.51%, remaining_time=0:00:01.869192, arrival_time=2021-04-10 02:04:04.546322, cost_time=0:00:12.221651 2021-04-10 02:04:03,378 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.56ms, fps=3655 images/s, loss=0.4778, top1-acc=85.66%, top5-acc=98.52%, remaining_time=0:00:01.148688, arrival_time=2021-04-10 02:04:04.526805, cost_time=0:00:12.922714 2021-04-10 02:04:04,085 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.95ms, fps=3621 images/s, loss=0.4761, top1-acc=85.73%, top5-acc=98.52%, remaining_time=0:00:00.430422, arrival_time=2021-04-10 02:04:04.515966, cost_time=0:00:13.630040 2021-04-10 02:04:04,468 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.12ms, fps=3559 images/s, loss=0.4740, top1-acc=85.78%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:04.468249, cost_time=0:00:14.012786 2021-04-10 02:04:04,790 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=10.01ms, fps=7988 images/s, loss=1.2974, top1-acc=65.78%, top5-acc=90.16%, remaining_time=0:00:00.961350, arrival_time=2021-04-10 02:04:05.751593, cost_time=0:00:00.320453 2021-04-10 02:04:05,013 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=0.42ms, fps=11500 images/s, loss=1.2963, top1-acc=65.98%, top5-acc=89.86%, remaining_time=0:00:00.543620, arrival_time=2021-04-10 02:04:05.556995, cost_time=0:00:00.543613 2021-04-10 02:04:05,253 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=23.79ms, fps=10676 images/s, loss=1.2699, top1-acc=67.08%, top5-acc=90.21%, remaining_time=0:00:00.261300, arrival_time=2021-04-10 02:04:05.514960, cost_time=0:00:00.783892 2021-04-10 02:04:05,453 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.11ms, fps=11642 images/s, loss=1.2622, top1-acc=67.03%, top5-acc=90.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:05.453411, cost_time=0:00:00.983681 2021-04-10 02:04:05,519 INFO : Epoch=0166 complete, best val top1-acc=67.03%, top5-acc=90.21% (epoch=166), remaining_time=0:08:34.043008, arrival_time=2021-04-10 02:12:39.562728, cost_time=0:41:49.739423 2021-04-10 02:04:05,520 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:04:06,444 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.29ms, fps=2770 images/s, loss=0.4442, top1-acc=86.64%, top5-acc=98.79%, remaining_time=0:00:17.191794, arrival_time=2021-04-10 02:04:23.636603, cost_time=0:00:00.924288 2021-04-10 02:04:07,134 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.42ms, fps=3717 images/s, loss=0.4472, top1-acc=86.62%, top5-acc=98.83%, remaining_time=0:00:14.200384, arrival_time=2021-04-10 02:04:21.334538, cost_time=0:00:01.613690 2021-04-10 02:04:07,877 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=5.26ms, fps=3448 images/s, loss=0.4518, top1-acc=86.39%, top5-acc=98.80%, remaining_time=0:00:13.039632, arrival_time=2021-04-10 02:04:20.916726, cost_time=0:00:02.356555 2021-04-10 02:04:08,575 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.06ms, fps=3669 images/s, loss=0.4475, top1-acc=86.69%, top5-acc=98.81%, remaining_time=0:00:11.913876, arrival_time=2021-04-10 02:04:20.489227, cost_time=0:00:03.054847 2021-04-10 02:04:09,288 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.86ms, fps=3592 images/s, loss=0.4500, top1-acc=86.60%, top5-acc=98.79%, remaining_time=0:00:11.002560, arrival_time=2021-04-10 02:04:20.291142, cost_time=0:00:03.768021 2021-04-10 02:04:09,986 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.55ms, fps=3671 images/s, loss=0.4484, top1-acc=86.71%, top5-acc=98.80%, remaining_time=0:00:10.123160, arrival_time=2021-04-10 02:04:20.109750, cost_time=0:00:04.466120 2021-04-10 02:04:10,693 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.47ms, fps=3624 images/s, loss=0.4476, top1-acc=86.67%, top5-acc=98.85%, remaining_time=0:00:09.311526, arrival_time=2021-04-10 02:04:20.005221, cost_time=0:00:05.173077 2021-04-10 02:04:11,400 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=2.22ms, fps=3627 images/s, loss=0.4510, top1-acc=86.53%, top5-acc=98.82%, remaining_time=0:00:08.525652, arrival_time=2021-04-10 02:04:19.925906, cost_time=0:00:05.879786 2021-04-10 02:04:12,110 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=2.13ms, fps=3605 images/s, loss=0.4534, top1-acc=86.49%, top5-acc=98.74%, remaining_time=0:00:07.761956, arrival_time=2021-04-10 02:04:19.872757, cost_time=0:00:06.590355 2021-04-10 02:04:12,817 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.52ms, fps=3624 images/s, loss=0.4546, top1-acc=86.42%, top5-acc=98.73%, remaining_time=0:00:07.005312, arrival_time=2021-04-10 02:04:19.823164, cost_time=0:00:07.297233 2021-04-10 02:04:13,528 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=2.06ms, fps=3607 images/s, loss=0.4540, top1-acc=86.40%, top5-acc=98.75%, remaining_time=0:00:06.260628, arrival_time=2021-04-10 02:04:19.788937, cost_time=0:00:08.007800 2021-04-10 02:04:14,235 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.44ms, fps=3626 images/s, loss=0.4544, top1-acc=86.42%, top5-acc=98.74%, remaining_time=0:00:05.519196, arrival_time=2021-04-10 02:04:19.754297, cost_time=0:00:08.714530 2021-04-10 02:04:14,928 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.63ms, fps=3694 images/s, loss=0.4552, top1-acc=86.44%, top5-acc=98.72%, remaining_time=0:00:04.776618, arrival_time=2021-04-10 02:04:19.705477, cost_time=0:00:09.408429 2021-04-10 02:04:15,643 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.42ms, fps=3585 images/s, loss=0.4578, top1-acc=86.36%, top5-acc=98.72%, remaining_time=0:00:04.049192, arrival_time=2021-04-10 02:04:19.692729, cost_time=0:00:10.122930 2021-04-10 02:04:16,351 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.86ms, fps=3619 images/s, loss=0.4585, top1-acc=86.33%, top5-acc=98.70%, remaining_time=0:00:03.321568, arrival_time=2021-04-10 02:04:19.673364, cost_time=0:00:10.831261 2021-04-10 02:04:17,061 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.62ms, fps=3612 images/s, loss=0.4596, top1-acc=86.32%, top5-acc=98.69%, remaining_time=0:00:02.596644, arrival_time=2021-04-10 02:04:19.657813, cost_time=0:00:11.540572 2021-04-10 02:04:17,809 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.58ms, fps=3425 images/s, loss=0.4613, top1-acc=86.27%, top5-acc=98.66%, remaining_time=0:00:01.879462, arrival_time=2021-04-10 02:04:19.688748, cost_time=0:00:12.288822 2021-04-10 02:04:18,510 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.44ms, fps=3653 images/s, loss=0.4604, top1-acc=86.33%, top5-acc=98.65%, remaining_time=0:00:01.154672, arrival_time=2021-04-10 02:04:19.665189, cost_time=0:00:12.990022 2021-04-10 02:04:19,216 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.41ms, fps=3627 images/s, loss=0.4609, top1-acc=86.28%, top5-acc=98.64%, remaining_time=0:00:00.432516, arrival_time=2021-04-10 02:04:19.649386, cost_time=0:00:13.696342 2021-04-10 02:04:19,596 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.67ms, fps=3586 images/s, loss=0.4618, top1-acc=86.27%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:19.596791, cost_time=0:00:14.076259 2021-04-10 02:04:19,919 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=29.42ms, fps=7985 images/s, loss=1.2177, top1-acc=67.50%, top5-acc=91.02%, remaining_time=0:00:00.961740, arrival_time=2021-04-10 02:04:20.880780, cost_time=0:00:00.320576 2021-04-10 02:04:20,159 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.20ms, fps=10655 images/s, loss=1.2460, top1-acc=67.17%, top5-acc=90.43%, remaining_time=0:00:00.561180, arrival_time=2021-04-10 02:04:20.720831, cost_time=0:00:00.561176 2021-04-10 02:04:20,386 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=21.55ms, fps=11288 images/s, loss=1.2453, top1-acc=67.40%, top5-acc=90.33%, remaining_time=0:00:00.262770, arrival_time=2021-04-10 02:04:20.649590, cost_time=0:00:00.788314 2021-04-10 02:04:20,626 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.09ms, fps=9705 images/s, loss=1.2457, top1-acc=67.19%, top5-acc=90.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:20.626332, cost_time=0:00:01.027834 2021-04-10 02:04:20,711 INFO : Epoch=0167 complete, best val top1-acc=67.19%, top5-acc=90.36% (epoch=167), remaining_time=0:08:18.938583, arrival_time=2021-04-10 02:12:39.650519, cost_time=0:42:04.931632 2021-04-10 02:04:20,712 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:04:21,696 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.42ms, fps=2604 images/s, loss=0.4336, top1-acc=87.07%, top5-acc=98.91%, remaining_time=0:00:18.288636, arrival_time=2021-04-10 02:04:39.984678, cost_time=0:00:00.983256 2021-04-10 02:04:22,393 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.62ms, fps=3676 images/s, loss=0.4477, top1-acc=86.97%, top5-acc=98.73%, remaining_time=0:00:14.786288, arrival_time=2021-04-10 02:04:37.179299, cost_time=0:00:01.680269 2021-04-10 02:04:23,094 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.93ms, fps=3654 images/s, loss=0.4404, top1-acc=87.28%, top5-acc=98.76%, remaining_time=0:00:13.177578, arrival_time=2021-04-10 02:04:36.271743, cost_time=0:00:02.381480 2021-04-10 02:04:23,799 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.61ms, fps=3633 images/s, loss=0.4401, top1-acc=87.21%, top5-acc=98.71%, remaining_time=0:00:12.037116, arrival_time=2021-04-10 02:04:35.836313, cost_time=0:00:03.086455 2021-04-10 02:04:24,502 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.86ms, fps=3644 images/s, loss=0.4357, top1-acc=87.34%, top5-acc=98.73%, remaining_time=0:00:11.065486, arrival_time=2021-04-10 02:04:35.567778, cost_time=0:00:03.789545 2021-04-10 02:04:25,204 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.56ms, fps=3648 images/s, loss=0.4381, top1-acc=87.26%, top5-acc=98.72%, remaining_time=0:00:10.181776, arrival_time=2021-04-10 02:04:35.386485, cost_time=0:00:04.491969 2021-04-10 02:04:25,907 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.37ms, fps=3648 images/s, loss=0.4428, top1-acc=87.06%, top5-acc=98.69%, remaining_time=0:00:09.349704, arrival_time=2021-04-10 02:04:35.256661, cost_time=0:00:05.194263 2021-04-10 02:04:26,618 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.98ms, fps=3598 images/s, loss=0.4441, top1-acc=86.99%, top5-acc=98.65%, remaining_time=0:00:08.563932, arrival_time=2021-04-10 02:04:35.182769, cost_time=0:00:05.906132 2021-04-10 02:04:27,317 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.42ms, fps=3665 images/s, loss=0.4431, top1-acc=86.93%, top5-acc=98.67%, remaining_time=0:00:07.779340, arrival_time=2021-04-10 02:04:35.097196, cost_time=0:00:06.605098 2021-04-10 02:04:28,023 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.48ms, fps=3632 images/s, loss=0.4443, top1-acc=86.86%, top5-acc=98.67%, remaining_time=0:00:07.018080, arrival_time=2021-04-10 02:04:35.041380, cost_time=0:00:07.310549 2021-04-10 02:04:28,735 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=2.31ms, fps=3596 images/s, loss=0.4432, top1-acc=86.92%, top5-acc=98.68%, remaining_time=0:00:06.272582, arrival_time=2021-04-10 02:04:35.008383, cost_time=0:00:08.023018 2021-04-10 02:04:29,437 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=2.05ms, fps=3649 images/s, loss=0.4450, top1-acc=86.87%, top5-acc=98.68%, remaining_time=0:00:05.525960, arrival_time=2021-04-10 02:04:34.963818, cost_time=0:00:08.725147 2021-04-10 02:04:30,136 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.46ms, fps=3668 images/s, loss=0.4484, top1-acc=86.73%, top5-acc=98.64%, remaining_time=0:00:04.784274, arrival_time=2021-04-10 02:04:34.920528, cost_time=0:00:09.423532 2021-04-10 02:04:30,844 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.67ms, fps=3619 images/s, loss=0.4497, top1-acc=86.70%, top5-acc=98.62%, remaining_time=0:00:04.052552, arrival_time=2021-04-10 02:04:34.896770, cost_time=0:00:10.131360 2021-04-10 02:04:31,551 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=2.04ms, fps=3621 images/s, loss=0.4519, top1-acc=86.60%, top5-acc=98.63%, remaining_time=0:00:03.324006, arrival_time=2021-04-10 02:04:34.875913, cost_time=0:00:10.839215 2021-04-10 02:04:32,255 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.53ms, fps=3644 images/s, loss=0.4525, top1-acc=86.54%, top5-acc=98.65%, remaining_time=0:00:02.597004, arrival_time=2021-04-10 02:04:34.852032, cost_time=0:00:11.542210 2021-04-10 02:04:32,961 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=2.05ms, fps=3627 images/s, loss=0.4540, top1-acc=86.52%, top5-acc=98.63%, remaining_time=0:00:01.873352, arrival_time=2021-04-10 02:04:34.834884, cost_time=0:00:12.248763 2021-04-10 02:04:33,667 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.91ms, fps=3630 images/s, loss=0.4556, top1-acc=86.46%, top5-acc=98.59%, remaining_time=0:00:01.151520, arrival_time=2021-04-10 02:04:34.818908, cost_time=0:00:12.954656 2021-04-10 02:04:34,364 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.31ms, fps=3675 images/s, loss=0.4559, top1-acc=86.46%, top5-acc=98.59%, remaining_time=0:00:00.431106, arrival_time=2021-04-10 02:04:34.795670, cost_time=0:00:13.651762 2021-04-10 02:04:34,741 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.45ms, fps=3617 images/s, loss=0.4561, top1-acc=86.44%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:34.741119, cost_time=0:00:14.028430 2021-04-10 02:04:35,102 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.42ms, fps=7100 images/s, loss=1.3620, top1-acc=64.10%, top5-acc=89.30%, remaining_time=0:00:01.081650, arrival_time=2021-04-10 02:04:36.184374, cost_time=0:00:00.360552 2021-04-10 02:04:35,336 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.41ms, fps=10987 images/s, loss=1.3175, top1-acc=64.94%, top5-acc=89.57%, remaining_time=0:00:00.594040, arrival_time=2021-04-10 02:04:35.930262, cost_time=0:00:00.594033 2021-04-10 02:04:35,592 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=2.24ms, fps=10023 images/s, loss=1.3000, top1-acc=65.33%, top5-acc=89.87%, remaining_time=0:00:00.283320, arrival_time=2021-04-10 02:04:35.875425, cost_time=0:00:00.849965 2021-04-10 02:04:35,816 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=10363 images/s, loss=1.2869, top1-acc=65.57%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:35.816325, cost_time=0:00:01.074201 2021-04-10 02:04:35,846 INFO : Epoch=0168 complete, best val top1-acc=67.19%, top5-acc=90.36% (epoch=167), remaining_time=0:08:03.822112, arrival_time=2021-04-10 02:12:39.668511, cost_time=0:42:20.066072 2021-04-10 02:04:35,847 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:04:36,786 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.42ms, fps=2727 images/s, loss=0.4161, top1-acc=88.40%, top5-acc=98.83%, remaining_time=0:00:17.461680, arrival_time=2021-04-10 02:04:54.248041, cost_time=0:00:00.938796 2021-04-10 02:04:37,484 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.48ms, fps=3670 images/s, loss=0.4164, top1-acc=88.28%, top5-acc=98.77%, remaining_time=0:00:14.407712, arrival_time=2021-04-10 02:04:51.892354, cost_time=0:00:01.637232 2021-04-10 02:04:38,185 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.46ms, fps=3655 images/s, loss=0.4143, top1-acc=88.07%, top5-acc=98.83%, remaining_time=0:00:12.937542, arrival_time=2021-04-10 02:04:51.123029, cost_time=0:00:02.338116 2021-04-10 02:04:38,887 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.69ms, fps=3649 images/s, loss=0.4160, top1-acc=88.05%, top5-acc=98.81%, remaining_time=0:00:11.856156, arrival_time=2021-04-10 02:04:50.743669, cost_time=0:00:03.040034 2021-04-10 02:04:39,592 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=2.16ms, fps=3634 images/s, loss=0.4196, top1-acc=87.90%, top5-acc=98.73%, remaining_time=0:00:10.935838, arrival_time=2021-04-10 02:04:50.528430, cost_time=0:00:03.745141 2021-04-10 02:04:40,295 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.17ms, fps=3647 images/s, loss=0.4298, top1-acc=87.56%, top5-acc=98.74%, remaining_time=0:00:10.081272, arrival_time=2021-04-10 02:04:50.376291, cost_time=0:00:04.447634 2021-04-10 02:04:41,003 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=0.44ms, fps=3616 images/s, loss=0.4311, top1-acc=87.58%, top5-acc=98.75%, remaining_time=0:00:09.281034, arrival_time=2021-04-10 02:04:50.284703, cost_time=0:00:05.156100 2021-04-10 02:04:41,706 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.48ms, fps=3649 images/s, loss=0.4359, top1-acc=87.48%, top5-acc=98.70%, remaining_time=0:00:08.495028, arrival_time=2021-04-10 02:04:50.201037, cost_time=0:00:05.858633 2021-04-10 02:04:42,422 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=10.85ms, fps=3577 images/s, loss=0.4378, top1-acc=87.50%, top5-acc=98.71%, remaining_time=0:00:07.743618, arrival_time=2021-04-10 02:04:50.165817, cost_time=0:00:06.574775 2021-04-10 02:04:43,157 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.62ms, fps=3484 images/s, loss=0.4382, top1-acc=87.35%, top5-acc=98.74%, remaining_time=0:00:07.017600, arrival_time=2021-04-10 02:04:50.175235, cost_time=0:00:07.310023 2021-04-10 02:04:43,864 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.59ms, fps=3625 images/s, loss=0.4397, top1-acc=87.28%, top5-acc=98.74%, remaining_time=0:00:06.268110, arrival_time=2021-04-10 02:04:50.132822, cost_time=0:00:08.017305 2021-04-10 02:04:44,574 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.90ms, fps=3610 images/s, loss=0.4429, top1-acc=87.09%, top5-acc=98.70%, remaining_time=0:00:05.527100, arrival_time=2021-04-10 02:04:50.101498, cost_time=0:00:08.727019 2021-04-10 02:04:45,275 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=2.17ms, fps=3655 images/s, loss=0.4433, top1-acc=87.09%, top5-acc=98.69%, remaining_time=0:00:04.786452, arrival_time=2021-04-10 02:04:50.061736, cost_time=0:00:09.427845 2021-04-10 02:04:45,975 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=2.53ms, fps=3660 images/s, loss=0.4424, top1-acc=87.05%, top5-acc=98.73%, remaining_time=0:00:04.051152, arrival_time=2021-04-10 02:04:50.026730, cost_time=0:00:10.127919 2021-04-10 02:04:46,697 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.55ms, fps=3552 images/s, loss=0.4435, top1-acc=87.03%, top5-acc=98.73%, remaining_time=0:00:03.327272, arrival_time=2021-04-10 02:04:50.024585, cost_time=0:00:10.849807 2021-04-10 02:04:47,397 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.43ms, fps=3660 images/s, loss=0.4443, top1-acc=87.00%, top5-acc=98.74%, remaining_time=0:00:02.598768, arrival_time=2021-04-10 02:04:49.996260, cost_time=0:00:11.550107 2021-04-10 02:04:48,097 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.91ms, fps=3662 images/s, loss=0.4458, top1-acc=86.97%, top5-acc=98.71%, remaining_time=0:00:01.873482, arrival_time=2021-04-10 02:04:49.970524, cost_time=0:00:12.249613 2021-04-10 02:04:48,805 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=2.25ms, fps=3615 images/s, loss=0.4473, top1-acc=86.93%, top5-acc=98.69%, remaining_time=0:00:01.151856, arrival_time=2021-04-10 02:04:49.957551, cost_time=0:00:12.958309 2021-04-10 02:04:49,514 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.30ms, fps=3617 images/s, loss=0.4486, top1-acc=86.86%, top5-acc=98.67%, remaining_time=0:00:00.431574, arrival_time=2021-04-10 02:04:49.945605, cost_time=0:00:13.666570 2021-04-10 02:04:49,890 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.44ms, fps=3618 images/s, loss=0.4489, top1-acc=86.83%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:49.890659, cost_time=0:00:14.043076 2021-04-10 02:04:50,238 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.19ms, fps=7388 images/s, loss=1.2443, top1-acc=65.86%, top5-acc=91.25%, remaining_time=0:00:01.039500, arrival_time=2021-04-10 02:04:51.278182, cost_time=0:00:00.346497 2021-04-10 02:04:50,461 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.36ms, fps=11514 images/s, loss=1.2601, top1-acc=66.02%, top5-acc=90.59%, remaining_time=0:00:00.569320, arrival_time=2021-04-10 02:04:51.030787, cost_time=0:00:00.569319 2021-04-10 02:04:50,751 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=45.13ms, fps=8826 images/s, loss=1.2612, top1-acc=66.55%, top5-acc=90.46%, remaining_time=0:00:00.286570, arrival_time=2021-04-10 02:04:51.038489, cost_time=0:00:00.859717 2021-04-10 02:04:50,931 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=12962 images/s, loss=1.2940, top1-acc=66.45%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:50.931344, cost_time=0:00:01.039223 2021-04-10 02:04:50,958 INFO : Epoch=0169 complete, best val top1-acc=67.19%, top5-acc=90.36% (epoch=167), remaining_time=0:07:48.701307, arrival_time=2021-04-10 02:12:39.659661, cost_time=0:42:35.178072 2021-04-10 02:04:50,958 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:04:51,928 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.45ms, fps=2641 images/s, loss=0.4070, top1-acc=88.24%, top5-acc=99.06%, remaining_time=0:00:18.026562, arrival_time=2021-04-10 02:05:09.954815, cost_time=0:00:00.969171 2021-04-10 02:04:52,631 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=2.04ms, fps=3645 images/s, loss=0.4124, top1-acc=87.75%, top5-acc=99.16%, remaining_time=0:00:14.714832, arrival_time=2021-04-10 02:05:07.346104, cost_time=0:00:01.672132 2021-04-10 02:04:53,337 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=2.03ms, fps=3630 images/s, loss=0.4115, top1-acc=88.01%, top5-acc=99.08%, remaining_time=0:00:13.158820, arrival_time=2021-04-10 02:05:06.496028, cost_time=0:00:02.378095 2021-04-10 02:04:54,048 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.89ms, fps=3605 images/s, loss=0.4190, top1-acc=87.78%, top5-acc=98.93%, remaining_time=0:00:12.046320, arrival_time=2021-04-10 02:05:06.094256, cost_time=0:00:03.088789 2021-04-10 02:04:54,747 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.39ms, fps=3663 images/s, loss=0.4159, top1-acc=87.80%, top5-acc=98.98%, remaining_time=0:00:11.061982, arrival_time=2021-04-10 02:05:05.809398, cost_time=0:00:03.788356 2021-04-10 02:04:55,461 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.00ms, fps=3587 images/s, loss=0.4222, top1-acc=87.64%, top5-acc=98.99%, remaining_time=0:00:10.205576, arrival_time=2021-04-10 02:05:05.667160, cost_time=0:00:04.502441 2021-04-10 02:04:56,165 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.74ms, fps=3640 images/s, loss=0.4254, top1-acc=87.58%, top5-acc=98.98%, remaining_time=0:00:09.371376, arrival_time=2021-04-10 02:05:05.536774, cost_time=0:00:05.206312 2021-04-10 02:04:56,860 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.43ms, fps=3686 images/s, loss=0.4240, top1-acc=87.63%, top5-acc=99.00%, remaining_time=0:00:08.556972, arrival_time=2021-04-10 02:05:05.417413, cost_time=0:00:05.901385 2021-04-10 02:04:57,575 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.91ms, fps=3583 images/s, loss=0.4256, top1-acc=87.45%, top5-acc=99.01%, remaining_time=0:00:07.792590, arrival_time=2021-04-10 02:05:05.368150, cost_time=0:00:06.616347 2021-04-10 02:04:58,283 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.40ms, fps=3621 images/s, loss=0.4258, top1-acc=87.38%, top5-acc=99.00%, remaining_time=0:00:07.031328, arrival_time=2021-04-10 02:05:05.314719, cost_time=0:00:07.324260 2021-04-10 02:04:58,991 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.76ms, fps=3620 images/s, loss=0.4260, top1-acc=87.38%, top5-acc=98.97%, remaining_time=0:00:06.279548, arrival_time=2021-04-10 02:05:05.270642, cost_time=0:00:08.031986 2021-04-10 02:04:59,690 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.77ms, fps=3663 images/s, loss=0.4257, top1-acc=87.39%, top5-acc=98.95%, remaining_time=0:00:05.529912, arrival_time=2021-04-10 02:05:05.220534, cost_time=0:00:08.731466 2021-04-10 02:05:00,389 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=2.08ms, fps=3665 images/s, loss=0.4281, top1-acc=87.32%, top5-acc=98.93%, remaining_time=0:00:04.787904, arrival_time=2021-04-10 02:05:05.177697, cost_time=0:00:09.430672 2021-04-10 02:05:01,088 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.92ms, fps=3666 images/s, loss=0.4300, top1-acc=87.28%, top5-acc=98.91%, remaining_time=0:00:04.051880, arrival_time=2021-04-10 02:05:05.140666, cost_time=0:00:10.129695 2021-04-10 02:05:01,789 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.84ms, fps=3659 images/s, loss=0.4306, top1-acc=87.26%, top5-acc=98.91%, remaining_time=0:00:03.321200, arrival_time=2021-04-10 02:05:05.110277, cost_time=0:00:10.829949 2021-04-10 02:05:02,495 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=2.32ms, fps=3629 images/s, loss=0.4321, top1-acc=87.20%, top5-acc=98.90%, remaining_time=0:00:02.595600, arrival_time=2021-04-10 02:05:05.090782, cost_time=0:00:11.535946 2021-04-10 02:05:03,238 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=5.47ms, fps=3449 images/s, loss=0.4348, top1-acc=87.14%, top5-acc=98.86%, remaining_time=0:00:01.877980, arrival_time=2021-04-10 02:05:05.116169, cost_time=0:00:12.279071 2021-04-10 02:05:03,946 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.99ms, fps=3617 images/s, loss=0.4357, top1-acc=87.16%, top5-acc=98.82%, remaining_time=0:00:01.154448, arrival_time=2021-04-10 02:05:05.101111, cost_time=0:00:12.987520 2021-04-10 02:05:04,651 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.37ms, fps=3636 images/s, loss=0.4370, top1-acc=87.10%, top5-acc=98.80%, remaining_time=0:00:00.432390, arrival_time=2021-04-10 02:05:05.083828, cost_time=0:00:13.692313 2021-04-10 02:05:05,028 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.08ms, fps=3617 images/s, loss=0.4376, top1-acc=87.09%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:05.027976, cost_time=0:00:14.068924 2021-04-10 02:05:05,393 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.48ms, fps=7023 images/s, loss=1.2195, top1-acc=68.24%, top5-acc=91.52%, remaining_time=0:00:01.093500, arrival_time=2021-04-10 02:05:06.487177, cost_time=0:00:00.364501 2021-04-10 02:05:05,683 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=0.44ms, fps=8858 images/s, loss=1.2494, top1-acc=68.09%, top5-acc=91.11%, remaining_time=0:00:00.654240, arrival_time=2021-04-10 02:05:06.337642, cost_time=0:00:00.654239 2021-04-10 02:05:05,953 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=0.22ms, fps=9488 images/s, loss=1.2675, top1-acc=67.24%, top5-acc=90.72%, remaining_time=0:00:00.308230, arrival_time=2021-04-10 02:05:06.261991, cost_time=0:00:00.924693 2021-04-10 02:05:06,114 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=14469 images/s, loss=1.2523, top1-acc=67.06%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:06.114501, cost_time=0:00:01.085494 2021-04-10 02:05:06,147 INFO : Epoch=0170 complete, best val top1-acc=67.19%, top5-acc=90.36% (epoch=167), remaining_time=0:07:33.594240, arrival_time=2021-04-10 02:12:39.741925, cost_time=0:42:50.367399 2021-04-10 02:05:06,148 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:05:07,043 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.60ms, fps=2859 images/s, loss=0.4089, top1-acc=88.16%, top5-acc=98.98%, remaining_time=0:00:16.655742, arrival_time=2021-04-10 02:05:23.699653, cost_time=0:00:00.895473 2021-04-10 02:05:07,750 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.50ms, fps=3625 images/s, loss=0.4072, top1-acc=88.12%, top5-acc=98.98%, remaining_time=0:00:14.099184, arrival_time=2021-04-10 02:05:21.849885, cost_time=0:00:01.602189 2021-04-10 02:05:08,452 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.38ms, fps=3652 images/s, loss=0.4128, top1-acc=88.23%, top5-acc=98.88%, remaining_time=0:00:12.748136, arrival_time=2021-04-10 02:05:21.200439, cost_time=0:00:02.303883 2021-04-10 02:05:09,161 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.00ms, fps=3616 images/s, loss=0.4135, top1-acc=88.24%, top5-acc=98.86%, remaining_time=0:00:11.748204, arrival_time=2021-04-10 02:05:20.909178, cost_time=0:00:03.012345 2021-04-10 02:05:09,858 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.86ms, fps=3674 images/s, loss=0.4170, top1-acc=88.14%, top5-acc=98.86%, remaining_time=0:00:10.833784, arrival_time=2021-04-10 02:05:20.692461, cost_time=0:00:03.710214 2021-04-10 02:05:10,569 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=2.03ms, fps=3605 images/s, loss=0.4188, top1-acc=87.96%, top5-acc=98.87%, remaining_time=0:00:10.020616, arrival_time=2021-04-10 02:05:20.589888, cost_time=0:00:04.420850 2021-04-10 02:05:11,270 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.88ms, fps=3653 images/s, loss=0.4182, top1-acc=87.96%, top5-acc=98.87%, remaining_time=0:00:09.219672, arrival_time=2021-04-10 02:05:20.490246, cost_time=0:00:05.122046 2021-04-10 02:05:11,972 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=2.23ms, fps=3652 images/s, loss=0.4218, top1-acc=87.79%, top5-acc=98.84%, remaining_time=0:00:08.444452, arrival_time=2021-04-10 02:05:20.416750, cost_time=0:00:05.823760 2021-04-10 02:05:12,679 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=2.10ms, fps=3624 images/s, loss=0.4193, top1-acc=87.88%, top5-acc=98.85%, remaining_time=0:00:07.692208, arrival_time=2021-04-10 02:05:20.371929, cost_time=0:00:06.531081 2021-04-10 02:05:13,385 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.83ms, fps=3630 images/s, loss=0.4192, top1-acc=87.86%, top5-acc=98.83%, remaining_time=0:00:06.947808, arrival_time=2021-04-10 02:05:20.333630, cost_time=0:00:07.237342 2021-04-10 02:05:14,099 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=2.11ms, fps=3591 images/s, loss=0.4188, top1-acc=87.83%, top5-acc=98.84%, remaining_time=0:00:06.216338, arrival_time=2021-04-10 02:05:20.315926, cost_time=0:00:07.951162 2021-04-10 02:05:14,821 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.67ms, fps=3547 images/s, loss=0.4185, top1-acc=87.84%, top5-acc=98.82%, remaining_time=0:00:05.493052, arrival_time=2021-04-10 02:05:20.314838, cost_time=0:00:08.673263 2021-04-10 02:05:15,528 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.77ms, fps=3624 images/s, loss=0.4176, top1-acc=87.86%, top5-acc=98.83%, remaining_time=0:00:04.762296, arrival_time=2021-04-10 02:05:20.291102, cost_time=0:00:09.380325 2021-04-10 02:05:16,226 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.74ms, fps=3676 images/s, loss=0.4195, top1-acc=87.81%, top5-acc=98.81%, remaining_time=0:00:04.030880, arrival_time=2021-04-10 02:05:20.256761, cost_time=0:00:10.077250 2021-04-10 02:05:16,932 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=2.10ms, fps=3629 images/s, loss=0.4196, top1-acc=87.83%, top5-acc=98.82%, remaining_time=0:00:03.306986, arrival_time=2021-04-10 02:05:20.239130, cost_time=0:00:10.783694 2021-04-10 02:05:17,634 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=2.00ms, fps=3649 images/s, loss=0.4217, top1-acc=87.76%, top5-acc=98.80%, remaining_time=0:00:02.584296, arrival_time=2021-04-10 02:05:20.218474, cost_time=0:00:11.485754 2021-04-10 02:05:18,342 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=2.02ms, fps=3618 images/s, loss=0.4231, top1-acc=87.75%, top5-acc=98.80%, remaining_time=0:00:01.864928, arrival_time=2021-04-10 02:05:20.207240, cost_time=0:00:12.193836 2021-04-10 02:05:19,043 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.69ms, fps=3653 images/s, loss=0.4248, top1-acc=87.70%, top5-acc=98.77%, remaining_time=0:00:01.146240, arrival_time=2021-04-10 02:05:20.190075, cost_time=0:00:12.895277 2021-04-10 02:05:19,752 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.72ms, fps=3617 images/s, loss=0.4259, top1-acc=87.64%, top5-acc=98.76%, remaining_time=0:00:00.429594, arrival_time=2021-04-10 02:05:20.181783, cost_time=0:00:13.603767 2021-04-10 02:05:20,128 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=0.10ms, fps=3619 images/s, loss=0.4276, top1-acc=87.58%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:20.128449, cost_time=0:00:13.979982 2021-04-10 02:05:20,443 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.41ms, fps=8182 images/s, loss=1.2884, top1-acc=66.02%, top5-acc=89.53%, remaining_time=0:00:00.938580, arrival_time=2021-04-10 02:05:21.381518, cost_time=0:00:00.312855 2021-04-10 02:05:20,737 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.28ms, fps=8712 images/s, loss=1.2428, top1-acc=67.05%, top5-acc=90.33%, remaining_time=0:00:00.607160, arrival_time=2021-04-10 02:05:21.344411, cost_time=0:00:00.607158 2021-04-10 02:05:20,938 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=0.46ms, fps=12755 images/s, loss=1.2507, top1-acc=66.97%, top5-acc=90.47%, remaining_time=0:00:00.269450, arrival_time=2021-04-10 02:05:21.207912, cost_time=0:00:00.808346 2021-04-10 02:05:21,208 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.10ms, fps=8617 images/s, loss=1.2733, top1-acc=66.74%, top5-acc=90.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:21.208154, cost_time=0:00:01.078111 2021-04-10 02:05:21,235 INFO : Epoch=0171 complete, best val top1-acc=67.19%, top5-acc=90.36% (epoch=167), remaining_time=0:07:18.469067, arrival_time=2021-04-10 02:12:39.704977, cost_time=0:43:05.455614 2021-04-10 02:05:21,236 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:05:22,114 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.52ms, fps=2918 images/s, loss=0.4002, top1-acc=88.32%, top5-acc=98.87%, remaining_time=0:00:16.317036, arrival_time=2021-04-10 02:05:38.431047, cost_time=0:00:00.877263 2021-04-10 02:05:22,818 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=2.27ms, fps=3640 images/s, loss=0.4024, top1-acc=88.28%, top5-acc=98.96%, remaining_time=0:00:13.915264, arrival_time=2021-04-10 02:05:36.733352, cost_time=0:00:01.581277 2021-04-10 02:05:23,528 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.13ms, fps=3610 images/s, loss=0.4105, top1-acc=87.96%, top5-acc=99.01%, remaining_time=0:00:12.678748, arrival_time=2021-04-10 02:05:36.206781, cost_time=0:00:02.291347 2021-04-10 02:05:24,224 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.47ms, fps=3681 images/s, loss=0.4054, top1-acc=88.22%, top5-acc=98.99%, remaining_time=0:00:11.650704, arrival_time=2021-04-10 02:05:35.874715, cost_time=0:00:02.987355 2021-04-10 02:05:24,923 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.20ms, fps=3665 images/s, loss=0.4051, top1-acc=88.27%, top5-acc=99.01%, remaining_time=0:00:10.763996, arrival_time=2021-04-10 02:05:35.687114, cost_time=0:00:03.686296 2021-04-10 02:05:25,630 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.31ms, fps=3624 images/s, loss=0.4051, top1-acc=88.17%, top5-acc=99.01%, remaining_time=0:00:09.958872, arrival_time=2021-04-10 02:05:35.589216, cost_time=0:00:04.393607 2021-04-10 02:05:26,379 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=2.03ms, fps=3421 images/s, loss=0.4091, top1-acc=88.06%, top5-acc=98.94%, remaining_time=0:00:09.256464, arrival_time=2021-04-10 02:05:35.635782, cost_time=0:00:05.142493 2021-04-10 02:05:27,085 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.45ms, fps=3628 images/s, loss=0.4105, top1-acc=88.06%, top5-acc=98.92%, remaining_time=0:00:08.480876, arrival_time=2021-04-10 02:05:35.566519, cost_time=0:00:05.848894 2021-04-10 02:05:27,800 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.87ms, fps=3586 images/s, loss=0.4106, top1-acc=88.03%, top5-acc=98.92%, remaining_time=0:00:07.730262, arrival_time=2021-04-10 02:05:35.530367, cost_time=0:00:06.563392 2021-04-10 02:05:28,517 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=2.16ms, fps=3574 images/s, loss=0.4106, top1-acc=88.04%, top5-acc=98.94%, remaining_time=0:00:06.988992, arrival_time=2021-04-10 02:05:35.506034, cost_time=0:00:07.280244 2021-04-10 02:05:29,226 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.93ms, fps=3614 images/s, loss=0.4109, top1-acc=88.05%, top5-acc=98.92%, remaining_time=0:00:06.246266, arrival_time=2021-04-10 02:05:35.472355, cost_time=0:00:07.989403 2021-04-10 02:05:29,936 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.98ms, fps=3608 images/s, loss=0.4133, top1-acc=87.97%, top5-acc=98.90%, remaining_time=0:00:05.509696, arrival_time=2021-04-10 02:05:35.445892, cost_time=0:00:08.699471 2021-04-10 02:05:30,646 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=2.14ms, fps=3609 images/s, loss=0.4149, top1-acc=87.94%, top5-acc=98.88%, remaining_time=0:00:04.777014, arrival_time=2021-04-10 02:05:35.423012, cost_time=0:00:09.409334 2021-04-10 02:05:31,355 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=2.00ms, fps=3611 images/s, loss=0.4145, top1-acc=87.95%, top5-acc=98.88%, remaining_time=0:00:04.047456, arrival_time=2021-04-10 02:05:35.402967, cost_time=0:00:10.118671 2021-04-10 02:05:32,064 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.94ms, fps=3614 images/s, loss=0.4161, top1-acc=87.87%, top5-acc=98.88%, remaining_time=0:00:03.320556, arrival_time=2021-04-10 02:05:35.385135, cost_time=0:00:10.827899 2021-04-10 02:05:32,759 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.45ms, fps=3684 images/s, loss=0.4155, top1-acc=87.90%, top5-acc=98.89%, remaining_time=0:00:02.592720, arrival_time=2021-04-10 02:05:35.352659, cost_time=0:00:11.523275 2021-04-10 02:05:33,463 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.51ms, fps=3641 images/s, loss=0.4171, top1-acc=87.81%, top5-acc=98.87%, remaining_time=0:00:01.869998, arrival_time=2021-04-10 02:05:35.333579, cost_time=0:00:12.226883 2021-04-10 02:05:34,185 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.94ms, fps=3549 images/s, loss=0.4197, top1-acc=87.70%, top5-acc=98.87%, remaining_time=0:00:01.151008, arrival_time=2021-04-10 02:05:35.336580, cost_time=0:00:12.948813 2021-04-10 02:05:34,888 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.26ms, fps=3644 images/s, loss=0.4200, top1-acc=87.70%, top5-acc=98.86%, remaining_time=0:00:00.431112, arrival_time=2021-04-10 02:05:35.319800, cost_time=0:00:13.651943 2021-04-10 02:05:35,270 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.09ms, fps=3571 images/s, loss=0.4210, top1-acc=87.68%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:35.270024, cost_time=0:00:14.033372 2021-04-10 02:05:35,599 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.29ms, fps=7803 images/s, loss=1.2769, top1-acc=66.84%, top5-acc=90.55%, remaining_time=0:00:00.984210, arrival_time=2021-04-10 02:05:36.583447, cost_time=0:00:00.328071 2021-04-10 02:05:35,888 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.30ms, fps=8869 images/s, loss=1.2644, top1-acc=66.97%, top5-acc=90.94%, remaining_time=0:00:00.617180, arrival_time=2021-04-10 02:05:36.505542, cost_time=0:00:00.617179 2021-04-10 02:05:36,141 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=5.44ms, fps=10822 images/s, loss=1.2610, top1-acc=67.25%, top5-acc=90.94%, remaining_time=0:00:00.290100, arrival_time=2021-04-10 02:05:36.431577, cost_time=0:00:00.870308 2021-04-10 02:05:36,348 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.06ms, fps=11258 images/s, loss=1.2791, top1-acc=67.20%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:36.347989, cost_time=0:00:01.076898 2021-04-10 02:05:36,402 INFO : Epoch=0172 complete, best val top1-acc=67.20%, top5-acc=90.59% (epoch=172), remaining_time=0:07:03.357172, arrival_time=2021-04-10 02:12:39.760030, cost_time=0:43:20.622548 2021-04-10 02:05:36,403 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:05:37,326 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=2.13ms, fps=2774 images/s, loss=0.3971, top1-acc=87.77%, top5-acc=98.87%, remaining_time=0:00:17.167614, arrival_time=2021-04-10 02:05:54.494292, cost_time=0:00:00.922986 2021-04-10 02:05:38,031 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.61ms, fps=3636 images/s, loss=0.4011, top1-acc=88.01%, top5-acc=98.81%, remaining_time=0:00:14.323232, arrival_time=2021-04-10 02:05:52.354579, cost_time=0:00:01.627649 2021-04-10 02:05:38,736 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.81ms, fps=3636 images/s, loss=0.4041, top1-acc=88.22%, top5-acc=98.75%, remaining_time=0:00:12.906168, arrival_time=2021-04-10 02:05:51.642387, cost_time=0:00:02.332431 2021-04-10 02:05:39,446 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.94ms, fps=3606 images/s, loss=0.4050, top1-acc=88.30%, top5-acc=98.77%, remaining_time=0:00:11.868636, arrival_time=2021-04-10 02:05:51.315542, cost_time=0:00:03.043244 2021-04-10 02:05:40,151 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.63ms, fps=3636 images/s, loss=0.4082, top1-acc=88.15%, top5-acc=98.80%, remaining_time=0:00:10.944160, arrival_time=2021-04-10 02:05:51.095837, cost_time=0:00:03.747977 2021-04-10 02:05:40,862 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.83ms, fps=3603 images/s, loss=0.4083, top1-acc=88.08%, top5-acc=98.87%, remaining_time=0:00:10.107384, arrival_time=2021-04-10 02:05:50.970154, cost_time=0:00:04.459164 2021-04-10 02:05:41,567 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=2.13ms, fps=3635 images/s, loss=0.4100, top1-acc=88.00%, top5-acc=98.90%, remaining_time=0:00:09.295020, arrival_time=2021-04-10 02:05:50.862664, cost_time=0:00:05.163895 2021-04-10 02:05:42,274 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=2.16ms, fps=3627 images/s, loss=0.4112, top1-acc=88.01%, top5-acc=98.89%, remaining_time=0:00:08.512196, arrival_time=2021-04-10 02:05:50.786327, cost_time=0:00:05.870502 2021-04-10 02:05:42,981 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=2.24ms, fps=3624 images/s, loss=0.4138, top1-acc=87.93%, top5-acc=98.89%, remaining_time=0:00:07.746586, arrival_time=2021-04-10 02:05:50.727523, cost_time=0:00:06.577272 2021-04-10 02:05:43,697 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.90ms, fps=3574 images/s, loss=0.4149, top1-acc=87.89%, top5-acc=98.86%, remaining_time=0:00:07.002336, arrival_time=2021-04-10 02:05:50.700165, cost_time=0:00:07.294066 2021-04-10 02:05:44,403 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=2.09ms, fps=3631 images/s, loss=0.4164, top1-acc=87.83%, top5-acc=98.86%, remaining_time=0:00:06.254522, arrival_time=2021-04-10 02:05:50.658121, cost_time=0:00:07.999941 2021-04-10 02:05:45,108 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.84ms, fps=3635 images/s, loss=0.4169, top1-acc=87.85%, top5-acc=98.84%, remaining_time=0:00:05.513040, arrival_time=2021-04-10 02:05:50.621456, cost_time=0:00:08.704802 2021-04-10 02:05:45,807 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.57ms, fps=3663 images/s, loss=0.4152, top1-acc=87.87%, top5-acc=98.86%, remaining_time=0:00:04.774374, arrival_time=2021-04-10 02:05:50.582081, cost_time=0:00:09.404086 2021-04-10 02:05:46,514 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.71ms, fps=3626 images/s, loss=0.4135, top1-acc=87.91%, top5-acc=98.86%, remaining_time=0:00:04.044208, arrival_time=2021-04-10 02:05:50.558437, cost_time=0:00:10.110510 2021-04-10 02:05:47,219 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=3.46ms, fps=3633 images/s, loss=0.4128, top1-acc=87.94%, top5-acc=98.87%, remaining_time=0:00:03.316876, arrival_time=2021-04-10 02:05:50.536333, cost_time=0:00:10.815848 2021-04-10 02:05:47,919 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.50ms, fps=3661 images/s, loss=0.4136, top1-acc=87.93%, top5-acc=98.86%, remaining_time=0:00:02.590992, arrival_time=2021-04-10 02:05:50.510226, cost_time=0:00:11.515580 2021-04-10 02:05:48,629 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.85ms, fps=3607 images/s, loss=0.4133, top1-acc=87.94%, top5-acc=98.87%, remaining_time=0:00:01.869842, arrival_time=2021-04-10 02:05:50.499432, cost_time=0:00:12.225934 2021-04-10 02:05:49,325 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.60ms, fps=3684 images/s, loss=0.4141, top1-acc=87.95%, top5-acc=98.85%, remaining_time=0:00:01.148576, arrival_time=2021-04-10 02:05:50.473725, cost_time=0:00:12.921463 2021-04-10 02:05:50,032 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.24ms, fps=3622 images/s, loss=0.4153, top1-acc=87.92%, top5-acc=98.84%, remaining_time=0:00:00.430386, arrival_time=2021-04-10 02:05:50.462921, cost_time=0:00:13.628900 2021-04-10 02:05:50,411 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.32ms, fps=3595 images/s, loss=0.4156, top1-acc=87.94%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:50.411276, cost_time=0:00:14.007634 2021-04-10 02:05:50,741 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=27.70ms, fps=7780 images/s, loss=1.2382, top1-acc=67.66%, top5-acc=90.66%, remaining_time=0:00:00.987030, arrival_time=2021-04-10 02:05:51.728534, cost_time=0:00:00.329014 2021-04-10 02:05:50,994 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.29ms, fps=10146 images/s, loss=1.2246, top1-acc=67.91%, top5-acc=91.07%, remaining_time=0:00:00.581760, arrival_time=2021-04-10 02:05:51.576009, cost_time=0:00:00.581769 2021-04-10 02:05:51,261 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=62.15ms, fps=9600 images/s, loss=1.2465, top1-acc=67.29%, top5-acc=90.91%, remaining_time=0:00:00.282940, arrival_time=2021-04-10 02:05:51.544231, cost_time=0:00:00.848821 2021-04-10 02:05:51,452 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=12153 images/s, loss=1.2411, top1-acc=67.40%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:51.452584, cost_time=0:00:01.040085 2021-04-10 02:05:51,541 INFO : Epoch=0173 complete, best val top1-acc=67.40%, top5-acc=90.87% (epoch=173), remaining_time=0:06:48.240189, arrival_time=2021-04-10 02:12:39.781680, cost_time=0:43:35.761161 2021-04-10 02:05:51,542 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:05:52,481 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.27ms, fps=2727 images/s, loss=0.3911, top1-acc=88.67%, top5-acc=98.83%, remaining_time=0:00:17.460564, arrival_time=2021-04-10 02:06:09.941895, cost_time=0:00:00.938740 2021-04-10 02:05:53,195 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=2.73ms, fps=3590 images/s, loss=0.3939, top1-acc=88.81%, top5-acc=98.93%, remaining_time=0:00:14.540064, arrival_time=2021-04-10 02:06:07.735088, cost_time=0:00:01.652286 2021-04-10 02:05:53,898 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=2.03ms, fps=3644 images/s, loss=0.3928, top1-acc=88.80%, top5-acc=98.84%, remaining_time=0:00:13.034984, arrival_time=2021-04-10 02:06:06.933292, cost_time=0:00:02.355716 2021-04-10 02:05:54,601 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=2.53ms, fps=3645 images/s, loss=0.3897, top1-acc=88.78%, top5-acc=98.94%, remaining_time=0:00:11.928072, arrival_time=2021-04-10 02:06:06.529173, cost_time=0:00:03.058479 2021-04-10 02:05:55,300 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.80ms, fps=3664 images/s, loss=0.3956, top1-acc=88.41%, top5-acc=98.90%, remaining_time=0:00:10.972776, arrival_time=2021-04-10 02:06:06.273178, cost_time=0:00:03.757783 2021-04-10 02:05:56,008 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=2.24ms, fps=3619 images/s, loss=0.3966, top1-acc=88.38%, top5-acc=98.96%, remaining_time=0:00:10.122208, arrival_time=2021-04-10 02:06:06.130501, cost_time=0:00:04.465654 2021-04-10 02:05:56,709 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.95ms, fps=3652 images/s, loss=0.3983, top1-acc=88.36%, top5-acc=98.93%, remaining_time=0:00:09.301194, arrival_time=2021-04-10 02:06:06.011113, cost_time=0:00:05.167342 2021-04-10 02:05:57,412 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.75ms, fps=3646 images/s, loss=0.3987, top1-acc=88.27%, top5-acc=98.95%, remaining_time=0:00:08.511384, arrival_time=2021-04-10 02:06:05.924014, cost_time=0:00:05.869960 2021-04-10 02:05:58,116 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.77ms, fps=3641 images/s, loss=0.3976, top1-acc=88.36%, top5-acc=98.95%, remaining_time=0:00:07.742346, arrival_time=2021-04-10 02:06:05.858611, cost_time=0:00:06.573674 2021-04-10 02:05:58,858 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=2.07ms, fps=3452 images/s, loss=0.3983, top1-acc=88.33%, top5-acc=98.95%, remaining_time=0:00:07.023168, arrival_time=2021-04-10 02:06:05.881490, cost_time=0:00:07.315752 2021-04-10 02:05:59,563 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.96ms, fps=3635 images/s, loss=0.3974, top1-acc=88.39%, top5-acc=98.98%, remaining_time=0:00:06.270518, arrival_time=2021-04-10 02:06:05.833492, cost_time=0:00:08.020401 2021-04-10 02:06:00,264 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=2.01ms, fps=3654 images/s, loss=0.3984, top1-acc=88.39%, top5-acc=98.96%, remaining_time=0:00:05.523528, arrival_time=2021-04-10 02:06:05.787502, cost_time=0:00:08.721407 2021-04-10 02:06:00,956 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.58ms, fps=3698 images/s, loss=0.3979, top1-acc=88.42%, top5-acc=98.96%, remaining_time=0:00:04.779390, arrival_time=2021-04-10 02:06:05.736026, cost_time=0:00:09.413991 2021-04-10 02:06:01,666 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=2.60ms, fps=3611 images/s, loss=0.3984, top1-acc=88.46%, top5-acc=98.95%, remaining_time=0:00:04.049416, arrival_time=2021-04-10 02:06:05.715687, cost_time=0:00:10.123526 2021-04-10 02:06:02,364 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.94ms, fps=3670 images/s, loss=0.3997, top1-acc=88.42%, top5-acc=98.95%, remaining_time=0:00:03.318762, arrival_time=2021-04-10 02:06:05.683388, cost_time=0:00:10.822002 2021-04-10 02:06:03,068 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.89ms, fps=3640 images/s, loss=0.4008, top1-acc=88.40%, top5-acc=98.96%, remaining_time=0:00:02.593296, arrival_time=2021-04-10 02:06:05.661744, cost_time=0:00:11.525831 2021-04-10 02:06:03,774 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=3.36ms, fps=3630 images/s, loss=0.4023, top1-acc=88.34%, top5-acc=98.96%, remaining_time=0:00:01.870726, arrival_time=2021-04-10 02:06:05.644935, cost_time=0:00:12.231628 2021-04-10 02:06:04,483 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.42ms, fps=3611 images/s, loss=0.4037, top1-acc=88.27%, top5-acc=98.95%, remaining_time=0:00:01.150304, arrival_time=2021-04-10 02:06:05.633814, cost_time=0:00:12.940938 2021-04-10 02:06:05,183 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.19ms, fps=3660 images/s, loss=0.4035, top1-acc=88.28%, top5-acc=98.95%, remaining_time=0:00:00.430764, arrival_time=2021-04-10 02:06:05.614406, cost_time=0:00:13.640874 2021-04-10 02:06:05,559 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=0.08ms, fps=3629 images/s, loss=0.4035, top1-acc=88.26%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:05.559149, cost_time=0:00:14.016499 2021-04-10 02:06:05,870 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.30ms, fps=8257 images/s, loss=1.2307, top1-acc=67.89%, top5-acc=90.82%, remaining_time=0:00:00.930060, arrival_time=2021-04-10 02:06:06.800918, cost_time=0:00:00.310024 2021-04-10 02:06:06,100 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.89ms, fps=11157 images/s, loss=1.2422, top1-acc=67.66%, top5-acc=90.90%, remaining_time=0:00:00.539960, arrival_time=2021-04-10 02:06:06.640746, cost_time=0:00:00.539957 2021-04-10 02:06:06,347 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.32ms, fps=10402 images/s, loss=1.2409, top1-acc=67.75%, top5-acc=90.91%, remaining_time=0:00:00.262190, arrival_time=2021-04-10 02:06:06.609596, cost_time=0:00:00.786565 2021-04-10 02:06:06,569 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.07ms, fps=10487 images/s, loss=1.2312, top1-acc=67.71%, top5-acc=90.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:06.569103, cost_time=0:00:01.008343 2021-04-10 02:06:06,626 INFO : Epoch=0174 complete, best val top1-acc=67.71%, top5-acc=90.73% (epoch=174), remaining_time=0:06:33.114904, arrival_time=2021-04-10 02:12:39.741098, cost_time=0:43:50.845892 2021-04-10 02:06:06,627 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:06:07,547 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.44ms, fps=2781 images/s, loss=0.3981, top1-acc=89.37%, top5-acc=98.83%, remaining_time=0:00:17.120556, arrival_time=2021-04-10 02:06:24.668396, cost_time=0:00:00.920461 2021-04-10 02:06:08,250 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.93ms, fps=3647 images/s, loss=0.3873, top1-acc=89.49%, top5-acc=99.00%, remaining_time=0:00:14.283632, arrival_time=2021-04-10 02:06:22.534125, cost_time=0:00:01.623139 2021-04-10 02:06:08,963 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.52ms, fps=3593 images/s, loss=0.3851, top1-acc=89.26%, top5-acc=99.06%, remaining_time=0:00:12.927084, arrival_time=2021-04-10 02:06:21.890702, cost_time=0:00:02.336216 2021-04-10 02:06:09,675 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=2.07ms, fps=3605 images/s, loss=0.3873, top1-acc=89.07%, top5-acc=99.00%, remaining_time=0:00:11.887044, arrival_time=2021-04-10 02:06:21.562332, cost_time=0:00:03.047951 2021-04-10 02:06:10,382 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=2.01ms, fps=3624 images/s, loss=0.3796, top1-acc=89.33%, top5-acc=99.06%, remaining_time=0:00:10.964308, arrival_time=2021-04-10 02:06:21.346561, cost_time=0:00:03.754876 2021-04-10 02:06:11,083 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.41ms, fps=3656 images/s, loss=0.3830, top1-acc=89.27%, top5-acc=99.00%, remaining_time=0:00:10.099360, arrival_time=2021-04-10 02:06:21.182310, cost_time=0:00:04.455628 2021-04-10 02:06:11,789 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.49ms, fps=3625 images/s, loss=0.3836, top1-acc=89.16%, top5-acc=99.00%, remaining_time=0:00:09.292248, arrival_time=2021-04-10 02:06:21.081957, cost_time=0:00:05.162364 2021-04-10 02:06:12,506 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.79ms, fps=3575 images/s, loss=0.3839, top1-acc=89.12%, top5-acc=98.96%, remaining_time=0:00:08.524492, arrival_time=2021-04-10 02:06:21.030863, cost_time=0:00:05.878977 2021-04-10 02:06:13,237 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=3.22ms, fps=3506 images/s, loss=0.3856, top1-acc=89.07%, top5-acc=98.95%, remaining_time=0:00:07.784958, arrival_time=2021-04-10 02:06:21.022329, cost_time=0:00:06.609904 2021-04-10 02:06:13,971 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.80ms, fps=3493 images/s, loss=0.3864, top1-acc=89.01%, top5-acc=98.97%, remaining_time=0:00:07.049952, arrival_time=2021-04-10 02:06:21.020985, cost_time=0:00:07.343660 2021-04-10 02:06:14,678 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=2.04ms, fps=3622 images/s, loss=0.3876, top1-acc=89.00%, top5-acc=98.96%, remaining_time=0:00:06.294426, arrival_time=2021-04-10 02:06:20.972897, cost_time=0:00:08.050997 2021-04-10 02:06:15,382 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.47ms, fps=3640 images/s, loss=0.3909, top1-acc=88.90%, top5-acc=98.94%, remaining_time=0:00:05.544884, arrival_time=2021-04-10 02:06:20.927376, cost_time=0:00:08.755128 2021-04-10 02:06:16,093 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=2.32ms, fps=3605 images/s, loss=0.3929, top1-acc=88.87%, top5-acc=98.92%, remaining_time=0:00:04.805790, arrival_time=2021-04-10 02:06:20.899116, cost_time=0:00:09.465942 2021-04-10 02:06:16,804 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=6.97ms, fps=3605 images/s, loss=0.3923, top1-acc=88.86%, top5-acc=98.93%, remaining_time=0:00:04.070696, arrival_time=2021-04-10 02:06:20.874812, cost_time=0:00:10.176748 2021-04-10 02:06:17,510 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=2.15ms, fps=3627 images/s, loss=0.3953, top1-acc=88.73%, top5-acc=98.91%, remaining_time=0:00:03.337530, arrival_time=2021-04-10 02:06:20.848117, cost_time=0:00:10.883236 2021-04-10 02:06:18,218 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.93ms, fps=3619 images/s, loss=0.3948, top1-acc=88.75%, top5-acc=98.90%, remaining_time=0:00:02.608020, arrival_time=2021-04-10 02:06:20.826710, cost_time=0:00:11.591246 2021-04-10 02:06:18,928 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.63ms, fps=3612 images/s, loss=0.3957, top1-acc=88.72%, top5-acc=98.90%, remaining_time=0:00:01.881308, arrival_time=2021-04-10 02:06:20.809607, cost_time=0:00:12.300938 2021-04-10 02:06:19,632 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.92ms, fps=3641 images/s, loss=0.3971, top1-acc=88.67%, top5-acc=98.88%, remaining_time=0:00:01.155968, arrival_time=2021-04-10 02:06:20.788066, cost_time=0:00:13.004729 2021-04-10 02:06:20,337 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.45ms, fps=3632 images/s, loss=0.3967, top1-acc=88.69%, top5-acc=98.91%, remaining_time=0:00:00.432954, arrival_time=2021-04-10 02:06:20.770508, cost_time=0:00:13.710130 2021-04-10 02:06:20,719 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.07ms, fps=3565 images/s, loss=0.3980, top1-acc=88.64%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:20.719691, cost_time=0:00:14.092408 2021-04-10 02:06:21,003 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.40ms, fps=9060 images/s, loss=1.2302, top1-acc=68.71%, top5-acc=90.70%, remaining_time=0:00:00.847650, arrival_time=2021-04-10 02:06:21.850910, cost_time=0:00:00.282547 2021-04-10 02:06:21,247 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.95ms, fps=10516 images/s, loss=1.2032, top1-acc=68.93%, top5-acc=90.80%, remaining_time=0:00:00.526440, arrival_time=2021-04-10 02:06:21.773609, cost_time=0:00:00.526443 2021-04-10 02:06:21,489 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=2.16ms, fps=10608 images/s, loss=1.2151, top1-acc=68.71%, top5-acc=90.91%, remaining_time=0:00:00.256090, arrival_time=2021-04-10 02:06:21.745060, cost_time=0:00:00.768258 2021-04-10 02:06:21,729 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=1.25ms, fps=9668 images/s, loss=1.2143, top1-acc=68.28%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:21.729402, cost_time=0:00:01.008697 2021-04-10 02:06:21,809 INFO : Epoch=0175 complete, best val top1-acc=68.28%, top5-acc=90.75% (epoch=175), remaining_time=0:06:18.004200, arrival_time=2021-04-10 02:12:39.813834, cost_time=0:44:06.029328 2021-04-10 02:06:21,810 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:06:22,700 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.37ms, fps=2875 images/s, loss=0.3671, top1-acc=89.18%, top5-acc=98.95%, remaining_time=0:00:16.559022, arrival_time=2021-04-10 02:06:39.259754, cost_time=0:00:00.890268 2021-04-10 02:06:23,408 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.66ms, fps=3620 images/s, loss=0.3702, top1-acc=89.28%, top5-acc=99.06%, remaining_time=0:00:14.062752, arrival_time=2021-04-10 02:06:37.471161, cost_time=0:00:01.598033 2021-04-10 02:06:24,112 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.47ms, fps=3640 images/s, loss=0.3783, top1-acc=89.15%, top5-acc=99.06%, remaining_time=0:00:12.736848, arrival_time=2021-04-10 02:06:36.849237, cost_time=0:00:02.301838 2021-04-10 02:06:24,816 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=2.19ms, fps=3642 images/s, loss=0.3813, top1-acc=89.12%, top5-acc=99.04%, remaining_time=0:00:11.721840, arrival_time=2021-04-10 02:06:36.537973, cost_time=0:00:03.005590 2021-04-10 02:06:25,523 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.75ms, fps=3622 images/s, loss=0.3839, top1-acc=89.02%, top5-acc=99.02%, remaining_time=0:00:10.842544, arrival_time=2021-04-10 02:06:36.366142, cost_time=0:00:03.713204 2021-04-10 02:06:26,230 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=3.06ms, fps=3625 images/s, loss=0.3845, top1-acc=89.13%, top5-acc=99.01%, remaining_time=0:00:10.018304, arrival_time=2021-04-10 02:06:36.248673, cost_time=0:00:04.419844 2021-04-10 02:06:26,932 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.83ms, fps=3651 images/s, loss=0.3867, top1-acc=89.19%, top5-acc=98.95%, remaining_time=0:00:09.219420, arrival_time=2021-04-10 02:06:36.151698, cost_time=0:00:05.121886 2021-04-10 02:06:27,643 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.90ms, fps=3604 images/s, loss=0.3896, top1-acc=89.08%, top5-acc=98.93%, remaining_time=0:00:08.457444, arrival_time=2021-04-10 02:06:36.100534, cost_time=0:00:05.832710 2021-04-10 02:06:28,352 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.46ms, fps=3611 images/s, loss=0.3896, top1-acc=89.08%, top5-acc=98.91%, remaining_time=0:00:07.705034, arrival_time=2021-04-10 02:06:36.057602, cost_time=0:00:06.541979 2021-04-10 02:06:29,064 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=2.04ms, fps=3601 images/s, loss=0.3890, top1-acc=89.09%, top5-acc=98.92%, remaining_time=0:00:06.963744, arrival_time=2021-04-10 02:06:36.028028, cost_time=0:00:07.253855 2021-04-10 02:06:29,766 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.95ms, fps=3650 images/s, loss=0.3885, top1-acc=89.09%, top5-acc=98.96%, remaining_time=0:00:06.219950, arrival_time=2021-04-10 02:06:35.986114, cost_time=0:00:07.955780 2021-04-10 02:06:30,462 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=2.03ms, fps=3680 images/s, loss=0.3883, top1-acc=89.05%, top5-acc=98.98%, remaining_time=0:00:05.479448, arrival_time=2021-04-10 02:06:35.941762, cost_time=0:00:08.651799 2021-04-10 02:06:31,169 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.53ms, fps=3623 images/s, loss=0.3883, top1-acc=88.99%, top5-acc=98.98%, remaining_time=0:00:04.751670, arrival_time=2021-04-10 02:06:35.921420, cost_time=0:00:09.359323 2021-04-10 02:06:31,865 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=2.11ms, fps=3683 images/s, loss=0.3884, top1-acc=88.92%, top5-acc=99.01%, remaining_time=0:00:04.021976, arrival_time=2021-04-10 02:06:35.887380, cost_time=0:00:10.054974 2021-04-10 02:06:32,572 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.91ms, fps=3622 images/s, loss=0.3876, top1-acc=88.94%, top5-acc=99.03%, remaining_time=0:00:03.300454, arrival_time=2021-04-10 02:06:35.873293, cost_time=0:00:10.762379 2021-04-10 02:06:33,278 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.38ms, fps=3631 images/s, loss=0.3872, top1-acc=88.97%, top5-acc=99.04%, remaining_time=0:00:02.580336, arrival_time=2021-04-10 02:06:35.858820, cost_time=0:00:11.468095 2021-04-10 02:06:33,984 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=2.14ms, fps=3627 images/s, loss=0.3888, top1-acc=88.91%, top5-acc=99.03%, remaining_time=0:00:01.861964, arrival_time=2021-04-10 02:06:35.846676, cost_time=0:00:12.174307 2021-04-10 02:06:34,691 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=2.45ms, fps=3623 images/s, loss=0.3899, top1-acc=88.80%, top5-acc=99.03%, remaining_time=0:00:01.145024, arrival_time=2021-04-10 02:06:35.836918, cost_time=0:00:12.881477 2021-04-10 02:06:35,452 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=2.13ms, fps=3368 images/s, loss=0.3906, top1-acc=88.78%, top5-acc=99.03%, remaining_time=0:00:00.430800, arrival_time=2021-04-10 02:06:35.883409, cost_time=0:00:13.642056 2021-04-10 02:06:35,836 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.10ms, fps=3556 images/s, loss=0.3920, top1-acc=88.72%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:35.835996, cost_time=0:00:14.025573 2021-04-10 02:06:36,169 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=14.23ms, fps=7709 images/s, loss=1.2786, top1-acc=66.52%, top5-acc=90.47%, remaining_time=0:00:00.996210, arrival_time=2021-04-10 02:06:37.165935, cost_time=0:00:00.332066 2021-04-10 02:06:36,380 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.50ms, fps=12181 images/s, loss=1.2861, top1-acc=66.78%, top5-acc=90.20%, remaining_time=0:00:00.542740, arrival_time=2021-04-10 02:06:36.923283, cost_time=0:00:00.542747 2021-04-10 02:06:36,583 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=17.78ms, fps=12641 images/s, loss=1.2587, top1-acc=67.57%, top5-acc=90.61%, remaining_time=0:00:00.248700, arrival_time=2021-04-10 02:06:36.832486, cost_time=0:00:00.746090 2021-04-10 02:06:36,763 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=12956 images/s, loss=1.2544, top1-acc=67.46%, top5-acc=90.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:36.763297, cost_time=0:00:00.925717 2021-04-10 02:06:36,802 INFO : Epoch=0176 complete, best val top1-acc=68.28%, top5-acc=90.75% (epoch=175), remaining_time=0:06:02.866704, arrival_time=2021-04-10 02:12:39.669412, cost_time=0:44:21.022419 2021-04-10 02:06:36,803 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:06:37,818 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.39ms, fps=2522 images/s, loss=0.3663, top1-acc=89.02%, top5-acc=99.14%, remaining_time=0:00:18.879000, arrival_time=2021-04-10 02:06:56.697653, cost_time=0:00:01.015003 2021-04-10 02:06:38,544 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.20ms, fps=3529 images/s, loss=0.3824, top1-acc=88.40%, top5-acc=99.14%, remaining_time=0:00:15.322736, arrival_time=2021-04-10 02:06:53.867472, cost_time=0:00:01.741216 2021-04-10 02:06:39,246 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.64ms, fps=3654 images/s, loss=0.3810, top1-acc=88.53%, top5-acc=99.15%, remaining_time=0:00:13.514392, arrival_time=2021-04-10 02:06:52.760339, cost_time=0:00:02.442365 2021-04-10 02:06:39,943 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.48ms, fps=3674 images/s, loss=0.3821, top1-acc=88.68%, top5-acc=99.03%, remaining_time=0:00:12.245688, arrival_time=2021-04-10 02:06:52.189105, cost_time=0:00:03.139938 2021-04-10 02:06:40,651 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.77ms, fps=3618 images/s, loss=0.3824, top1-acc=88.70%, top5-acc=99.09%, remaining_time=0:00:11.236014, arrival_time=2021-04-10 02:06:51.887515, cost_time=0:00:03.847936 2021-04-10 02:06:41,353 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.38ms, fps=3648 images/s, loss=0.3831, top1-acc=88.74%, top5-acc=99.09%, remaining_time=0:00:10.314104, arrival_time=2021-04-10 02:06:51.667991, cost_time=0:00:04.550341 2021-04-10 02:06:42,055 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=2.50ms, fps=3650 images/s, loss=0.3826, top1-acc=88.83%, top5-acc=99.08%, remaining_time=0:00:09.454032, arrival_time=2021-04-10 02:06:51.509800, cost_time=0:00:05.252242 2021-04-10 02:06:42,766 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.92ms, fps=3611 images/s, loss=0.3828, top1-acc=88.94%, top5-acc=99.05%, remaining_time=0:00:08.645364, arrival_time=2021-04-10 02:06:51.411295, cost_time=0:00:05.962287 2021-04-10 02:06:43,474 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.95ms, fps=3620 images/s, loss=0.3836, top1-acc=88.91%, top5-acc=99.05%, remaining_time=0:00:07.856296, arrival_time=2021-04-10 02:06:51.330252, cost_time=0:00:06.670430 2021-04-10 02:06:44,184 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.90ms, fps=3605 images/s, loss=0.3844, top1-acc=88.91%, top5-acc=99.05%, remaining_time=0:00:07.085952, arrival_time=2021-04-10 02:06:51.270697, cost_time=0:00:07.381214 2021-04-10 02:06:44,897 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.61ms, fps=3597 images/s, loss=0.3823, top1-acc=89.02%, top5-acc=99.06%, remaining_time=0:00:06.327708, arrival_time=2021-04-10 02:06:51.224962, cost_time=0:00:08.093618 2021-04-10 02:06:45,602 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=2.09ms, fps=3632 images/s, loss=0.3826, top1-acc=89.01%, top5-acc=99.04%, remaining_time=0:00:05.572928, arrival_time=2021-04-10 02:06:51.175780, cost_time=0:00:08.799388 2021-04-10 02:06:46,305 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.55ms, fps=3644 images/s, loss=0.3825, top1-acc=89.01%, top5-acc=99.06%, remaining_time=0:00:04.824270, arrival_time=2021-04-10 02:06:51.130110, cost_time=0:00:09.502363 2021-04-10 02:06:47,011 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.97ms, fps=3632 images/s, loss=0.3836, top1-acc=88.99%, top5-acc=99.01%, remaining_time=0:00:04.083072, arrival_time=2021-04-10 02:06:51.094254, cost_time=0:00:10.207620 2021-04-10 02:06:47,709 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.84ms, fps=3667 images/s, loss=0.3856, top1-acc=88.93%, top5-acc=98.99%, remaining_time=0:00:03.344614, arrival_time=2021-04-10 02:06:51.054513, cost_time=0:00:10.906325 2021-04-10 02:06:48,416 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.95ms, fps=3624 images/s, loss=0.3850, top1-acc=88.94%, top5-acc=99.02%, remaining_time=0:00:02.613024, arrival_time=2021-04-10 02:06:51.029950, cost_time=0:00:11.613392 2021-04-10 02:06:49,119 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.60ms, fps=3649 images/s, loss=0.3854, top1-acc=88.94%, top5-acc=99.02%, remaining_time=0:00:01.883570, arrival_time=2021-04-10 02:06:51.002701, cost_time=0:00:12.315665 2021-04-10 02:06:49,817 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.59ms, fps=3667 images/s, loss=0.3861, top1-acc=88.91%, top5-acc=99.02%, remaining_time=0:00:01.156816, arrival_time=2021-04-10 02:06:50.974577, cost_time=0:00:13.014127 2021-04-10 02:06:50,534 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.78ms, fps=3576 images/s, loss=0.3876, top1-acc=88.84%, top5-acc=99.01%, remaining_time=0:00:00.433608, arrival_time=2021-04-10 02:06:50.967966, cost_time=0:00:13.730868 2021-04-10 02:06:50,911 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.07ms, fps=3611 images/s, loss=0.3880, top1-acc=88.84%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:50.911394, cost_time=0:00:14.107905 2021-04-10 02:06:51,304 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=49.13ms, fps=6535 images/s, loss=1.1964, top1-acc=69.10%, top5-acc=91.09%, remaining_time=0:00:01.175190, arrival_time=2021-04-10 02:06:52.479664, cost_time=0:00:00.391728 2021-04-10 02:06:51,564 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.20ms, fps=9856 images/s, loss=1.2312, top1-acc=68.01%, top5-acc=90.94%, remaining_time=0:00:00.651980, arrival_time=2021-04-10 02:06:52.216696, cost_time=0:00:00.651983 2021-04-10 02:06:51,891 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=61.36ms, fps=7841 images/s, loss=1.2519, top1-acc=67.58%, top5-acc=90.77%, remaining_time=0:00:00.326320, arrival_time=2021-04-10 02:06:52.218122, cost_time=0:00:00.978950 2021-04-10 02:06:52,090 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=11730 images/s, loss=1.2332, top1-acc=67.69%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:52.090226, cost_time=0:00:01.177510 2021-04-10 02:06:52,118 INFO : Epoch=0177 complete, best val top1-acc=68.28%, top5-acc=90.75% (epoch=175), remaining_time=0:05:47.772765, arrival_time=2021-04-10 02:12:39.891246, cost_time=0:44:36.338191 2021-04-10 02:06:52,119 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:06:53,057 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.41ms, fps=2730 images/s, loss=0.3582, top1-acc=89.88%, top5-acc=99.06%, remaining_time=0:00:17.441034, arrival_time=2021-04-10 02:07:10.498020, cost_time=0:00:00.937690 2021-04-10 02:06:53,764 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.79ms, fps=3623 images/s, loss=0.3618, top1-acc=89.94%, top5-acc=99.12%, remaining_time=0:00:14.472832, arrival_time=2021-04-10 02:07:08.236843, cost_time=0:00:01.644642 2021-04-10 02:06:54,466 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=2.61ms, fps=3648 images/s, loss=0.3689, top1-acc=89.69%, top5-acc=99.05%, remaining_time=0:00:12.987508, arrival_time=2021-04-10 02:07:07.453964, cost_time=0:00:02.347134 2021-04-10 02:06:55,180 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.66ms, fps=3590 images/s, loss=0.3700, top1-acc=89.56%, top5-acc=99.08%, remaining_time=0:00:11.937120, arrival_time=2021-04-10 02:07:07.117367, cost_time=0:00:03.060804 2021-04-10 02:06:55,887 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.55ms, fps=3621 images/s, loss=0.3733, top1-acc=89.49%, top5-acc=99.06%, remaining_time=0:00:11.004312, arrival_time=2021-04-10 02:07:06.892214, cost_time=0:00:03.768611 2021-04-10 02:06:56,587 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=2.11ms, fps=3665 images/s, loss=0.3751, top1-acc=89.46%, top5-acc=99.04%, remaining_time=0:00:10.126560, arrival_time=2021-04-10 02:07:06.713521, cost_time=0:00:04.467576 2021-04-10 02:06:57,292 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=2.63ms, fps=3633 images/s, loss=0.3763, top1-acc=89.35%, top5-acc=99.00%, remaining_time=0:00:09.311274, arrival_time=2021-04-10 02:07:06.603500, cost_time=0:00:05.172926 2021-04-10 02:06:57,999 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=2.58ms, fps=3623 images/s, loss=0.3762, top1-acc=89.35%, top5-acc=99.00%, remaining_time=0:00:08.525884, arrival_time=2021-04-10 02:07:06.525116, cost_time=0:00:05.879891 2021-04-10 02:06:58,717 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.04ms, fps=3568 images/s, loss=0.3758, top1-acc=89.36%, top5-acc=99.01%, remaining_time=0:00:07.770860, arrival_time=2021-04-10 02:07:06.488153, cost_time=0:00:06.597858 2021-04-10 02:06:59,427 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.99ms, fps=3608 images/s, loss=0.3758, top1-acc=89.39%, top5-acc=99.01%, remaining_time=0:00:07.015872, arrival_time=2021-04-10 02:07:06.443427, cost_time=0:00:07.308195 2021-04-10 02:07:00,142 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.81ms, fps=3584 images/s, loss=0.3765, top1-acc=89.29%, top5-acc=99.03%, remaining_time=0:00:06.272582, arrival_time=2021-04-10 02:07:06.414998, cost_time=0:00:08.023092 2021-04-10 02:07:00,842 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.56ms, fps=3659 images/s, loss=0.3783, top1-acc=89.27%, top5-acc=99.00%, remaining_time=0:00:05.524820, arrival_time=2021-04-10 02:07:06.367463, cost_time=0:00:08.723375 2021-04-10 02:07:01,554 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.62ms, fps=3598 images/s, loss=0.3775, top1-acc=89.32%, top5-acc=99.01%, remaining_time=0:00:04.790280, arrival_time=2021-04-10 02:07:06.345039, cost_time=0:00:09.435339 2021-04-10 02:07:02,259 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.87ms, fps=3635 images/s, loss=0.3786, top1-acc=89.30%, top5-acc=99.02%, remaining_time=0:00:04.056192, arrival_time=2021-04-10 02:07:06.315975, cost_time=0:00:10.140429 2021-04-10 02:07:02,964 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=2.12ms, fps=3638 images/s, loss=0.3786, top1-acc=89.28%, top5-acc=99.03%, remaining_time=0:00:03.325754, arrival_time=2021-04-10 02:07:06.289925, cost_time=0:00:10.844821 2021-04-10 02:07:03,659 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.62ms, fps=3686 images/s, loss=0.3789, top1-acc=89.27%, top5-acc=99.05%, remaining_time=0:00:02.596464, arrival_time=2021-04-10 02:07:06.255657, cost_time=0:00:11.539894 2021-04-10 02:07:04,369 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.65ms, fps=3608 images/s, loss=0.3797, top1-acc=89.23%, top5-acc=99.06%, remaining_time=0:00:01.873508, arrival_time=2021-04-10 02:07:06.242874, cost_time=0:00:12.249918 2021-04-10 02:07:05,074 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.47ms, fps=3636 images/s, loss=0.3802, top1-acc=89.19%, top5-acc=99.07%, remaining_time=0:00:01.151536, arrival_time=2021-04-10 02:07:06.225663, cost_time=0:00:12.954817 2021-04-10 02:07:05,773 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.26ms, fps=3664 images/s, loss=0.3808, top1-acc=89.18%, top5-acc=99.05%, remaining_time=0:00:00.431178, arrival_time=2021-04-10 02:07:06.204377, cost_time=0:00:13.653915 2021-04-10 02:07:06,152 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.08ms, fps=3589 images/s, loss=0.3805, top1-acc=89.17%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:06.152560, cost_time=0:00:14.033284 2021-04-10 02:07:06,507 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.75ms, fps=7233 images/s, loss=1.1848, top1-acc=68.63%, top5-acc=91.48%, remaining_time=0:00:01.061760, arrival_time=2021-04-10 02:07:07.569412, cost_time=0:00:00.353924 2021-04-10 02:07:06,703 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=2.47ms, fps=13145 images/s, loss=1.2354, top1-acc=67.97%, top5-acc=91.13%, remaining_time=0:00:00.549540, arrival_time=2021-04-10 02:07:07.252661, cost_time=0:00:00.549546 2021-04-10 02:07:06,967 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=0.31ms, fps=9713 images/s, loss=1.2571, top1-acc=67.38%, top5-acc=90.56%, remaining_time=0:00:00.271180, arrival_time=2021-04-10 02:07:07.238312, cost_time=0:00:00.813528 2021-04-10 02:07:07,213 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.10ms, fps=9448 images/s, loss=1.2310, top1-acc=67.75%, top5-acc=90.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:07.213163, cost_time=0:00:01.059584 2021-04-10 02:07:07,259 INFO : Epoch=0178 complete, best val top1-acc=68.28%, top5-acc=90.75% (epoch=175), remaining_time=0:05:32.654784, arrival_time=2021-04-10 02:12:39.914657, cost_time=0:44:51.479544 2021-04-10 02:07:07,260 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:07:08,182 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=3.17ms, fps=2779 images/s, loss=0.3520, top1-acc=90.62%, top5-acc=99.26%, remaining_time=0:00:17.132460, arrival_time=2021-04-10 02:07:25.314753, cost_time=0:00:00.921101 2021-04-10 02:07:08,884 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=2.22ms, fps=3648 images/s, loss=0.3481, top1-acc=90.62%, top5-acc=99.34%, remaining_time=0:00:14.288384, arrival_time=2021-04-10 02:07:23.173148, cost_time=0:00:01.623681 2021-04-10 02:07:09,591 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.48ms, fps=3627 images/s, loss=0.3518, top1-acc=90.46%, top5-acc=99.30%, remaining_time=0:00:12.893220, arrival_time=2021-04-10 02:07:22.484448, cost_time=0:00:02.330100 2021-04-10 02:07:10,293 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.70ms, fps=3649 images/s, loss=0.3604, top1-acc=89.94%, top5-acc=99.22%, remaining_time=0:00:11.825736, arrival_time=2021-04-10 02:07:22.119073, cost_time=0:00:03.032259 2021-04-10 02:07:11,002 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.54ms, fps=3614 images/s, loss=0.3616, top1-acc=89.94%, top5-acc=99.20%, remaining_time=0:00:10.924596, arrival_time=2021-04-10 02:07:21.927121, cost_time=0:00:03.741322 2021-04-10 02:07:11,704 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.89ms, fps=3653 images/s, loss=0.3637, top1-acc=89.89%, top5-acc=99.15%, remaining_time=0:00:10.070800, arrival_time=2021-04-10 02:07:21.774847, cost_time=0:00:04.443007 2021-04-10 02:07:12,408 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=3.51ms, fps=3640 images/s, loss=0.3629, top1-acc=89.88%, top5-acc=99.17%, remaining_time=0:00:09.264150, arrival_time=2021-04-10 02:07:21.672115, cost_time=0:00:05.146782 2021-04-10 02:07:13,115 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.63ms, fps=3625 images/s, loss=0.3619, top1-acc=89.84%, top5-acc=99.18%, remaining_time=0:00:08.488184, arrival_time=2021-04-10 02:07:21.603174, cost_time=0:00:05.853918 2021-04-10 02:07:13,828 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.53ms, fps=3592 images/s, loss=0.3615, top1-acc=89.84%, top5-acc=99.18%, remaining_time=0:00:07.734714, arrival_time=2021-04-10 02:07:21.562997, cost_time=0:00:06.567206 2021-04-10 02:07:14,536 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=2.13ms, fps=3617 images/s, loss=0.3634, top1-acc=89.81%, top5-acc=99.20%, remaining_time=0:00:06.984576, arrival_time=2021-04-10 02:07:21.521248, cost_time=0:00:07.275553 2021-04-10 02:07:15,238 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.40ms, fps=3651 images/s, loss=0.3637, top1-acc=89.78%, top5-acc=99.20%, remaining_time=0:00:06.236892, arrival_time=2021-04-10 02:07:21.475411, cost_time=0:00:07.977401 2021-04-10 02:07:15,946 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.70ms, fps=3620 images/s, loss=0.3665, top1-acc=89.70%, top5-acc=99.16%, remaining_time=0:00:05.500576, arrival_time=2021-04-10 02:07:21.446782, cost_time=0:00:08.685176 2021-04-10 02:07:16,648 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=2.02ms, fps=3650 images/s, loss=0.3683, top1-acc=89.66%, top5-acc=99.13%, remaining_time=0:00:04.765728, arrival_time=2021-04-10 02:07:21.413770, cost_time=0:00:09.387011 2021-04-10 02:07:17,352 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.93ms, fps=3639 images/s, loss=0.3695, top1-acc=89.56%, top5-acc=99.13%, remaining_time=0:00:04.036368, arrival_time=2021-04-10 02:07:21.388370, cost_time=0:00:10.090896 2021-04-10 02:07:18,060 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.36ms, fps=3617 images/s, loss=0.3692, top1-acc=89.59%, top5-acc=99.15%, remaining_time=0:00:03.311816, arrival_time=2021-04-10 02:07:21.372301, cost_time=0:00:10.799397 2021-04-10 02:07:18,761 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.52ms, fps=3656 images/s, loss=0.3704, top1-acc=89.57%, top5-acc=99.15%, remaining_time=0:00:02.587572, arrival_time=2021-04-10 02:07:21.348921, cost_time=0:00:11.500290 2021-04-10 02:07:19,470 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.51ms, fps=3614 images/s, loss=0.3697, top1-acc=89.62%, top5-acc=99.15%, remaining_time=0:00:01.867294, arrival_time=2021-04-10 02:07:21.337560, cost_time=0:00:12.209146 2021-04-10 02:07:20,187 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=2.16ms, fps=3573 images/s, loss=0.3705, top1-acc=89.59%, top5-acc=99.14%, remaining_time=0:00:01.149008, arrival_time=2021-04-10 02:07:21.336333, cost_time=0:00:12.926259 2021-04-10 02:07:20,931 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=2.43ms, fps=3448 images/s, loss=0.3710, top1-acc=89.56%, top5-acc=99.14%, remaining_time=0:00:00.431670, arrival_time=2021-04-10 02:07:21.362567, cost_time=0:00:13.669624 2021-04-10 02:07:21,306 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.09ms, fps=3626 images/s, loss=0.3708, top1-acc=89.56%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:21.306846, cost_time=0:00:14.045838 2021-04-10 02:07:21,633 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.16ms, fps=7855 images/s, loss=1.2197, top1-acc=68.36%, top5-acc=91.09%, remaining_time=0:00:00.977700, arrival_time=2021-04-10 02:07:22.611532, cost_time=0:00:00.325896 2021-04-10 02:07:21,888 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=3.05ms, fps=10070 images/s, loss=1.2700, top1-acc=67.48%, top5-acc=90.43%, remaining_time=0:00:00.580460, arrival_time=2021-04-10 02:07:22.469021, cost_time=0:00:00.580466 2021-04-10 02:07:22,114 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=0.21ms, fps=11372 images/s, loss=1.2535, top1-acc=67.84%, top5-acc=90.59%, remaining_time=0:00:00.268800, arrival_time=2021-04-10 02:07:22.383114, cost_time=0:00:00.806388 2021-04-10 02:07:22,287 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.08ms, fps=13402 images/s, loss=1.2232, top1-acc=68.04%, top5-acc=90.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:22.287760, cost_time=0:00:00.979840 2021-04-10 02:07:22,314 INFO : Epoch=0179 complete, best val top1-acc=68.28%, top5-acc=90.75% (epoch=175), remaining_time=0:05:17.526405, arrival_time=2021-04-10 02:12:39.841240, cost_time=0:45:06.534557 2021-04-10 02:07:22,315 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:07:23,238 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.53ms, fps=2776 images/s, loss=0.3626, top1-acc=90.12%, top5-acc=99.02%, remaining_time=0:00:17.151804, arrival_time=2021-04-10 02:07:40.389687, cost_time=0:00:00.922135 2021-04-10 02:07:23,950 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.91ms, fps=3598 images/s, loss=0.3637, top1-acc=90.21%, top5-acc=99.14%, remaining_time=0:00:14.383952, arrival_time=2021-04-10 02:07:38.334038, cost_time=0:00:01.634536 2021-04-10 02:07:24,663 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=2.16ms, fps=3593 images/s, loss=0.3618, top1-acc=90.25%, top5-acc=99.15%, remaining_time=0:00:12.989832, arrival_time=2021-04-10 02:07:37.653016, cost_time=0:00:02.347558 2021-04-10 02:07:25,372 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.77ms, fps=3614 images/s, loss=0.3562, top1-acc=90.36%, top5-acc=99.19%, remaining_time=0:00:11.920896, arrival_time=2021-04-10 02:07:37.293132, cost_time=0:00:03.056632 2021-04-10 02:07:26,081 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.96ms, fps=3614 images/s, loss=0.3578, top1-acc=90.17%, top5-acc=99.25%, remaining_time=0:00:10.995552, arrival_time=2021-04-10 02:07:37.076738, cost_time=0:00:03.765610 2021-04-10 02:07:26,799 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=2.13ms, fps=3567 images/s, loss=0.3595, top1-acc=90.01%, top5-acc=99.24%, remaining_time=0:00:10.163280, arrival_time=2021-04-10 02:07:36.962793, cost_time=0:00:04.483804 2021-04-10 02:07:27,504 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.96ms, fps=3634 images/s, loss=0.3603, top1-acc=89.87%, top5-acc=99.25%, remaining_time=0:00:09.340380, arrival_time=2021-04-10 02:07:36.845059, cost_time=0:00:05.189134 2021-04-10 02:07:28,216 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=2.17ms, fps=3599 images/s, loss=0.3646, top1-acc=89.73%, top5-acc=99.18%, remaining_time=0:00:08.556160, arrival_time=2021-04-10 02:07:36.772693, cost_time=0:00:05.900786 2021-04-10 02:07:28,927 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.98ms, fps=3606 images/s, loss=0.3644, top1-acc=89.73%, top5-acc=99.18%, remaining_time=0:00:07.787290, arrival_time=2021-04-10 02:07:36.714775, cost_time=0:00:06.611885 2021-04-10 02:07:29,634 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.87ms, fps=3626 images/s, loss=0.3650, top1-acc=89.70%, top5-acc=99.16%, remaining_time=0:00:07.025856, arrival_time=2021-04-10 02:07:36.660025, cost_time=0:00:07.318572 2021-04-10 02:07:30,339 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.87ms, fps=3635 images/s, loss=0.3637, top1-acc=89.76%, top5-acc=99.16%, remaining_time=0:00:06.272840, arrival_time=2021-04-10 02:07:36.611853, cost_time=0:00:08.023355 2021-04-10 02:07:31,052 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.96ms, fps=3593 images/s, loss=0.3646, top1-acc=89.73%, top5-acc=99.15%, remaining_time=0:00:05.533256, arrival_time=2021-04-10 02:07:36.585578, cost_time=0:00:08.736719 2021-04-10 02:07:31,753 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.95ms, fps=3653 images/s, loss=0.3643, top1-acc=89.74%, top5-acc=99.15%, remaining_time=0:00:04.791666, arrival_time=2021-04-10 02:07:36.545396, cost_time=0:00:09.438129 2021-04-10 02:07:32,466 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=2.05ms, fps=3594 images/s, loss=0.3645, top1-acc=89.72%, top5-acc=99.15%, remaining_time=0:00:04.060392, arrival_time=2021-04-10 02:07:36.527051, cost_time=0:00:10.150971 2021-04-10 02:07:33,176 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=2.07ms, fps=3610 images/s, loss=0.3657, top1-acc=89.72%, top5-acc=99.14%, remaining_time=0:00:03.330676, arrival_time=2021-04-10 02:07:36.507069, cost_time=0:00:10.860833 2021-04-10 02:07:33,890 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=2.56ms, fps=3589 images/s, loss=0.3663, top1-acc=89.69%, top5-acc=99.12%, remaining_time=0:00:02.604276, arrival_time=2021-04-10 02:07:36.494393, cost_time=0:00:11.574580 2021-04-10 02:07:34,602 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.95ms, fps=3595 images/s, loss=0.3668, top1-acc=89.68%, top5-acc=99.10%, remaining_time=0:00:01.879202, arrival_time=2021-04-10 02:07:36.481842, cost_time=0:00:12.287006 2021-04-10 02:07:35,310 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.95ms, fps=3618 images/s, loss=0.3678, top1-acc=89.63%, top5-acc=99.10%, remaining_time=0:00:01.155136, arrival_time=2021-04-10 02:07:36.465914, cost_time=0:00:12.995238 2021-04-10 02:07:36,022 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=2.01ms, fps=3601 images/s, loss=0.3689, top1-acc=89.56%, top5-acc=99.09%, remaining_time=0:00:00.432840, arrival_time=2021-04-10 02:07:36.455175, cost_time=0:00:13.706626 2021-04-10 02:07:36,401 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.08ms, fps=3596 images/s, loss=0.3690, top1-acc=89.54%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:36.401204, cost_time=0:00:14.085672 2021-04-10 02:07:36,758 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=58.05ms, fps=7193 images/s, loss=1.2150, top1-acc=68.67%, top5-acc=91.17%, remaining_time=0:00:01.067670, arrival_time=2021-04-10 02:07:37.825929, cost_time=0:00:00.355890 2021-04-10 02:07:36,979 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.44ms, fps=11577 images/s, loss=1.2551, top1-acc=67.44%, top5-acc=90.76%, remaining_time=0:00:00.577500, arrival_time=2021-04-10 02:07:37.557381, cost_time=0:00:00.577502 2021-04-10 02:07:37,229 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=17.62ms, fps=10271 images/s, loss=1.2498, top1-acc=67.62%, top5-acc=90.57%, remaining_time=0:00:00.275750, arrival_time=2021-04-10 02:07:37.505472, cost_time=0:00:00.827254 2021-04-10 02:07:37,492 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=8876 images/s, loss=1.2097, top1-acc=68.29%, top5-acc=90.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:37.492006, cost_time=0:00:01.089683 2021-04-10 02:07:37,574 INFO : Epoch=0180 complete, best val top1-acc=68.29%, top5-acc=90.82% (epoch=180), remaining_time=0:05:02.421560, arrival_time=2021-04-10 02:12:39.995951, cost_time=0:45:21.794090 2021-04-10 02:07:37,575 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:07:38,521 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.27ms, fps=2706 images/s, loss=0.3426, top1-acc=90.27%, top5-acc=99.22%, remaining_time=0:00:17.594856, arrival_time=2021-04-10 02:07:56.116022, cost_time=0:00:00.945958 2021-04-10 02:07:39,231 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=2.28ms, fps=3606 images/s, loss=0.3363, top1-acc=90.39%, top5-acc=99.32%, remaining_time=0:00:14.575264, arrival_time=2021-04-10 02:07:53.806831, cost_time=0:00:01.656287 2021-04-10 02:07:39,939 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.17ms, fps=3620 images/s, loss=0.3482, top1-acc=90.01%, top5-acc=99.14%, remaining_time=0:00:13.081796, arrival_time=2021-04-10 02:07:53.021159, cost_time=0:00:02.364167 2021-04-10 02:07:40,640 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.53ms, fps=3655 images/s, loss=0.3466, top1-acc=90.27%, top5-acc=99.16%, remaining_time=0:00:11.953188, arrival_time=2021-04-10 02:07:52.593366, cost_time=0:00:03.064934 2021-04-10 02:07:41,346 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=2.29ms, fps=3627 images/s, loss=0.3462, top1-acc=90.32%, top5-acc=99.20%, remaining_time=0:00:11.012196, arrival_time=2021-04-10 02:07:52.358809, cost_time=0:00:03.771290 2021-04-10 02:07:42,048 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.55ms, fps=3653 images/s, loss=0.3520, top1-acc=90.14%, top5-acc=99.17%, remaining_time=0:00:10.138528, arrival_time=2021-04-10 02:07:52.186703, cost_time=0:00:04.472903 2021-04-10 02:07:42,753 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=2.23ms, fps=3632 images/s, loss=0.3547, top1-acc=89.94%, top5-acc=99.19%, remaining_time=0:00:09.321102, arrival_time=2021-04-10 02:07:52.074682, cost_time=0:00:05.178389 2021-04-10 02:07:43,459 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=2.15ms, fps=3632 images/s, loss=0.3545, top1-acc=89.98%, top5-acc=99.17%, remaining_time=0:00:08.531336, arrival_time=2021-04-10 02:07:51.990267, cost_time=0:00:05.883696 2021-04-10 02:07:44,169 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.89ms, fps=3608 images/s, loss=0.3532, top1-acc=90.06%, top5-acc=99.18%, remaining_time=0:00:07.765984, arrival_time=2021-04-10 02:07:51.935009, cost_time=0:00:06.593752 2021-04-10 02:07:44,871 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.43ms, fps=3645 images/s, loss=0.3534, top1-acc=90.12%, top5-acc=99.18%, remaining_time=0:00:07.004736, arrival_time=2021-04-10 02:07:51.876631, cost_time=0:00:07.296625 2021-04-10 02:07:45,575 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.87ms, fps=3641 images/s, loss=0.3562, top1-acc=90.00%, top5-acc=99.15%, remaining_time=0:00:06.254866, arrival_time=2021-04-10 02:07:51.830474, cost_time=0:00:08.000410 2021-04-10 02:07:46,277 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=2.08ms, fps=3650 images/s, loss=0.3558, top1-acc=90.00%, top5-acc=99.15%, remaining_time=0:00:05.511368, arrival_time=2021-04-10 02:07:51.788826, cost_time=0:00:08.702211 2021-04-10 02:07:46,977 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=2.11ms, fps=3661 images/s, loss=0.3562, top1-acc=89.99%, top5-acc=99.15%, remaining_time=0:00:04.773384, arrival_time=2021-04-10 02:07:51.750807, cost_time=0:00:09.402070 2021-04-10 02:07:47,699 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=2.18ms, fps=3548 images/s, loss=0.3584, top1-acc=89.96%, top5-acc=99.13%, remaining_time=0:00:04.049808, arrival_time=2021-04-10 02:07:51.749472, cost_time=0:00:10.124492 2021-04-10 02:07:48,401 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.94ms, fps=3651 images/s, loss=0.3594, top1-acc=89.92%, top5-acc=99.14%, remaining_time=0:00:03.320004, arrival_time=2021-04-10 02:07:51.721326, cost_time=0:00:10.826139 2021-04-10 02:07:49,105 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.50ms, fps=3637 images/s, loss=0.3599, top1-acc=89.90%, top5-acc=99.13%, remaining_time=0:00:02.594340, arrival_time=2021-04-10 02:07:51.699932, cost_time=0:00:11.530390 2021-04-10 02:07:49,810 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=2.15ms, fps=3635 images/s, loss=0.3604, top1-acc=89.91%, top5-acc=99.13%, remaining_time=0:00:01.871246, arrival_time=2021-04-10 02:07:51.681654, cost_time=0:00:12.235139 2021-04-10 02:07:50,514 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.46ms, fps=3639 images/s, loss=0.3606, top1-acc=89.90%, top5-acc=99.14%, remaining_time=0:00:01.150144, arrival_time=2021-04-10 02:07:51.664627, cost_time=0:00:12.939205 2021-04-10 02:07:51,213 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.86ms, fps=3665 images/s, loss=0.3607, top1-acc=89.89%, top5-acc=99.14%, remaining_time=0:00:00.430686, arrival_time=2021-04-10 02:07:51.644197, cost_time=0:00:13.638337 2021-04-10 02:07:51,589 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.08ms, fps=3622 images/s, loss=0.3604, top1-acc=89.88%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:51.589404, cost_time=0:00:14.014225 2021-04-10 02:07:51,934 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=42.82ms, fps=7436 images/s, loss=1.2138, top1-acc=69.14%, top5-acc=91.05%, remaining_time=0:00:01.032690, arrival_time=2021-04-10 02:07:52.967429, cost_time=0:00:00.344233 2021-04-10 02:07:52,131 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=19.58ms, fps=13055 images/s, loss=1.2417, top1-acc=68.11%, top5-acc=90.68%, remaining_time=0:00:00.540860, arrival_time=2021-04-10 02:07:52.672161, cost_time=0:00:00.540853 2021-04-10 02:07:52,342 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=0.41ms, fps=12135 images/s, loss=1.2370, top1-acc=67.77%, top5-acc=90.87%, remaining_time=0:00:00.250720, arrival_time=2021-04-10 02:07:52.593378, cost_time=0:00:00.752156 2021-04-10 02:07:52,529 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=12478 images/s, loss=1.2300, top1-acc=68.09%, top5-acc=90.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:52.529021, cost_time=0:00:00.938605 2021-04-10 02:07:52,555 INFO : Epoch=0181 complete, best val top1-acc=68.29%, top5-acc=90.82% (epoch=180), remaining_time=0:04:47.285795, arrival_time=2021-04-10 02:12:39.841217, cost_time=0:45:36.775142 2021-04-10 02:07:52,556 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:07:53,461 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.28ms, fps=2829 images/s, loss=0.3474, top1-acc=90.39%, top5-acc=99.45%, remaining_time=0:00:16.828908, arrival_time=2021-04-10 02:08:10.290039, cost_time=0:00:00.904779 2021-04-10 02:07:54,166 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.96ms, fps=3634 images/s, loss=0.3443, top1-acc=90.47%, top5-acc=99.37%, remaining_time=0:00:14.169584, arrival_time=2021-04-10 02:08:08.336023, cost_time=0:00:01.610179 2021-04-10 02:07:54,872 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.39ms, fps=3627 images/s, loss=0.3406, top1-acc=90.48%, top5-acc=99.45%, remaining_time=0:00:12.818022, arrival_time=2021-04-10 02:08:07.690892, cost_time=0:00:02.316510 2021-04-10 02:07:55,573 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.82ms, fps=3655 images/s, loss=0.3389, top1-acc=90.49%, top5-acc=99.41%, remaining_time=0:00:11.768952, arrival_time=2021-04-10 02:08:07.342845, cost_time=0:00:03.017689 2021-04-10 02:07:56,276 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.59ms, fps=3646 images/s, loss=0.3421, top1-acc=90.52%, top5-acc=99.38%, remaining_time=0:00:10.862984, arrival_time=2021-04-10 02:08:07.139545, cost_time=0:00:03.720188 2021-04-10 02:07:56,985 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=2.15ms, fps=3613 images/s, loss=0.3439, top1-acc=90.44%, top5-acc=99.36%, remaining_time=0:00:10.040336, arrival_time=2021-04-10 02:08:07.026108, cost_time=0:00:04.429554 2021-04-10 02:07:57,696 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.59ms, fps=3603 images/s, loss=0.3453, top1-acc=90.51%, top5-acc=99.31%, remaining_time=0:00:09.252810, arrival_time=2021-04-10 02:08:06.949612, cost_time=0:00:05.140421 2021-04-10 02:07:58,406 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=2.59ms, fps=3614 images/s, loss=0.3464, top1-acc=90.51%, top5-acc=99.30%, remaining_time=0:00:08.482152, arrival_time=2021-04-10 02:08:06.888200, cost_time=0:00:05.849774 2021-04-10 02:07:59,100 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=2.46ms, fps=3690 images/s, loss=0.3481, top1-acc=90.46%, top5-acc=99.24%, remaining_time=0:00:07.707684, arrival_time=2021-04-10 02:08:06.808179, cost_time=0:00:06.544239 2021-04-10 02:07:59,810 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.90ms, fps=3611 images/s, loss=0.3494, top1-acc=90.38%, top5-acc=99.22%, remaining_time=0:00:06.963648, arrival_time=2021-04-10 02:08:06.773764, cost_time=0:00:07.253762 2021-04-10 02:08:00,514 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.89ms, fps=3639 images/s, loss=0.3499, top1-acc=90.35%, top5-acc=99.23%, remaining_time=0:00:06.221756, arrival_time=2021-04-10 02:08:06.736038, cost_time=0:00:07.958060 2021-04-10 02:08:01,213 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.15ms, fps=3663 images/s, loss=0.3513, top1-acc=90.25%, top5-acc=99.22%, remaining_time=0:00:05.483096, arrival_time=2021-04-10 02:08:06.696930, cost_time=0:00:08.657473 2021-04-10 02:08:01,918 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.70ms, fps=3636 images/s, loss=0.3517, top1-acc=90.25%, top5-acc=99.22%, remaining_time=0:00:04.753188, arrival_time=2021-04-10 02:08:06.671790, cost_time=0:00:09.362315 2021-04-10 02:08:02,622 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=2.08ms, fps=3642 images/s, loss=0.3552, top1-acc=90.13%, top5-acc=99.20%, remaining_time=0:00:04.026344, arrival_time=2021-04-10 02:08:06.648500, cost_time=0:00:10.065871 2021-04-10 02:08:03,346 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.41ms, fps=3537 images/s, loss=0.3555, top1-acc=90.09%, top5-acc=99.17%, remaining_time=0:00:03.309010, arrival_time=2021-04-10 02:08:06.655524, cost_time=0:00:10.790246 2021-04-10 02:08:04,058 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.50ms, fps=3600 images/s, loss=0.3555, top1-acc=90.08%, top5-acc=99.17%, remaining_time=0:00:02.587932, arrival_time=2021-04-10 02:08:06.646251, cost_time=0:00:11.501955 2021-04-10 02:08:04,759 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.34ms, fps=3657 images/s, loss=0.3555, top1-acc=90.07%, top5-acc=99.20%, remaining_time=0:00:01.866332, arrival_time=2021-04-10 02:08:06.625429, cost_time=0:00:12.202875 2021-04-10 02:08:05,457 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.78ms, fps=3669 images/s, loss=0.3559, top1-acc=90.05%, top5-acc=99.19%, remaining_time=0:00:01.146768, arrival_time=2021-04-10 02:08:06.604192, cost_time=0:00:12.901058 2021-04-10 02:08:06,170 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.69ms, fps=3594 images/s, loss=0.3560, top1-acc=90.02%, top5-acc=99.20%, remaining_time=0:00:00.429924, arrival_time=2021-04-10 02:08:06.600368, cost_time=0:00:13.614171 2021-04-10 02:08:06,544 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.09ms, fps=3645 images/s, loss=0.3567, top1-acc=90.00%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:06.544205, cost_time=0:00:13.987962 2021-04-10 02:08:06,929 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=3.08ms, fps=6688 images/s, loss=1.2251, top1-acc=67.97%, top5-acc=90.90%, remaining_time=0:00:01.148310, arrival_time=2021-04-10 02:08:08.078022, cost_time=0:00:00.382772 2021-04-10 02:08:07,143 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=5.40ms, fps=12037 images/s, loss=1.2094, top1-acc=68.50%, top5-acc=90.70%, remaining_time=0:00:00.596240, arrival_time=2021-04-10 02:08:07.739286, cost_time=0:00:00.596241 2021-04-10 02:08:07,377 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=22.96ms, fps=10930 images/s, loss=1.2243, top1-acc=68.12%, top5-acc=90.70%, remaining_time=0:00:00.276940, arrival_time=2021-04-10 02:08:07.654613, cost_time=0:00:00.830809 2021-04-10 02:08:07,588 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.10ms, fps=11043 images/s, loss=1.2246, top1-acc=68.08%, top5-acc=90.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:07.588253, cost_time=0:00:01.041440 2021-04-10 02:08:07,627 INFO : Epoch=0182 complete, best val top1-acc=68.29%, top5-acc=90.82% (epoch=180), remaining_time=0:04:32.160684, arrival_time=2021-04-10 02:12:39.787955, cost_time=0:45:51.846946 2021-04-10 02:08:07,628 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:08:08,553 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=3.27ms, fps=2767 images/s, loss=0.3414, top1-acc=90.51%, top5-acc=99.30%, remaining_time=0:00:17.206302, arrival_time=2021-04-10 02:08:25.759693, cost_time=0:00:00.925070 2021-04-10 02:08:09,279 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.92ms, fps=3531 images/s, loss=0.3391, top1-acc=90.80%, top5-acc=99.26%, remaining_time=0:00:14.524928, arrival_time=2021-04-10 02:08:23.803959, cost_time=0:00:01.650554 2021-04-10 02:08:09,997 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.46ms, fps=3569 images/s, loss=0.3415, top1-acc=90.76%, top5-acc=99.27%, remaining_time=0:00:13.107028, arrival_time=2021-04-10 02:08:23.104102, cost_time=0:00:02.368744 2021-04-10 02:08:10,715 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.53ms, fps=3568 images/s, loss=0.3370, top1-acc=90.88%, top5-acc=99.33%, remaining_time=0:00:12.038208, arrival_time=2021-04-10 02:08:22.753259, cost_time=0:00:03.086730 2021-04-10 02:08:11,412 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.05ms, fps=3676 images/s, loss=0.3347, top1-acc=91.01%, top5-acc=99.31%, remaining_time=0:00:11.048258, arrival_time=2021-04-10 02:08:22.460300, cost_time=0:00:03.783640 2021-04-10 02:08:12,115 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=2.04ms, fps=3645 images/s, loss=0.3362, top1-acc=91.02%, top5-acc=99.30%, remaining_time=0:00:10.169672, arrival_time=2021-04-10 02:08:22.284676, cost_time=0:00:04.486614 2021-04-10 02:08:12,818 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.67ms, fps=3640 images/s, loss=0.3366, top1-acc=90.93%, top5-acc=99.29%, remaining_time=0:00:09.342900, arrival_time=2021-04-10 02:08:22.161743, cost_time=0:00:05.190491 2021-04-10 02:08:13,528 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.91ms, fps=3610 images/s, loss=0.3389, top1-acc=90.81%, top5-acc=99.27%, remaining_time=0:00:08.555348, arrival_time=2021-04-10 02:08:22.084143, cost_time=0:00:05.900224 2021-04-10 02:08:14,228 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=2.03ms, fps=3663 images/s, loss=0.3408, top1-acc=90.78%, top5-acc=99.25%, remaining_time=0:00:07.773404, arrival_time=2021-04-10 02:08:22.001893, cost_time=0:00:06.600085 2021-04-10 02:08:14,928 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.68ms, fps=3662 images/s, loss=0.3420, top1-acc=90.70%, top5-acc=99.23%, remaining_time=0:00:07.007808, arrival_time=2021-04-10 02:08:21.935909, cost_time=0:00:07.299788 2021-04-10 02:08:15,632 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.33ms, fps=3639 images/s, loss=0.3439, top1-acc=90.60%, top5-acc=99.24%, remaining_time=0:00:06.257532, arrival_time=2021-04-10 02:08:21.889665, cost_time=0:00:08.003767 2021-04-10 02:08:16,340 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.84ms, fps=3615 images/s, loss=0.3439, top1-acc=90.62%, top5-acc=99.22%, remaining_time=0:00:05.517980, arrival_time=2021-04-10 02:08:21.858901, cost_time=0:00:08.712554 2021-04-10 02:08:17,044 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.99ms, fps=3641 images/s, loss=0.3446, top1-acc=90.60%, top5-acc=99.20%, remaining_time=0:00:04.780512, arrival_time=2021-04-10 02:08:21.825146, cost_time=0:00:09.416174 2021-04-10 02:08:17,760 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.42ms, fps=3581 images/s, loss=0.3449, top1-acc=90.62%, top5-acc=99.19%, remaining_time=0:00:04.052720, arrival_time=2021-04-10 02:08:21.812861, cost_time=0:00:10.131749 2021-04-10 02:08:18,468 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=2.04ms, fps=3620 images/s, loss=0.3465, top1-acc=90.57%, top5-acc=99.17%, remaining_time=0:00:03.324098, arrival_time=2021-04-10 02:08:21.792059, cost_time=0:00:10.839512 2021-04-10 02:08:19,170 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.87ms, fps=3648 images/s, loss=0.3474, top1-acc=90.48%, top5-acc=99.18%, remaining_time=0:00:02.596968, arrival_time=2021-04-10 02:08:21.767426, cost_time=0:00:11.542124 2021-04-10 02:08:19,874 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.92ms, fps=3640 images/s, loss=0.3494, top1-acc=90.40%, top5-acc=99.19%, remaining_time=0:00:01.872884, arrival_time=2021-04-10 02:08:21.747181, cost_time=0:00:12.245820 2021-04-10 02:08:20,585 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.66ms, fps=3606 images/s, loss=0.3496, top1-acc=90.37%, top5-acc=99.20%, remaining_time=0:00:01.151712, arrival_time=2021-04-10 02:08:21.736824, cost_time=0:00:12.956726 2021-04-10 02:08:21,291 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.51ms, fps=3627 images/s, loss=0.3505, top1-acc=90.30%, top5-acc=99.20%, remaining_time=0:00:00.431472, arrival_time=2021-04-10 02:08:21.723122, cost_time=0:00:13.663194 2021-04-10 02:08:21,680 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.11ms, fps=3503 images/s, loss=0.3511, top1-acc=90.27%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:21.680632, cost_time=0:00:14.052222 2021-04-10 02:08:22,020 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.29ms, fps=7547 images/s, loss=1.1949, top1-acc=68.98%, top5-acc=91.21%, remaining_time=0:00:01.017630, arrival_time=2021-04-10 02:08:23.038533, cost_time=0:00:00.339207 2021-04-10 02:08:22,262 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.34ms, fps=10600 images/s, loss=1.2088, top1-acc=68.38%, top5-acc=91.11%, remaining_time=0:00:00.581060, arrival_time=2021-04-10 02:08:22.843872, cost_time=0:00:00.581061 2021-04-10 02:08:22,525 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=0.31ms, fps=9747 images/s, loss=1.2268, top1-acc=68.44%, top5-acc=91.09%, remaining_time=0:00:00.281400, arrival_time=2021-04-10 02:08:22.807312, cost_time=0:00:00.844205 2021-04-10 02:08:22,727 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.07ms, fps=11535 images/s, loss=1.2363, top1-acc=68.36%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:22.727368, cost_time=0:00:01.045690 2021-04-10 02:08:22,780 INFO : Epoch=0183 complete, best val top1-acc=68.36%, top5-acc=90.91% (epoch=183), remaining_time=0:04:17.043757, arrival_time=2021-04-10 02:12:39.824516, cost_time=0:46:07.000453 2021-04-10 02:08:22,781 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:08:23,690 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.40ms, fps=2816 images/s, loss=0.3274, top1-acc=90.98%, top5-acc=99.49%, remaining_time=0:00:16.908888, arrival_time=2021-04-10 02:08:40.599697, cost_time=0:00:00.909085 2021-04-10 02:08:24,395 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.49ms, fps=3639 images/s, loss=0.3367, top1-acc=90.72%, top5-acc=99.47%, remaining_time=0:00:14.200384, arrival_time=2021-04-10 02:08:38.595592, cost_time=0:00:01.613688 2021-04-10 02:08:25,098 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=2.03ms, fps=3644 images/s, loss=0.3385, top1-acc=90.55%, top5-acc=99.36%, remaining_time=0:00:12.818188, arrival_time=2021-04-10 02:08:37.916323, cost_time=0:00:02.316552 2021-04-10 02:08:25,809 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.77ms, fps=3603 images/s, loss=0.3348, top1-acc=90.67%, top5-acc=99.40%, remaining_time=0:00:11.807952, arrival_time=2021-04-10 02:08:37.617238, cost_time=0:00:03.027687 2021-04-10 02:08:26,514 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=2.23ms, fps=3632 images/s, loss=0.3339, top1-acc=90.77%, top5-acc=99.40%, remaining_time=0:00:10.900944, arrival_time=2021-04-10 02:08:37.415732, cost_time=0:00:03.733188 2021-04-10 02:08:27,212 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.59ms, fps=3674 images/s, loss=0.3375, top1-acc=90.60%, top5-acc=99.37%, remaining_time=0:00:10.042512, arrival_time=2021-04-10 02:08:37.254621, cost_time=0:00:04.430539 2021-04-10 02:08:27,918 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=2.04ms, fps=3626 images/s, loss=0.3374, top1-acc=90.64%, top5-acc=99.38%, remaining_time=0:00:09.246762, arrival_time=2021-04-10 02:08:37.165363, cost_time=0:00:05.137079 2021-04-10 02:08:28,628 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=2.20ms, fps=3612 images/s, loss=0.3379, top1-acc=90.62%, top5-acc=99.37%, remaining_time=0:00:08.477164, arrival_time=2021-04-10 02:08:37.105110, cost_time=0:00:05.846334 2021-04-10 02:08:29,329 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.43ms, fps=3652 images/s, loss=0.3393, top1-acc=90.58%, top5-acc=99.35%, remaining_time=0:00:07.712136, arrival_time=2021-04-10 02:08:37.041697, cost_time=0:00:06.548044 2021-04-10 02:08:30,034 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.88ms, fps=3633 images/s, loss=0.3392, top1-acc=90.52%, top5-acc=99.36%, remaining_time=0:00:06.963072, arrival_time=2021-04-10 02:08:36.997834, cost_time=0:00:07.253192 2021-04-10 02:08:30,742 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.84ms, fps=3622 images/s, loss=0.3395, top1-acc=90.55%, top5-acc=99.32%, remaining_time=0:00:06.223820, arrival_time=2021-04-10 02:08:36.966081, cost_time=0:00:07.960675 2021-04-10 02:08:31,440 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.46ms, fps=3670 images/s, loss=0.3418, top1-acc=90.51%, top5-acc=99.28%, remaining_time=0:00:05.484008, arrival_time=2021-04-10 02:08:36.924579, cost_time=0:00:08.658932 2021-04-10 02:08:32,169 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.88ms, fps=3516 images/s, loss=0.3417, top1-acc=90.55%, top5-acc=99.29%, remaining_time=0:00:04.766124, arrival_time=2021-04-10 02:08:36.935490, cost_time=0:00:09.387766 2021-04-10 02:08:32,882 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=2.08ms, fps=3596 images/s, loss=0.3405, top1-acc=90.61%, top5-acc=99.31%, remaining_time=0:00:04.040176, arrival_time=2021-04-10 02:08:36.922210, cost_time=0:00:10.100370 2021-04-10 02:08:33,589 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.42ms, fps=3625 images/s, loss=0.3418, top1-acc=90.59%, top5-acc=99.27%, remaining_time=0:00:03.314300, arrival_time=2021-04-10 02:08:36.903272, cost_time=0:00:10.807445 2021-04-10 02:08:34,292 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=2.23ms, fps=3643 images/s, loss=0.3418, top1-acc=90.57%, top5-acc=99.27%, remaining_time=0:00:02.589912, arrival_time=2021-04-10 02:08:36.882162, cost_time=0:00:11.510682 2021-04-10 02:08:35,002 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=2.09ms, fps=3657 images/s, loss=0.3445, top1-acc=90.44%, top5-acc=99.26%, remaining_time=0:00:01.868984, arrival_time=2021-04-10 02:08:36.870918, cost_time=0:00:12.220241 2021-04-10 02:08:35,705 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=2.12ms, fps=3640 images/s, loss=0.3451, top1-acc=90.41%, top5-acc=99.25%, remaining_time=0:00:01.148832, arrival_time=2021-04-10 02:08:36.854761, cost_time=0:00:12.924372 2021-04-10 02:08:36,414 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.35ms, fps=3618 images/s, loss=0.3454, top1-acc=90.42%, top5-acc=99.26%, remaining_time=0:00:00.430500, arrival_time=2021-04-10 02:08:36.844726, cost_time=0:00:13.632587 2021-04-10 02:08:36,802 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.12ms, fps=3506 images/s, loss=0.3466, top1-acc=90.39%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:36.802803, cost_time=0:00:14.021280 2021-04-10 02:08:37,157 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.47ms, fps=7248 images/s, loss=1.1845, top1-acc=68.67%, top5-acc=91.72%, remaining_time=0:00:01.059600, arrival_time=2021-04-10 02:08:38.216801, cost_time=0:00:00.353195 2021-04-10 02:08:37,405 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.44ms, fps=10344 images/s, loss=1.2111, top1-acc=68.48%, top5-acc=90.86%, remaining_time=0:00:00.601500, arrival_time=2021-04-10 02:08:38.006975, cost_time=0:00:00.601501 2021-04-10 02:08:37,676 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=8.91ms, fps=9450 images/s, loss=1.2279, top1-acc=68.12%, top5-acc=90.99%, remaining_time=0:00:00.290940, arrival_time=2021-04-10 02:08:37.967758, cost_time=0:00:00.872818 2021-04-10 02:08:37,935 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=9003 images/s, loss=1.2270, top1-acc=68.22%, top5-acc=90.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:37.935210, cost_time=0:00:01.131226 2021-04-10 02:08:37,981 INFO : Epoch=0184 complete, best val top1-acc=68.36%, top5-acc=90.91% (epoch=183), remaining_time=0:04:01.930560, arrival_time=2021-04-10 02:12:39.912247, cost_time=0:46:22.201360 2021-04-10 02:08:37,982 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:08:38,927 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.50ms, fps=2709 images/s, loss=0.3365, top1-acc=90.94%, top5-acc=99.18%, remaining_time=0:00:17.575698, arrival_time=2021-04-10 02:08:56.503491, cost_time=0:00:00.944930 2021-04-10 02:08:39,646 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.45ms, fps=3563 images/s, loss=0.3414, top1-acc=90.41%, top5-acc=99.28%, remaining_time=0:00:14.643200, arrival_time=2021-04-10 02:08:54.289999, cost_time=0:00:01.663992 2021-04-10 02:08:40,356 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=2.21ms, fps=3609 images/s, loss=0.3364, top1-acc=90.85%, top5-acc=99.30%, remaining_time=0:00:13.135082, arrival_time=2021-04-10 02:08:53.491767, cost_time=0:00:02.373818 2021-04-10 02:08:41,058 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.99ms, fps=3653 images/s, loss=0.3381, top1-acc=90.91%, top5-acc=99.29%, remaining_time=0:00:11.993748, arrival_time=2021-04-10 02:08:53.051829, cost_time=0:00:03.075303 2021-04-10 02:08:41,767 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=2.08ms, fps=3614 images/s, loss=0.3383, top1-acc=90.87%, top5-acc=99.28%, remaining_time=0:00:11.049426, arrival_time=2021-04-10 02:08:52.816397, cost_time=0:00:03.784044 2021-04-10 02:08:42,478 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.85ms, fps=3604 images/s, loss=0.3389, top1-acc=90.78%, top5-acc=99.29%, remaining_time=0:00:10.189120, arrival_time=2021-04-10 02:08:52.667158, cost_time=0:00:04.495187 2021-04-10 02:08:43,193 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=4.20ms, fps=3582 images/s, loss=0.3400, top1-acc=90.76%, top5-acc=99.31%, remaining_time=0:00:09.378936, arrival_time=2021-04-10 02:08:52.572286, cost_time=0:00:05.210501 2021-04-10 02:08:43,901 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.53ms, fps=3624 images/s, loss=0.3415, top1-acc=90.67%, top5-acc=99.30%, remaining_time=0:00:08.582028, arrival_time=2021-04-10 02:08:52.483546, cost_time=0:00:05.918653 2021-04-10 02:08:44,601 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.93ms, fps=3660 images/s, loss=0.3422, top1-acc=90.63%, top5-acc=99.31%, remaining_time=0:00:07.795346, arrival_time=2021-04-10 02:08:52.396866, cost_time=0:00:06.618694 2021-04-10 02:08:45,310 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.29ms, fps=3613 images/s, loss=0.3430, top1-acc=90.62%, top5-acc=99.30%, remaining_time=0:00:07.034688, arrival_time=2021-04-10 02:08:52.345407, cost_time=0:00:07.327780 2021-04-10 02:08:46,039 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.48ms, fps=3514 images/s, loss=0.3428, top1-acc=90.64%, top5-acc=99.30%, remaining_time=0:00:06.299070, arrival_time=2021-04-10 02:08:52.338883, cost_time=0:00:08.056966 2021-04-10 02:08:46,734 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.52ms, fps=3690 images/s, loss=0.3422, top1-acc=90.62%, top5-acc=99.30%, remaining_time=0:00:05.542528, arrival_time=2021-04-10 02:08:52.276604, cost_time=0:00:08.751310 2021-04-10 02:08:47,438 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=2.05ms, fps=3638 images/s, loss=0.3426, top1-acc=90.64%, top5-acc=99.29%, remaining_time=0:00:04.800444, arrival_time=2021-04-10 02:08:52.238694, cost_time=0:00:09.455431 2021-04-10 02:08:48,144 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.49ms, fps=3626 images/s, loss=0.3432, top1-acc=90.62%, top5-acc=99.28%, remaining_time=0:00:04.064816, arrival_time=2021-04-10 02:08:52.209665, cost_time=0:00:10.161987 2021-04-10 02:08:48,850 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.94ms, fps=3633 images/s, loss=0.3438, top1-acc=90.59%, top5-acc=99.28%, remaining_time=0:00:03.332608, arrival_time=2021-04-10 02:08:52.182621, cost_time=0:00:10.867216 2021-04-10 02:08:49,556 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.91ms, fps=3629 images/s, loss=0.3427, top1-acc=90.60%, top5-acc=99.29%, remaining_time=0:00:02.603952, arrival_time=2021-04-10 02:08:52.159963, cost_time=0:00:11.573180 2021-04-10 02:08:50,254 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.58ms, fps=3667 images/s, loss=0.3432, top1-acc=90.55%, top5-acc=99.27%, remaining_time=0:00:01.876862, arrival_time=2021-04-10 02:08:52.131469, cost_time=0:00:12.271828 2021-04-10 02:08:50,951 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.61ms, fps=3679 images/s, loss=0.3419, top1-acc=90.61%, top5-acc=99.27%, remaining_time=0:00:01.152720, arrival_time=2021-04-10 02:08:52.103643, cost_time=0:00:12.968057 2021-04-10 02:08:51,657 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.47ms, fps=3624 images/s, loss=0.3420, top1-acc=90.60%, top5-acc=99.27%, remaining_time=0:00:00.431844, arrival_time=2021-04-10 02:08:52.089742, cost_time=0:00:13.675056 2021-04-10 02:08:52,036 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.11ms, fps=3600 images/s, loss=0.3427, top1-acc=90.61%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:52.036252, cost_time=0:00:14.053479 2021-04-10 02:08:52,356 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=62.41ms, fps=8033 images/s, loss=1.1860, top1-acc=69.18%, top5-acc=90.98%, remaining_time=0:00:00.956010, arrival_time=2021-04-10 02:08:53.312089, cost_time=0:00:00.318674 2021-04-10 02:08:52,618 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=0.30ms, fps=9795 images/s, loss=1.2339, top1-acc=68.32%, top5-acc=90.76%, remaining_time=0:00:00.580760, arrival_time=2021-04-10 02:08:53.198911, cost_time=0:00:00.580756 2021-04-10 02:08:52,905 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=45.23ms, fps=8924 images/s, loss=1.2170, top1-acc=68.76%, top5-acc=90.90%, remaining_time=0:00:00.289360, arrival_time=2021-04-10 02:08:53.194862, cost_time=0:00:00.868083 2021-04-10 02:08:53,146 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.10ms, fps=9665 images/s, loss=1.2469, top1-acc=68.43%, top5-acc=90.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:53.146043, cost_time=0:00:01.108667 2021-04-10 02:08:53,209 INFO : Epoch=0185 complete, best val top1-acc=68.43%, top5-acc=90.81% (epoch=185), remaining_time=0:03:46.818600, arrival_time=2021-04-10 02:12:40.028391, cost_time=0:46:37.429488 2021-04-10 02:08:53,210 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:08:54,112 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=2.25ms, fps=2839 images/s, loss=0.3358, top1-acc=90.82%, top5-acc=99.41%, remaining_time=0:00:16.768830, arrival_time=2021-04-10 02:09:10.880997, cost_time=0:00:00.901551 2021-04-10 02:08:54,810 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.44ms, fps=3668 images/s, loss=0.3453, top1-acc=89.98%, top5-acc=99.34%, remaining_time=0:00:14.081936, arrival_time=2021-04-10 02:09:08.892683, cost_time=0:00:01.600215 2021-04-10 02:08:55,515 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.99ms, fps=3634 images/s, loss=0.3472, top1-acc=89.87%, top5-acc=99.28%, remaining_time=0:00:12.754776, arrival_time=2021-04-10 02:09:08.270470, cost_time=0:00:02.305082 2021-04-10 02:08:56,249 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=2.40ms, fps=3493 images/s, loss=0.3395, top1-acc=90.35%, top5-acc=99.29%, remaining_time=0:00:11.850696, arrival_time=2021-04-10 02:09:08.099911, cost_time=0:00:03.038643 2021-04-10 02:08:56,954 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.86ms, fps=3636 images/s, loss=0.3350, top1-acc=90.52%, top5-acc=99.34%, remaining_time=0:00:10.930436, arrival_time=2021-04-10 02:09:07.884354, cost_time=0:00:03.743296 2021-04-10 02:08:57,656 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.42ms, fps=3649 images/s, loss=0.3343, top1-acc=90.59%, top5-acc=99.34%, remaining_time=0:00:10.076512, arrival_time=2021-04-10 02:09:07.732645, cost_time=0:00:04.445547 2021-04-10 02:08:58,369 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.62ms, fps=3594 images/s, loss=0.3346, top1-acc=90.54%, top5-acc=99.33%, remaining_time=0:00:09.285066, arrival_time=2021-04-10 02:09:07.654116, cost_time=0:00:05.158348 2021-04-10 02:08:59,087 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.98ms, fps=3568 images/s, loss=0.3352, top1-acc=90.57%, top5-acc=99.31%, remaining_time=0:00:08.521244, arrival_time=2021-04-10 02:09:07.608541, cost_time=0:00:05.876681 2021-04-10 02:08:59,793 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=2.15ms, fps=3630 images/s, loss=0.3346, top1-acc=90.66%, top5-acc=99.31%, remaining_time=0:00:07.752840, arrival_time=2021-04-10 02:09:07.545992, cost_time=0:00:06.582621 2021-04-10 02:09:00,526 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.56ms, fps=3492 images/s, loss=0.3354, top1-acc=90.65%, top5-acc=99.34%, remaining_time=0:00:07.023456, arrival_time=2021-04-10 02:09:07.550290, cost_time=0:00:07.316120 2021-04-10 02:09:01,225 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.35ms, fps=3669 images/s, loss=0.3338, top1-acc=90.81%, top5-acc=99.32%, remaining_time=0:00:06.266132, arrival_time=2021-04-10 02:09:07.491534, cost_time=0:00:08.014826 2021-04-10 02:09:01,931 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.85ms, fps=3628 images/s, loss=0.3341, top1-acc=90.79%, top5-acc=99.32%, remaining_time=0:00:05.523376, arrival_time=2021-04-10 02:09:07.455204, cost_time=0:00:08.721071 2021-04-10 02:09:02,636 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.43ms, fps=3638 images/s, loss=0.3327, top1-acc=90.88%, top5-acc=99.32%, remaining_time=0:00:04.785462, arrival_time=2021-04-10 02:09:07.421923, cost_time=0:00:09.425876 2021-04-10 02:09:03,339 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.39ms, fps=3644 images/s, loss=0.3327, top1-acc=90.86%, top5-acc=99.34%, remaining_time=0:00:04.051544, arrival_time=2021-04-10 02:09:07.391072, cost_time=0:00:10.128909 2021-04-10 02:09:04,050 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.65ms, fps=3606 images/s, loss=0.3332, top1-acc=90.84%, top5-acc=99.33%, remaining_time=0:00:03.324098, arrival_time=2021-04-10 02:09:07.374060, cost_time=0:00:10.839413 2021-04-10 02:09:04,748 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.81ms, fps=3666 images/s, loss=0.3338, top1-acc=90.81%, top5-acc=99.32%, remaining_time=0:00:02.596104, arrival_time=2021-04-10 02:09:07.344956, cost_time=0:00:11.538256 2021-04-10 02:09:05,465 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.91ms, fps=3574 images/s, loss=0.3337, top1-acc=90.78%, top5-acc=99.34%, remaining_time=0:00:01.874314, arrival_time=2021-04-10 02:09:07.340038, cost_time=0:00:12.255063 2021-04-10 02:09:06,167 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.93ms, fps=3653 images/s, loss=0.3344, top1-acc=90.74%, top5-acc=99.34%, remaining_time=0:00:01.151696, arrival_time=2021-04-10 02:09:07.318843, cost_time=0:00:12.956611 2021-04-10 02:09:06,872 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.79ms, fps=3634 images/s, loss=0.3346, top1-acc=90.71%, top5-acc=99.33%, remaining_time=0:00:00.431418, arrival_time=2021-04-10 02:09:07.303554, cost_time=0:00:13.661553 2021-04-10 02:09:07,253 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.08ms, fps=3575 images/s, loss=0.3352, top1-acc=90.69%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:07.253110, cost_time=0:00:14.042514 2021-04-10 02:09:07,538 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.31ms, fps=8995 images/s, loss=1.2903, top1-acc=66.80%, top5-acc=90.70%, remaining_time=0:00:00.853740, arrival_time=2021-04-10 02:09:08.392575, cost_time=0:00:00.284579 2021-04-10 02:09:07,821 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=14.50ms, fps=9069 images/s, loss=1.2763, top1-acc=67.95%, top5-acc=90.51%, remaining_time=0:00:00.567340, arrival_time=2021-04-10 02:09:08.388943, cost_time=0:00:00.567342 2021-04-10 02:09:08,051 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.18ms, fps=11178 images/s, loss=1.2405, top1-acc=68.57%, top5-acc=90.91%, remaining_time=0:00:00.265640, arrival_time=2021-04-10 02:09:08.316779, cost_time=0:00:00.796907 2021-04-10 02:09:08,233 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=12783 images/s, loss=1.2118, top1-acc=68.75%, top5-acc=91.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:08.232968, cost_time=0:00:00.978790 2021-04-10 02:09:08,282 INFO : Epoch=0186 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:03:31.693720, arrival_time=2021-04-10 02:12:39.976226, cost_time=0:46:52.502209 2021-04-10 02:09:08,283 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:09:09,213 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.52ms, fps=2753 images/s, loss=0.3336, top1-acc=90.70%, top5-acc=99.45%, remaining_time=0:00:17.296512, arrival_time=2021-04-10 02:09:26.509707, cost_time=0:00:00.929923 2021-04-10 02:09:09,930 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.96ms, fps=3573 images/s, loss=0.3411, top1-acc=90.59%, top5-acc=99.32%, remaining_time=0:00:14.491840, arrival_time=2021-04-10 02:09:24.422025, cost_time=0:00:01.646792 2021-04-10 02:09:10,645 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.42ms, fps=3587 images/s, loss=0.3401, top1-acc=90.69%, top5-acc=99.32%, remaining_time=0:00:13.067852, arrival_time=2021-04-10 02:09:23.712903, cost_time=0:00:02.361652 2021-04-10 02:09:11,359 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=2.16ms, fps=3588 images/s, loss=0.3328, top1-acc=90.94%, top5-acc=99.35%, remaining_time=0:00:11.996088, arrival_time=2021-04-10 02:09:23.355308, cost_time=0:00:03.075913 2021-04-10 02:09:12,065 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.01ms, fps=3625 images/s, loss=0.3356, top1-acc=90.80%, top5-acc=99.33%, remaining_time=0:00:11.045338, arrival_time=2021-04-10 02:09:23.111247, cost_time=0:00:03.782652 2021-04-10 02:09:12,772 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.31ms, fps=3625 images/s, loss=0.3355, top1-acc=90.89%, top5-acc=99.29%, remaining_time=0:00:10.175656, arrival_time=2021-04-10 02:09:22.948336, cost_time=0:00:04.489279 2021-04-10 02:09:13,477 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.89ms, fps=3636 images/s, loss=0.3333, top1-acc=90.99%, top5-acc=99.32%, remaining_time=0:00:09.349578, arrival_time=2021-04-10 02:09:22.827039, cost_time=0:00:05.194205 2021-04-10 02:09:14,171 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.62ms, fps=3694 images/s, loss=0.3317, top1-acc=91.08%, top5-acc=99.34%, remaining_time=0:00:08.537020, arrival_time=2021-04-10 02:09:22.708031, cost_time=0:00:05.887621 2021-04-10 02:09:14,904 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=2.17ms, fps=3493 images/s, loss=0.3313, top1-acc=91.06%, top5-acc=99.35%, remaining_time=0:00:07.798420, arrival_time=2021-04-10 02:09:22.703090, cost_time=0:00:06.621322 2021-04-10 02:09:15,605 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=2.63ms, fps=3660 images/s, loss=0.3333, top1-acc=91.02%, top5-acc=99.36%, remaining_time=0:00:07.028640, arrival_time=2021-04-10 02:09:22.633544, cost_time=0:00:07.321484 2021-04-10 02:09:16,306 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=2.22ms, fps=3654 images/s, loss=0.3331, top1-acc=91.00%, top5-acc=99.36%, remaining_time=0:00:06.272582, arrival_time=2021-04-10 02:09:22.578972, cost_time=0:00:08.023082 2021-04-10 02:09:17,005 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.37ms, fps=3667 images/s, loss=0.3336, top1-acc=90.99%, top5-acc=99.34%, remaining_time=0:00:05.523832, arrival_time=2021-04-10 02:09:22.529013, cost_time=0:00:08.721782 2021-04-10 02:09:17,711 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.61ms, fps=3628 images/s, loss=0.3343, top1-acc=90.94%, top5-acc=99.34%, remaining_time=0:00:04.786584, arrival_time=2021-04-10 02:09:22.497996, cost_time=0:00:09.428136 2021-04-10 02:09:18,414 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=2.03ms, fps=3642 images/s, loss=0.3342, top1-acc=90.96%, top5-acc=99.34%, remaining_time=0:00:04.052552, arrival_time=2021-04-10 02:09:22.467315, cost_time=0:00:10.131410 2021-04-10 02:09:19,124 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=2.66ms, fps=3612 images/s, loss=0.3349, top1-acc=90.90%, top5-acc=99.32%, remaining_time=0:00:03.324558, arrival_time=2021-04-10 02:09:22.448718, cost_time=0:00:10.840891 2021-04-10 02:09:19,835 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.57ms, fps=3603 images/s, loss=0.3352, top1-acc=90.89%, top5-acc=99.32%, remaining_time=0:00:02.599164, arrival_time=2021-04-10 02:09:22.434393, cost_time=0:00:11.551808 2021-04-10 02:09:20,539 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.48ms, fps=3642 images/s, loss=0.3358, top1-acc=90.84%, top5-acc=99.31%, remaining_time=0:00:01.874392, arrival_time=2021-04-10 02:09:22.413328, cost_time=0:00:12.255610 2021-04-10 02:09:21,243 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.41ms, fps=3635 images/s, loss=0.3357, top1-acc=90.84%, top5-acc=99.31%, remaining_time=0:00:01.152048, arrival_time=2021-04-10 02:09:22.395870, cost_time=0:00:12.960544 2021-04-10 02:09:21,951 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.39ms, fps=3621 images/s, loss=0.3346, top1-acc=90.89%, top5-acc=99.32%, remaining_time=0:00:00.431616, arrival_time=2021-04-10 02:09:22.382845, cost_time=0:00:13.667893 2021-04-10 02:09:22,337 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.09ms, fps=3530 images/s, loss=0.3355, top1-acc=90.86%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:22.337079, cost_time=0:00:14.053819 2021-04-10 02:09:22,635 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=2.09ms, fps=8625 images/s, loss=1.2514, top1-acc=68.12%, top5-acc=90.86%, remaining_time=0:00:00.890460, arrival_time=2021-04-10 02:09:23.525742, cost_time=0:00:00.296815 2021-04-10 02:09:22,886 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=10.13ms, fps=10192 images/s, loss=1.2503, top1-acc=67.73%, top5-acc=90.96%, remaining_time=0:00:00.548340, arrival_time=2021-04-10 02:09:23.435189, cost_time=0:00:00.548335 2021-04-10 02:09:23,174 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.38ms, fps=8920 images/s, loss=1.2301, top1-acc=68.22%, top5-acc=91.04%, remaining_time=0:00:00.278620, arrival_time=2021-04-10 02:09:23.452987, cost_time=0:00:00.835845 2021-04-10 02:09:23,382 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.07ms, fps=11192 images/s, loss=1.2366, top1-acc=68.34%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:23.382097, cost_time=0:00:01.043639 2021-04-10 02:09:23,414 INFO : Epoch=0187 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:03:16.573520, arrival_time=2021-04-10 02:12:39.988273, cost_time=0:47:07.634462 2021-04-10 02:09:23,415 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:09:24,348 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=2.21ms, fps=2744 images/s, loss=0.3140, top1-acc=91.72%, top5-acc=99.49%, remaining_time=0:00:17.353056, arrival_time=2021-04-10 02:09:41.701601, cost_time=0:00:00.932961 2021-04-10 02:09:25,056 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=2.08ms, fps=3617 images/s, loss=0.3318, top1-acc=90.68%, top5-acc=99.34%, remaining_time=0:00:14.444848, arrival_time=2021-04-10 02:09:39.501775, cost_time=0:00:01.641465 2021-04-10 02:09:25,757 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=2.16ms, fps=3658 images/s, loss=0.3252, top1-acc=90.87%, top5-acc=99.39%, remaining_time=0:00:12.958126, arrival_time=2021-04-10 02:09:38.715579, cost_time=0:00:02.341831 2021-04-10 02:09:26,468 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.59ms, fps=3607 images/s, loss=0.3229, top1-acc=91.02%, top5-acc=99.37%, remaining_time=0:00:11.904828, arrival_time=2021-04-10 02:09:38.372860, cost_time=0:00:03.052533 2021-04-10 02:09:27,177 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.96ms, fps=3614 images/s, loss=0.3220, top1-acc=91.07%, top5-acc=99.41%, remaining_time=0:00:10.983142, arrival_time=2021-04-10 02:09:38.160079, cost_time=0:00:03.761372 2021-04-10 02:09:27,886 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.39ms, fps=3614 images/s, loss=0.3254, top1-acc=90.99%, top5-acc=99.39%, remaining_time=0:00:10.133496, arrival_time=2021-04-10 02:09:38.019657, cost_time=0:00:04.470645 2021-04-10 02:09:28,593 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.55ms, fps=3621 images/s, loss=0.3251, top1-acc=91.08%, top5-acc=99.40%, remaining_time=0:00:09.320850, arrival_time=2021-04-10 02:09:37.914727, cost_time=0:00:05.178274 2021-04-10 02:09:29,299 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.55ms, fps=3632 images/s, loss=0.3228, top1-acc=91.20%, top5-acc=99.41%, remaining_time=0:00:08.531568, arrival_time=2021-04-10 02:09:37.830900, cost_time=0:00:05.883845 2021-04-10 02:09:30,002 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.47ms, fps=3642 images/s, loss=0.3244, top1-acc=91.18%, top5-acc=99.41%, remaining_time=0:00:07.758246, arrival_time=2021-04-10 02:09:37.760975, cost_time=0:00:06.587225 2021-04-10 02:09:30,709 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.50ms, fps=3627 images/s, loss=0.3252, top1-acc=91.16%, top5-acc=99.41%, remaining_time=0:00:07.001952, arrival_time=2021-04-10 02:09:37.711171, cost_time=0:00:07.293669 2021-04-10 02:09:31,415 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.69ms, fps=3630 images/s, loss=0.3258, top1-acc=91.14%, top5-acc=99.39%, remaining_time=0:00:06.254264, arrival_time=2021-04-10 02:09:37.669430, cost_time=0:00:07.999651 2021-04-10 02:09:32,116 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=2.10ms, fps=3652 images/s, loss=0.3264, top1-acc=91.09%, top5-acc=99.39%, remaining_time=0:00:05.510760, arrival_time=2021-04-10 02:09:37.627455, cost_time=0:00:08.701165 2021-04-10 02:09:32,822 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.58ms, fps=3632 images/s, loss=0.3253, top1-acc=91.15%, top5-acc=99.40%, remaining_time=0:00:04.775628, arrival_time=2021-04-10 02:09:37.597682, cost_time=0:00:09.406538 2021-04-10 02:09:33,530 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=2.28ms, fps=3620 images/s, loss=0.3256, top1-acc=91.13%, top5-acc=99.38%, remaining_time=0:00:04.045664, arrival_time=2021-04-10 02:09:37.575520, cost_time=0:00:10.114223 2021-04-10 02:09:34,228 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.41ms, fps=3669 images/s, loss=0.3246, top1-acc=91.19%, top5-acc=99.39%, remaining_time=0:00:03.315956, arrival_time=2021-04-10 02:09:37.544383, cost_time=0:00:10.812914 2021-04-10 02:09:34,923 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=3.51ms, fps=3685 images/s, loss=0.3243, top1-acc=91.22%, top5-acc=99.40%, remaining_time=0:00:02.589372, arrival_time=2021-04-10 02:09:37.513159, cost_time=0:00:11.508266 2021-04-10 02:09:35,625 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.60ms, fps=3652 images/s, loss=0.3251, top1-acc=91.20%, top5-acc=99.40%, remaining_time=0:00:01.867398, arrival_time=2021-04-10 02:09:37.492943, cost_time=0:00:12.209925 2021-04-10 02:09:36,335 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.81ms, fps=3610 images/s, loss=0.3261, top1-acc=91.14%, top5-acc=99.40%, remaining_time=0:00:01.148432, arrival_time=2021-04-10 02:09:37.483848, cost_time=0:00:12.919881 2021-04-10 02:09:37,050 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.60ms, fps=3582 images/s, loss=0.3275, top1-acc=91.10%, top5-acc=99.38%, remaining_time=0:00:00.430584, arrival_time=2021-04-10 02:09:37.481295, cost_time=0:00:13.635196 2021-04-10 02:09:37,432 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.12ms, fps=3569 images/s, loss=0.3285, top1-acc=91.05%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:37.432389, cost_time=0:00:14.016862 2021-04-10 02:09:37,812 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.46ms, fps=6768 images/s, loss=1.2584, top1-acc=67.50%, top5-acc=91.41%, remaining_time=0:00:01.134690, arrival_time=2021-04-10 02:09:38.946931, cost_time=0:00:00.378233 2021-04-10 02:09:38,073 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.47ms, fps=9840 images/s, loss=1.2240, top1-acc=68.18%, top5-acc=91.39%, remaining_time=0:00:00.638920, arrival_time=2021-04-10 02:09:38.711958, cost_time=0:00:00.638919 2021-04-10 02:09:38,264 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.25ms, fps=13456 images/s, loss=1.2274, top1-acc=68.41%, top5-acc=91.12%, remaining_time=0:00:00.276650, arrival_time=2021-04-10 02:09:38.540601, cost_time=0:00:00.829960 2021-04-10 02:09:38,526 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=1.99ms, fps=8846 images/s, loss=1.2292, top1-acc=68.34%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:38.526925, cost_time=0:00:01.092952 2021-04-10 02:09:38,564 INFO : Epoch=0188 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:03:01.454328, arrival_time=2021-04-10 02:12:40.019146, cost_time=0:47:22.784510 2021-04-10 02:09:38,565 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:09:39,507 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.56ms, fps=2720 images/s, loss=0.3232, top1-acc=91.52%, top5-acc=99.34%, remaining_time=0:00:17.505204, arrival_time=2021-04-10 02:09:57.012333, cost_time=0:00:00.941141 2021-04-10 02:09:40,212 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=2.15ms, fps=3635 images/s, loss=0.3206, top1-acc=91.82%, top5-acc=99.30%, remaining_time=0:00:14.484448, arrival_time=2021-04-10 02:09:54.696473, cost_time=0:00:01.645966 2021-04-10 02:09:40,927 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=2.73ms, fps=3581 images/s, loss=0.3223, top1-acc=91.67%, top5-acc=99.35%, remaining_time=0:00:13.067354, arrival_time=2021-04-10 02:09:53.995045, cost_time=0:00:02.361570 2021-04-10 02:09:41,637 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.71ms, fps=3609 images/s, loss=0.3229, top1-acc=91.69%, top5-acc=99.34%, remaining_time=0:00:11.979864, arrival_time=2021-04-10 02:09:53.617621, cost_time=0:00:03.071778 2021-04-10 02:09:42,354 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.13ms, fps=3573 images/s, loss=0.3228, top1-acc=91.48%, top5-acc=99.37%, remaining_time=0:00:11.062858, arrival_time=2021-04-10 02:09:53.417629, cost_time=0:00:03.788672 2021-04-10 02:09:43,065 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=2.55ms, fps=3607 images/s, loss=0.3218, top1-acc=91.50%, top5-acc=99.38%, remaining_time=0:00:10.198096, arrival_time=2021-04-10 02:09:53.263276, cost_time=0:00:04.499164 2021-04-10 02:09:43,789 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.71ms, fps=3549 images/s, loss=0.3240, top1-acc=91.42%, top5-acc=99.36%, remaining_time=0:00:09.401238, arrival_time=2021-04-10 02:09:53.190297, cost_time=0:00:05.222931 2021-04-10 02:09:44,497 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.01ms, fps=3617 images/s, loss=0.3244, top1-acc=91.36%, top5-acc=99.34%, remaining_time=0:00:08.600936, arrival_time=2021-04-10 02:09:53.098560, cost_time=0:00:05.931643 2021-04-10 02:09:45,206 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.73ms, fps=3616 images/s, loss=0.3239, top1-acc=91.36%, top5-acc=99.34%, remaining_time=0:00:07.820574, arrival_time=2021-04-10 02:09:53.026743, cost_time=0:00:06.640120 2021-04-10 02:09:45,917 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.39ms, fps=3604 images/s, loss=0.3217, top1-acc=91.42%, top5-acc=99.35%, remaining_time=0:00:07.057248, arrival_time=2021-04-10 02:09:52.974577, cost_time=0:00:07.351278 2021-04-10 02:09:46,621 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.75ms, fps=3641 images/s, loss=0.3212, top1-acc=91.44%, top5-acc=99.35%, remaining_time=0:00:06.297608, arrival_time=2021-04-10 02:09:52.918742, cost_time=0:00:08.055107 2021-04-10 02:09:47,331 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.88ms, fps=3609 images/s, loss=0.3217, top1-acc=91.40%, top5-acc=99.35%, remaining_time=0:00:05.551116, arrival_time=2021-04-10 02:09:52.882175, cost_time=0:00:08.764944 2021-04-10 02:09:48,036 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=2.22ms, fps=3632 images/s, loss=0.3215, top1-acc=91.40%, top5-acc=99.35%, remaining_time=0:00:04.808100, arrival_time=2021-04-10 02:09:52.844671, cost_time=0:00:09.470506 2021-04-10 02:09:48,739 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.42ms, fps=3645 images/s, loss=0.3225, top1-acc=91.35%, top5-acc=99.36%, remaining_time=0:00:04.069464, arrival_time=2021-04-10 02:09:52.809032, cost_time=0:00:10.173605 2021-04-10 02:09:49,437 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.61ms, fps=3671 images/s, loss=0.3241, top1-acc=91.25%, top5-acc=99.36%, remaining_time=0:00:03.333896, arrival_time=2021-04-10 02:09:52.771418, cost_time=0:00:10.871407 2021-04-10 02:09:50,150 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.92ms, fps=3594 images/s, loss=0.3242, top1-acc=91.24%, top5-acc=99.34%, remaining_time=0:00:02.606508, arrival_time=2021-04-10 02:09:52.756997, cost_time=0:00:11.584475 2021-04-10 02:09:50,857 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.89ms, fps=3622 images/s, loss=0.3248, top1-acc=91.22%, top5-acc=99.33%, remaining_time=0:00:01.879930, arrival_time=2021-04-10 02:09:52.737793, cost_time=0:00:12.291853 2021-04-10 02:09:51,565 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.64ms, fps=3618 images/s, loss=0.3249, top1-acc=91.26%, top5-acc=99.33%, remaining_time=0:00:01.155552, arrival_time=2021-04-10 02:09:52.721470, cost_time=0:00:12.999929 2021-04-10 02:09:52,268 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.52ms, fps=3648 images/s, loss=0.3255, top1-acc=91.28%, top5-acc=99.32%, remaining_time=0:00:00.432702, arrival_time=2021-04-10 02:09:52.700997, cost_time=0:00:13.702167 2021-04-10 02:09:52,643 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.09ms, fps=3630 images/s, loss=0.3260, top1-acc=91.25%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:52.643750, cost_time=0:00:14.077792 2021-04-10 02:09:52,997 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.32ms, fps=7255 images/s, loss=1.2326, top1-acc=67.50%, top5-acc=91.29%, remaining_time=0:00:01.058550, arrival_time=2021-04-10 02:09:54.056225, cost_time=0:00:00.352850 2021-04-10 02:09:53,206 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.33ms, fps=12310 images/s, loss=1.2528, top1-acc=68.01%, top5-acc=90.70%, remaining_time=0:00:00.561140, arrival_time=2021-04-10 02:09:53.767206, cost_time=0:00:00.561147 2021-04-10 02:09:53,433 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.45ms, fps=11310 images/s, loss=1.2257, top1-acc=68.70%, top5-acc=91.07%, remaining_time=0:00:00.262760, arrival_time=2021-04-10 02:09:53.696080, cost_time=0:00:00.788294 2021-04-10 02:09:53,655 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=10473 images/s, loss=1.2372, top1-acc=68.70%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:53.655305, cost_time=0:00:01.010461 2021-04-10 02:09:53,681 INFO : Epoch=0189 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:02:46.332892, arrival_time=2021-04-10 02:12:40.014709, cost_time=0:47:37.901526 2021-04-10 02:09:53,682 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:09:54,641 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.45ms, fps=2670 images/s, loss=0.3318, top1-acc=90.82%, top5-acc=99.41%, remaining_time=0:00:17.831448, arrival_time=2021-04-10 02:10:12.472828, cost_time=0:00:00.958685 2021-04-10 02:09:55,346 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.41ms, fps=3635 images/s, loss=0.3258, top1-acc=90.94%, top5-acc=99.43%, remaining_time=0:00:14.641792, arrival_time=2021-04-10 02:10:09.988213, cost_time=0:00:01.663844 2021-04-10 02:09:56,051 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.74ms, fps=3633 images/s, loss=0.3222, top1-acc=91.07%, top5-acc=99.47%, remaining_time=0:00:13.108024, arrival_time=2021-04-10 02:10:09.159691, cost_time=0:00:02.368929 2021-04-10 02:09:56,763 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.89ms, fps=3602 images/s, loss=0.3264, top1-acc=90.84%, top5-acc=99.50%, remaining_time=0:00:12.014184, arrival_time=2021-04-10 02:10:08.777394, cost_time=0:00:03.080549 2021-04-10 02:09:57,469 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.03ms, fps=3630 images/s, loss=0.3200, top1-acc=91.23%, top5-acc=99.50%, remaining_time=0:00:11.056142, arrival_time=2021-04-10 02:10:08.525098, cost_time=0:00:03.786371 2021-04-10 02:09:58,183 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=2.19ms, fps=3584 images/s, loss=0.3215, top1-acc=91.33%, top5-acc=99.46%, remaining_time=0:00:10.202448, arrival_time=2021-04-10 02:10:08.386102, cost_time=0:00:04.501078 2021-04-10 02:09:58,888 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.40ms, fps=3637 images/s, loss=0.3232, top1-acc=91.34%, top5-acc=99.45%, remaining_time=0:00:09.369738, arrival_time=2021-04-10 02:10:08.257779, cost_time=0:00:05.205377 2021-04-10 02:09:59,580 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.40ms, fps=3702 images/s, loss=0.3248, top1-acc=91.20%, top5-acc=99.41%, remaining_time=0:00:08.551404, arrival_time=2021-04-10 02:10:08.131479, cost_time=0:00:05.897511 2021-04-10 02:10:00,287 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.45ms, fps=3621 images/s, loss=0.3237, top1-acc=91.28%, top5-acc=99.41%, remaining_time=0:00:07.779128, arrival_time=2021-04-10 02:10:08.066798, cost_time=0:00:06.604948 2021-04-10 02:10:00,993 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.82ms, fps=3632 images/s, loss=0.3242, top1-acc=91.21%, top5-acc=99.41%, remaining_time=0:00:07.018176, arrival_time=2021-04-10 02:10:08.011419, cost_time=0:00:07.310609 2021-04-10 02:10:01,696 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.93ms, fps=3643 images/s, loss=0.3240, top1-acc=91.24%, top5-acc=99.40%, remaining_time=0:00:06.265444, arrival_time=2021-04-10 02:10:07.962010, cost_time=0:00:08.013936 2021-04-10 02:10:02,402 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.61ms, fps=3629 images/s, loss=0.3243, top1-acc=91.28%, top5-acc=99.38%, remaining_time=0:00:05.522616, arrival_time=2021-04-10 02:10:07.925289, cost_time=0:00:08.719956 2021-04-10 02:10:03,113 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.46ms, fps=3606 images/s, loss=0.3217, top1-acc=91.39%, top5-acc=99.40%, remaining_time=0:00:04.787838, arrival_time=2021-04-10 02:10:07.901121, cost_time=0:00:09.430649 2021-04-10 02:10:03,815 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.04ms, fps=3648 images/s, loss=0.3226, top1-acc=91.37%, top5-acc=99.39%, remaining_time=0:00:04.053224, arrival_time=2021-04-10 02:10:07.868885, cost_time=0:00:10.133102 2021-04-10 02:10:04,512 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.44ms, fps=3678 images/s, loss=0.3225, top1-acc=91.38%, top5-acc=99.39%, remaining_time=0:00:03.321062, arrival_time=2021-04-10 02:10:07.833107, cost_time=0:00:10.829478 2021-04-10 02:10:05,219 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.52ms, fps=3620 images/s, loss=0.3220, top1-acc=91.34%, top5-acc=99.39%, remaining_time=0:00:02.595816, arrival_time=2021-04-10 02:10:07.815522, cost_time=0:00:11.537003 2021-04-10 02:10:05,921 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=2.32ms, fps=3650 images/s, loss=0.3219, top1-acc=91.35%, top5-acc=99.39%, remaining_time=0:00:01.871870, arrival_time=2021-04-10 02:10:07.793575, cost_time=0:00:12.239117 2021-04-10 02:10:06,623 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.86ms, fps=3653 images/s, loss=0.3220, top1-acc=91.31%, top5-acc=99.40%, remaining_time=0:00:01.150256, arrival_time=2021-04-10 02:10:07.773341, cost_time=0:00:12.940466 2021-04-10 02:10:07,321 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.34ms, fps=3666 images/s, loss=0.3220, top1-acc=91.30%, top5-acc=99.39%, remaining_time=0:00:00.430716, arrival_time=2021-04-10 02:10:07.752598, cost_time=0:00:13.639310 2021-04-10 02:10:07,698 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.08ms, fps=3618 images/s, loss=0.3228, top1-acc=91.30%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:07.698281, cost_time=0:00:14.015621 2021-04-10 02:10:08,053 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.22ms, fps=7237 images/s, loss=1.2019, top1-acc=68.40%, top5-acc=90.90%, remaining_time=0:00:01.061220, arrival_time=2021-04-10 02:10:09.114532, cost_time=0:00:00.353736 2021-04-10 02:10:08,248 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.23ms, fps=13149 images/s, loss=1.2280, top1-acc=68.28%, top5-acc=90.98%, remaining_time=0:00:00.548760, arrival_time=2021-04-10 02:10:08.797133, cost_time=0:00:00.548768 2021-04-10 02:10:08,490 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=2.26ms, fps=10615 images/s, loss=1.2234, top1-acc=68.29%, top5-acc=90.95%, remaining_time=0:00:00.263460, arrival_time=2021-04-10 02:10:08.753456, cost_time=0:00:00.790372 2021-04-10 02:10:08,722 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.10ms, fps=9984 images/s, loss=1.2330, top1-acc=68.50%, top5-acc=90.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:08.722855, cost_time=0:00:01.023224 2021-04-10 02:10:08,776 INFO : Epoch=0190 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:02:31.210300, arrival_time=2021-04-10 02:12:39.986417, cost_time=0:47:52.995780 2021-04-10 02:10:08,777 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:10:09,786 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.52ms, fps=2536 images/s, loss=0.3391, top1-acc=90.16%, top5-acc=99.22%, remaining_time=0:00:18.775398, arrival_time=2021-04-10 02:10:28.562203, cost_time=0:00:01.009433 2021-04-10 02:10:10,480 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.72ms, fps=3693 images/s, loss=0.3330, top1-acc=90.70%, top5-acc=99.22%, remaining_time=0:00:14.986224, arrival_time=2021-04-10 02:10:25.466577, cost_time=0:00:01.702979 2021-04-10 02:10:11,189 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=13.83ms, fps=3615 images/s, loss=0.3260, top1-acc=91.08%, top5-acc=99.23%, remaining_time=0:00:13.344408, arrival_time=2021-04-10 02:10:24.533493, cost_time=0:00:02.411651 2021-04-10 02:10:11,893 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=2.17ms, fps=3640 images/s, loss=0.3203, top1-acc=91.34%, top5-acc=99.27%, remaining_time=0:00:12.150528, arrival_time=2021-04-10 02:10:24.043500, cost_time=0:00:03.115514 2021-04-10 02:10:12,604 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=2.11ms, fps=3603 images/s, loss=0.3172, top1-acc=91.56%, top5-acc=99.31%, remaining_time=0:00:11.173818, arrival_time=2021-04-10 02:10:23.777905, cost_time=0:00:03.826640 2021-04-10 02:10:13,316 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.41ms, fps=3599 images/s, loss=0.3177, top1-acc=91.63%, top5-acc=99.35%, remaining_time=0:00:10.287448, arrival_time=2021-04-10 02:10:23.603401, cost_time=0:00:04.538590 2021-04-10 02:10:14,009 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.93ms, fps=3695 images/s, loss=0.3170, top1-acc=91.69%, top5-acc=99.37%, remaining_time=0:00:09.417114, arrival_time=2021-04-10 02:10:23.426250, cost_time=0:00:05.231749 2021-04-10 02:10:14,709 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.13ms, fps=3657 images/s, loss=0.3172, top1-acc=91.65%, top5-acc=99.41%, remaining_time=0:00:08.601748, arrival_time=2021-04-10 02:10:23.311344, cost_time=0:00:05.932216 2021-04-10 02:10:15,405 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.41ms, fps=3679 images/s, loss=0.3153, top1-acc=91.69%, top5-acc=99.40%, remaining_time=0:00:07.806900, arrival_time=2021-04-10 02:10:23.212738, cost_time=0:00:06.628461 2021-04-10 02:10:16,107 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.76ms, fps=3652 images/s, loss=0.3157, top1-acc=91.71%, top5-acc=99.39%, remaining_time=0:00:07.036704, arrival_time=2021-04-10 02:10:23.144080, cost_time=0:00:07.329924 2021-04-10 02:10:16,811 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.49ms, fps=3637 images/s, loss=0.3164, top1-acc=91.63%, top5-acc=99.40%, remaining_time=0:00:06.281440, arrival_time=2021-04-10 02:10:23.093220, cost_time=0:00:08.034389 2021-04-10 02:10:17,510 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.67ms, fps=3667 images/s, loss=0.3173, top1-acc=91.61%, top5-acc=99.39%, remaining_time=0:00:05.530824, arrival_time=2021-04-10 02:10:23.041100, cost_time=0:00:08.732903 2021-04-10 02:10:18,206 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=0.28ms, fps=3680 images/s, loss=0.3183, top1-acc=91.56%, top5-acc=99.37%, remaining_time=0:00:04.787046, arrival_time=2021-04-10 02:10:22.993446, cost_time=0:00:09.428969 2021-04-10 02:10:18,898 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.38ms, fps=3701 images/s, loss=0.3192, top1-acc=91.55%, top5-acc=99.36%, remaining_time=0:00:04.048520, arrival_time=2021-04-10 02:10:22.947162, cost_time=0:00:10.121240 2021-04-10 02:10:19,605 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.73ms, fps=3627 images/s, loss=0.3197, top1-acc=91.56%, top5-acc=99.34%, remaining_time=0:00:03.320464, arrival_time=2021-04-10 02:10:22.925563, cost_time=0:00:10.827664 2021-04-10 02:10:20,301 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.46ms, fps=3681 images/s, loss=0.3196, top1-acc=91.54%, top5-acc=99.33%, remaining_time=0:00:02.592900, arrival_time=2021-04-10 02:10:22.894228, cost_time=0:00:11.523948 2021-04-10 02:10:20,998 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.90ms, fps=3673 images/s, loss=0.3194, top1-acc=91.58%, top5-acc=99.31%, remaining_time=0:00:01.869140, arrival_time=2021-04-10 02:10:22.867892, cost_time=0:00:12.221334 2021-04-10 02:10:21,704 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.60ms, fps=3633 images/s, loss=0.3191, top1-acc=91.57%, top5-acc=99.30%, remaining_time=0:00:01.149024, arrival_time=2021-04-10 02:10:22.853004, cost_time=0:00:12.926548 2021-04-10 02:10:22,397 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.14ms, fps=3695 images/s, loss=0.3200, top1-acc=91.56%, top5-acc=99.29%, remaining_time=0:00:00.430104, arrival_time=2021-04-10 02:10:22.827479, cost_time=0:00:13.619998 2021-04-10 02:10:22,768 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.05ms, fps=3664 images/s, loss=0.3197, top1-acc=91.59%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:22.768902, cost_time=0:00:13.991547 2021-04-10 02:10:23,111 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.32ms, fps=7490 images/s, loss=1.2079, top1-acc=68.91%, top5-acc=91.45%, remaining_time=0:00:01.025370, arrival_time=2021-04-10 02:10:24.137100, cost_time=0:00:00.341789 2021-04-10 02:10:23,340 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.30ms, fps=11195 images/s, loss=1.2127, top1-acc=68.77%, top5-acc=91.11%, remaining_time=0:00:00.570800, arrival_time=2021-04-10 02:10:23.911607, cost_time=0:00:00.570808 2021-04-10 02:10:23,624 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=2.59ms, fps=9044 images/s, loss=1.2240, top1-acc=68.41%, top5-acc=90.98%, remaining_time=0:00:00.284800, arrival_time=2021-04-10 02:10:23.909295, cost_time=0:00:00.854390 2021-04-10 02:10:23,867 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.11ms, fps=9571 images/s, loss=1.2340, top1-acc=68.59%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:23.867595, cost_time=0:00:01.097631 2021-04-10 02:10:23,912 INFO : Epoch=0191 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:02:16.089981, arrival_time=2021-04-10 02:12:40.002099, cost_time=0:48:08.131794 2021-04-10 02:10:23,913 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:10:24,833 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.26ms, fps=2783 images/s, loss=0.3053, top1-acc=92.03%, top5-acc=99.34%, remaining_time=0:00:17.109210, arrival_time=2021-04-10 02:10:41.942386, cost_time=0:00:00.919850 2021-04-10 02:10:25,536 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=2.22ms, fps=3646 images/s, loss=0.3110, top1-acc=92.03%, top5-acc=99.16%, remaining_time=0:00:14.280112, arrival_time=2021-04-10 02:10:39.816273, cost_time=0:00:01.622742 2021-04-10 02:10:26,237 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.43ms, fps=3657 images/s, loss=0.3164, top1-acc=91.59%, top5-acc=99.19%, remaining_time=0:00:12.857862, arrival_time=2021-04-10 02:10:39.094835, cost_time=0:00:02.323703 2021-04-10 02:10:26,941 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.87ms, fps=3637 images/s, loss=0.3150, top1-acc=91.63%, top5-acc=99.26%, remaining_time=0:00:11.809200, arrival_time=2021-04-10 02:10:38.750602, cost_time=0:00:03.027983 2021-04-10 02:10:27,662 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=2.17ms, fps=3556 images/s, loss=0.3152, top1-acc=91.71%, top5-acc=99.27%, remaining_time=0:00:10.946204, arrival_time=2021-04-10 02:10:38.608155, cost_time=0:00:03.748684 2021-04-10 02:10:28,367 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.67ms, fps=3632 images/s, loss=0.3161, top1-acc=91.70%, top5-acc=99.30%, remaining_time=0:00:10.095688, arrival_time=2021-04-10 02:10:38.462995, cost_time=0:00:04.453952 2021-04-10 02:10:29,069 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=2.14ms, fps=3650 images/s, loss=0.3155, top1-acc=91.75%, top5-acc=99.30%, remaining_time=0:00:09.280656, arrival_time=2021-04-10 02:10:38.349888, cost_time=0:00:05.155910 2021-04-10 02:10:29,767 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.20ms, fps=3669 images/s, loss=0.3158, top1-acc=91.69%, top5-acc=99.32%, remaining_time=0:00:08.488532, arrival_time=2021-04-10 02:10:38.256043, cost_time=0:00:05.854164 2021-04-10 02:10:30,460 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.46ms, fps=3700 images/s, loss=0.3149, top1-acc=91.70%, top5-acc=99.33%, remaining_time=0:00:07.710652, arrival_time=2021-04-10 02:10:38.170758, cost_time=0:00:06.546765 2021-04-10 02:10:31,157 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.50ms, fps=3674 images/s, loss=0.3132, top1-acc=91.75%, top5-acc=99.36%, remaining_time=0:00:06.954336, arrival_time=2021-04-10 02:10:38.111741, cost_time=0:00:07.244134 2021-04-10 02:10:31,869 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.22ms, fps=3597 images/s, loss=0.3137, top1-acc=91.75%, top5-acc=99.36%, remaining_time=0:00:06.220294, arrival_time=2021-04-10 02:10:38.089890, cost_time=0:00:07.956241 2021-04-10 02:10:32,566 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.76ms, fps=3679 images/s, loss=0.3139, top1-acc=91.68%, top5-acc=99.38%, remaining_time=0:00:05.480132, arrival_time=2021-04-10 02:10:38.046291, cost_time=0:00:08.652807 2021-04-10 02:10:33,295 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=2.23ms, fps=3513 images/s, loss=0.3151, top1-acc=91.59%, top5-acc=99.39%, remaining_time=0:00:04.763220, arrival_time=2021-04-10 02:10:38.058672, cost_time=0:00:09.382118 2021-04-10 02:10:33,995 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.61ms, fps=3660 images/s, loss=0.3160, top1-acc=91.55%, top5-acc=99.40%, remaining_time=0:00:04.032840, arrival_time=2021-04-10 02:10:38.028194, cost_time=0:00:10.082087 2021-04-10 02:10:34,699 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.36ms, fps=3642 images/s, loss=0.3164, top1-acc=91.50%, top5-acc=99.40%, remaining_time=0:00:03.307538, arrival_time=2021-04-10 02:10:38.006410, cost_time=0:00:10.785439 2021-04-10 02:10:35,400 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.51ms, fps=3655 images/s, loss=0.3167, top1-acc=91.49%, top5-acc=99.39%, remaining_time=0:00:02.584512, arrival_time=2021-04-10 02:10:37.984589, cost_time=0:00:11.486744 2021-04-10 02:10:36,098 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.41ms, fps=3669 images/s, loss=0.3168, top1-acc=91.50%, top5-acc=99.39%, remaining_time=0:00:01.863602, arrival_time=2021-04-10 02:10:37.961936, cost_time=0:00:12.185067 2021-04-10 02:10:36,799 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.66ms, fps=3652 images/s, loss=0.3164, top1-acc=91.51%, top5-acc=99.40%, remaining_time=0:00:01.145456, arrival_time=2021-04-10 02:10:37.945199, cost_time=0:00:12.886423 2021-04-10 02:10:37,505 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.50ms, fps=3630 images/s, loss=0.3162, top1-acc=91.51%, top5-acc=99.40%, remaining_time=0:00:00.429228, arrival_time=2021-04-10 02:10:37.934753, cost_time=0:00:13.592196 2021-04-10 02:10:37,878 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.07ms, fps=3651 images/s, loss=0.3160, top1-acc=91.51%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:37.878550, cost_time=0:00:13.965281 2021-04-10 02:10:38,210 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.16ms, fps=7751 images/s, loss=1.2171, top1-acc=68.87%, top5-acc=91.33%, remaining_time=0:00:00.990840, arrival_time=2021-04-10 02:10:39.200785, cost_time=0:00:00.330283 2021-04-10 02:10:38,425 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.29ms, fps=11893 images/s, loss=1.2157, top1-acc=68.30%, top5-acc=91.41%, remaining_time=0:00:00.546000, arrival_time=2021-04-10 02:10:38.971673, cost_time=0:00:00.546007 2021-04-10 02:10:38,617 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=2.23ms, fps=13391 images/s, loss=1.2191, top1-acc=68.39%, top5-acc=91.11%, remaining_time=0:00:00.245880, arrival_time=2021-04-10 02:10:38.863204, cost_time=0:00:00.737651 2021-04-10 02:10:38,838 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.07ms, fps=10520 images/s, loss=1.2183, top1-acc=68.61%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:38.838284, cost_time=0:00:00.958680 2021-04-10 02:10:38,866 INFO : Epoch=0192 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:02:00.961944, arrival_time=2021-04-10 02:12:39.828868, cost_time=0:48:23.086658 2021-04-10 02:10:38,867 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:10:39,741 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.68ms, fps=2929 images/s, loss=0.3247, top1-acc=90.86%, top5-acc=99.34%, remaining_time=0:00:16.258260, arrival_time=2021-04-10 02:10:55.999939, cost_time=0:00:00.874097 2021-04-10 02:10:40,441 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.91ms, fps=3661 images/s, loss=0.3271, top1-acc=90.92%, top5-acc=99.32%, remaining_time=0:00:13.850496, arrival_time=2021-04-10 02:10:54.291951, cost_time=0:00:01.573918 2021-04-10 02:10:41,143 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.88ms, fps=3651 images/s, loss=0.3218, top1-acc=91.35%, top5-acc=99.32%, remaining_time=0:00:12.591266, arrival_time=2021-04-10 02:10:53.734484, cost_time=0:00:02.275538 2021-04-10 02:10:41,846 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.42ms, fps=3642 images/s, loss=0.3173, top1-acc=91.43%, top5-acc=99.41%, remaining_time=0:00:11.619192, arrival_time=2021-04-10 02:10:53.466035, cost_time=0:00:02.979297 2021-04-10 02:10:42,547 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.56ms, fps=3659 images/s, loss=0.3134, top1-acc=91.62%, top5-acc=99.45%, remaining_time=0:00:10.744140, arrival_time=2021-04-10 02:10:53.291191, cost_time=0:00:03.679489 2021-04-10 02:10:43,257 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.68ms, fps=3604 images/s, loss=0.3124, top1-acc=91.60%, top5-acc=99.45%, remaining_time=0:00:09.951528, arrival_time=2021-04-10 02:10:53.209412, cost_time=0:00:04.390356 2021-04-10 02:10:43,964 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.94ms, fps=3626 images/s, loss=0.3135, top1-acc=91.55%, top5-acc=99.45%, remaining_time=0:00:09.174312, arrival_time=2021-04-10 02:10:53.138696, cost_time=0:00:05.096847 2021-04-10 02:10:44,663 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.61ms, fps=3666 images/s, loss=0.3120, top1-acc=91.59%, top5-acc=99.46%, remaining_time=0:00:08.403736, arrival_time=2021-04-10 02:10:53.066992, cost_time=0:00:05.795650 2021-04-10 02:10:45,357 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.46ms, fps=3692 images/s, loss=0.3102, top1-acc=91.68%, top5-acc=99.45%, remaining_time=0:00:07.643342, arrival_time=2021-04-10 02:10:53.000526, cost_time=0:00:06.489653 2021-04-10 02:10:46,052 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=2.21ms, fps=3687 images/s, loss=0.3121, top1-acc=91.66%, top5-acc=99.40%, remaining_time=0:00:06.897024, arrival_time=2021-04-10 02:10:52.949000, cost_time=0:00:07.184396 2021-04-10 02:10:46,762 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.98ms, fps=3608 images/s, loss=0.3100, top1-acc=91.73%, top5-acc=99.42%, remaining_time=0:00:06.172134, arrival_time=2021-04-10 02:10:52.934299, cost_time=0:00:07.894591 2021-04-10 02:10:47,485 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=2.16ms, fps=3543 images/s, loss=0.3108, top1-acc=91.73%, top5-acc=99.40%, remaining_time=0:00:05.457864, arrival_time=2021-04-10 02:10:52.943106, cost_time=0:00:08.617718 2021-04-10 02:10:48,192 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=2.00ms, fps=3623 images/s, loss=0.3120, top1-acc=91.66%, top5-acc=99.39%, remaining_time=0:00:04.734114, arrival_time=2021-04-10 02:10:52.926564, cost_time=0:00:09.324741 2021-04-10 02:10:48,899 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.96ms, fps=3625 images/s, loss=0.3117, top1-acc=91.69%, top5-acc=99.41%, remaining_time=0:00:04.012736, arrival_time=2021-04-10 02:10:52.912112, cost_time=0:00:10.031849 2021-04-10 02:10:49,598 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.60ms, fps=3667 images/s, loss=0.3129, top1-acc=91.67%, top5-acc=99.39%, remaining_time=0:00:03.290656, arrival_time=2021-04-10 02:10:52.888611, cost_time=0:00:10.730337 2021-04-10 02:10:50,306 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.71ms, fps=3618 images/s, loss=0.3125, top1-acc=91.70%, top5-acc=99.38%, remaining_time=0:00:02.573676, arrival_time=2021-04-10 02:10:52.879815, cost_time=0:00:11.438556 2021-04-10 02:10:51,009 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=2.14ms, fps=3643 images/s, loss=0.3133, top1-acc=91.63%, top5-acc=99.38%, remaining_time=0:00:01.856972, arrival_time=2021-04-10 02:10:52.866433, cost_time=0:00:12.141778 2021-04-10 02:10:51,709 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.44ms, fps=3661 images/s, loss=0.3141, top1-acc=91.60%, top5-acc=99.38%, remaining_time=0:00:01.141504, arrival_time=2021-04-10 02:10:52.850965, cost_time=0:00:12.841919 2021-04-10 02:10:52,403 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.59ms, fps=3689 images/s, loss=0.3145, top1-acc=91.59%, top5-acc=99.39%, remaining_time=0:00:00.427464, arrival_time=2021-04-10 02:10:52.831263, cost_time=0:00:13.536275 2021-04-10 02:10:52,777 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.21ms, fps=3644 images/s, loss=0.3148, top1-acc=91.56%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:52.777521, cost_time=0:00:13.909931 2021-04-10 02:10:53,078 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=8.01ms, fps=8535 images/s, loss=1.2466, top1-acc=68.01%, top5-acc=91.09%, remaining_time=0:00:00.899820, arrival_time=2021-04-10 02:10:53.978447, cost_time=0:00:00.299936 2021-04-10 02:10:53,334 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.29ms, fps=10023 images/s, loss=1.2306, top1-acc=68.38%, top5-acc=90.86%, remaining_time=0:00:00.555720, arrival_time=2021-04-10 02:10:53.890148, cost_time=0:00:00.555711 2021-04-10 02:10:53,578 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=24.19ms, fps=10511 images/s, loss=1.2068, top1-acc=68.80%, top5-acc=91.12%, remaining_time=0:00:00.266580, arrival_time=2021-04-10 02:10:53.844993, cost_time=0:00:00.799733 2021-04-10 02:10:53,785 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.07ms, fps=11243 images/s, loss=1.2237, top1-acc=68.62%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:53.785082, cost_time=0:00:01.006416 2021-04-10 02:10:53,812 INFO : Epoch=0193 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:01:45.835373, arrival_time=2021-04-10 02:12:39.648113, cost_time=0:48:38.032467 2021-04-10 02:10:53,813 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 02:10:54,709 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=2.09ms, fps=2856 images/s, loss=0.3170, top1-acc=91.41%, top5-acc=99.26%, remaining_time=0:00:16.670808, arrival_time=2021-04-10 02:11:11.380600, cost_time=0:00:00.896282 2021-04-10 02:10:55,413 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.49ms, fps=3642 images/s, loss=0.3160, top1-acc=91.54%, top5-acc=99.22%, remaining_time=0:00:14.079472, arrival_time=2021-04-10 02:11:09.492796, cost_time=0:00:01.599936 2021-04-10 02:10:56,113 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.12ms, fps=3660 images/s, loss=0.3155, top1-acc=91.41%, top5-acc=99.35%, remaining_time=0:00:12.725726, arrival_time=2021-04-10 02:11:08.839084, cost_time=0:00:02.299842 2021-04-10 02:10:56,806 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.38ms, fps=3695 images/s, loss=0.3173, top1-acc=91.39%, top5-acc=99.28%, remaining_time=0:00:11.674728, arrival_time=2021-04-10 02:11:08.481644, cost_time=0:00:02.993521 2021-04-10 02:10:57,500 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=2.01ms, fps=3693 images/s, loss=0.3180, top1-acc=91.29%, top5-acc=99.31%, remaining_time=0:00:10.766332, arrival_time=2021-04-10 02:11:08.266999, cost_time=0:00:03.687125 2021-04-10 02:10:58,208 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.58ms, fps=3619 images/s, loss=0.3183, top1-acc=91.15%, top5-acc=99.36%, remaining_time=0:00:09.963088, arrival_time=2021-04-10 02:11:08.171993, cost_time=0:00:04.395453 2021-04-10 02:10:58,913 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.91ms, fps=3634 images/s, loss=0.3153, top1-acc=91.21%, top5-acc=99.39%, remaining_time=0:00:09.180990, arrival_time=2021-04-10 02:11:08.094903, cost_time=0:00:05.100537 2021-04-10 02:10:59,616 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.65ms, fps=3646 images/s, loss=0.3157, top1-acc=91.31%, top5-acc=99.36%, remaining_time=0:00:08.414408, arrival_time=2021-04-10 02:11:08.030894, cost_time=0:00:05.803014 2021-04-10 02:11:00,327 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.64ms, fps=3603 images/s, loss=0.3146, top1-acc=91.26%, top5-acc=99.40%, remaining_time=0:00:07.672280, arrival_time=2021-04-10 02:11:07.999971, cost_time=0:00:06.514240 2021-04-10 02:11:01,024 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.40ms, fps=3676 images/s, loss=0.3137, top1-acc=91.33%, top5-acc=99.42%, remaining_time=0:00:06.922752, arrival_time=2021-04-10 02:11:07.947383, cost_time=0:00:07.211200 2021-04-10 02:11:01,728 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.82ms, fps=3639 images/s, loss=0.3128, top1-acc=91.46%, top5-acc=99.44%, remaining_time=0:00:06.188216, arrival_time=2021-04-10 02:11:07.916951, cost_time=0:00:07.915181 2021-04-10 02:11:02,429 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=2.29ms, fps=3656 images/s, loss=0.3116, top1-acc=91.51%, top5-acc=99.46%, remaining_time=0:00:05.457028, arrival_time=2021-04-10 02:11:07.886817, cost_time=0:00:08.616360 2021-04-10 02:11:03,127 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.49ms, fps=3671 images/s, loss=0.3120, top1-acc=91.54%, top5-acc=99.44%, remaining_time=0:00:04.728768, arrival_time=2021-04-10 02:11:07.856394, cost_time=0:00:09.314243 2021-04-10 02:11:03,830 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.91ms, fps=3645 images/s, loss=0.3132, top1-acc=91.46%, top5-acc=99.44%, remaining_time=0:00:04.006800, arrival_time=2021-04-10 02:11:07.837260, cost_time=0:00:10.016987 2021-04-10 02:11:04,530 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.73ms, fps=3658 images/s, loss=0.3127, top1-acc=91.49%, top5-acc=99.45%, remaining_time=0:00:03.286654, arrival_time=2021-04-10 02:11:07.817471, cost_time=0:00:10.717408 2021-04-10 02:11:05,235 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.33ms, fps=3636 images/s, loss=0.3138, top1-acc=91.45%, top5-acc=99.44%, remaining_time=0:00:02.569932, arrival_time=2021-04-10 02:11:07.805209, cost_time=0:00:11.421893 2021-04-10 02:11:05,936 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.57ms, fps=3653 images/s, loss=0.3144, top1-acc=91.47%, top5-acc=99.42%, remaining_time=0:00:01.854112, arrival_time=2021-04-10 02:11:07.790536, cost_time=0:00:12.123047 2021-04-10 02:11:06,631 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=2.80ms, fps=3686 images/s, loss=0.3141, top1-acc=91.51%, top5-acc=99.42%, remaining_time=0:00:01.139376, arrival_time=2021-04-10 02:11:07.770837, cost_time=0:00:12.818011 2021-04-10 02:11:07,332 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.22ms, fps=3655 images/s, loss=0.3141, top1-acc=91.49%, top5-acc=99.42%, remaining_time=0:00:00.426918, arrival_time=2021-04-10 02:11:07.759407, cost_time=0:00:13.519084 2021-04-10 02:11:07,713 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.27ms, fps=3576 images/s, loss=0.3139, top1-acc=91.51%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:07.713198, cost_time=0:00:13.899839 2021-04-10 02:11:08,010 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.30ms, fps=8639 images/s, loss=1.2652, top1-acc=68.05%, top5-acc=91.33%, remaining_time=0:00:00.888930, arrival_time=2021-04-10 02:11:08.899454, cost_time=0:00:00.296308 2021-04-10 02:11:08,246 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.26ms, fps=10851 images/s, loss=1.2047, top1-acc=68.95%, top5-acc=91.23%, remaining_time=0:00:00.532640, arrival_time=2021-04-10 02:11:08.779495, cost_time=0:00:00.532646 2021-04-10 02:11:08,455 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=0.17ms, fps=12313 images/s, loss=1.2191, top1-acc=68.58%, top5-acc=91.15%, remaining_time=0:00:00.246970, arrival_time=2021-04-10 02:11:08.702117, cost_time=0:00:00.740911 2021-04-10 02:11:08,614 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.06ms, fps=14577 images/s, loss=1.2275, top1-acc=68.63%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:08.614740, cost_time=0:00:00.900563 2021-04-10 02:11:08,641 INFO : Epoch=0194 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:01:30.707040, arrival_time=2021-04-10 02:12:39.348288, cost_time=0:48:52.860974 2021-04-10 02:11:08,641 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 02:11:09,585 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.43ms, fps=2714 images/s, loss=0.3107, top1-acc=91.87%, top5-acc=99.37%, remaining_time=0:00:17.543334, arrival_time=2021-04-10 02:11:27.128510, cost_time=0:00:00.943187 2021-04-10 02:11:10,308 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=2.20ms, fps=3544 images/s, loss=0.3174, top1-acc=91.31%, top5-acc=99.30%, remaining_time=0:00:14.663440, arrival_time=2021-04-10 02:11:24.971656, cost_time=0:00:01.666293 2021-04-10 02:11:10,999 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.61ms, fps=3706 images/s, loss=0.3180, top1-acc=91.55%, top5-acc=99.36%, remaining_time=0:00:13.045276, arrival_time=2021-04-10 02:11:24.044884, cost_time=0:00:02.357593 2021-04-10 02:11:11,701 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.72ms, fps=3653 images/s, loss=0.3148, top1-acc=91.62%, top5-acc=99.37%, remaining_time=0:00:11.930880, arrival_time=2021-04-10 02:11:23.632059, cost_time=0:00:03.059196 2021-04-10 02:11:12,427 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.57ms, fps=3529 images/s, loss=0.3114, top1-acc=91.76%, top5-acc=99.36%, remaining_time=0:00:11.053076, arrival_time=2021-04-10 02:11:23.480431, cost_time=0:00:03.785310 2021-04-10 02:11:13,129 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.64ms, fps=3651 images/s, loss=0.3100, top1-acc=91.80%, top5-acc=99.39%, remaining_time=0:00:10.171440, arrival_time=2021-04-10 02:11:23.300800, cost_time=0:00:04.487418 2021-04-10 02:11:13,843 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.99ms, fps=3590 images/s, loss=0.3088, top1-acc=91.87%, top5-acc=99.44%, remaining_time=0:00:09.361926, arrival_time=2021-04-10 02:11:23.204971, cost_time=0:00:05.201041 2021-04-10 02:11:14,552 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.94ms, fps=3613 images/s, loss=0.3079, top1-acc=91.88%, top5-acc=99.46%, remaining_time=0:00:08.570080, arrival_time=2021-04-10 02:11:23.122398, cost_time=0:00:05.910368 2021-04-10 02:11:15,254 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.93ms, fps=3651 images/s, loss=0.3104, top1-acc=91.82%, top5-acc=99.44%, remaining_time=0:00:07.787714, arrival_time=2021-04-10 02:11:23.041957, cost_time=0:00:06.612168 2021-04-10 02:11:15,953 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=2.01ms, fps=3664 images/s, loss=0.3092, top1-acc=91.87%, top5-acc=99.45%, remaining_time=0:00:07.019328, arrival_time=2021-04-10 02:11:22.973039, cost_time=0:00:07.311769 2021-04-10 02:11:16,654 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.91ms, fps=3656 images/s, loss=0.3105, top1-acc=91.84%, top5-acc=99.45%, remaining_time=0:00:06.264326, arrival_time=2021-04-10 02:11:22.918883, cost_time=0:00:08.012496 2021-04-10 02:11:17,363 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.78ms, fps=3615 images/s, loss=0.3096, top1-acc=91.89%, top5-acc=99.46%, remaining_time=0:00:05.523604, arrival_time=2021-04-10 02:11:22.887050, cost_time=0:00:08.721523 2021-04-10 02:11:18,071 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=2.43ms, fps=3620 images/s, loss=0.3089, top1-acc=91.89%, top5-acc=99.45%, remaining_time=0:00:04.787112, arrival_time=2021-04-10 02:11:22.858259, cost_time=0:00:09.429196 2021-04-10 02:11:18,789 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.90ms, fps=3568 images/s, loss=0.3095, top1-acc=91.86%, top5-acc=99.45%, remaining_time=0:00:04.058936, arrival_time=2021-04-10 02:11:22.848352, cost_time=0:00:10.147347 2021-04-10 02:11:19,486 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.96ms, fps=3677 images/s, loss=0.3089, top1-acc=91.88%, top5-acc=99.45%, remaining_time=0:00:03.325616, arrival_time=2021-04-10 02:11:22.811964, cost_time=0:00:10.844430 2021-04-10 02:11:20,188 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.90ms, fps=3646 images/s, loss=0.3081, top1-acc=91.92%, top5-acc=99.44%, remaining_time=0:00:02.598048, arrival_time=2021-04-10 02:11:22.786942, cost_time=0:00:11.546945 2021-04-10 02:11:20,891 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.98ms, fps=3647 images/s, loss=0.3087, top1-acc=91.88%, top5-acc=99.44%, remaining_time=0:00:01.873430, arrival_time=2021-04-10 02:11:22.764741, cost_time=0:00:12.249408 2021-04-10 02:11:21,591 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.54ms, fps=3660 images/s, loss=0.3087, top1-acc=91.90%, top5-acc=99.44%, remaining_time=0:00:01.151056, arrival_time=2021-04-10 02:11:22.742436, cost_time=0:00:12.949395 2021-04-10 02:11:22,289 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.66ms, fps=3672 images/s, loss=0.3094, top1-acc=91.88%, top5-acc=99.42%, remaining_time=0:00:00.430968, arrival_time=2021-04-10 02:11:22.720128, cost_time=0:00:13.647293 2021-04-10 02:11:22,662 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.09ms, fps=3642 images/s, loss=0.3101, top1-acc=91.90%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:22.662892, cost_time=0:00:14.021013 2021-04-10 02:11:23,001 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.27ms, fps=7578 images/s, loss=1.2108, top1-acc=68.87%, top5-acc=91.37%, remaining_time=0:00:01.013460, arrival_time=2021-04-10 02:11:24.015132, cost_time=0:00:00.337820 2021-04-10 02:11:23,168 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.95ms, fps=15427 images/s, loss=1.1738, top1-acc=69.39%, top5-acc=91.56%, remaining_time=0:00:00.504120, arrival_time=2021-04-10 02:11:23.672081, cost_time=0:00:00.504110 2021-04-10 02:11:23,386 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=31.53ms, fps=11728 images/s, loss=1.2209, top1-acc=68.54%, top5-acc=91.04%, remaining_time=0:00:00.240910, arrival_time=2021-04-10 02:11:23.627511, cost_time=0:00:00.722739 2021-04-10 02:11:23,547 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.11ms, fps=14422 images/s, loss=1.2199, top1-acc=68.57%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:23.547856, cost_time=0:00:00.883997 2021-04-10 02:11:23,574 INFO : Epoch=0195 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:01:15.584470, arrival_time=2021-04-10 02:12:39.159103, cost_time=0:49:07.794374 2021-04-10 02:11:23,575 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 02:11:24,480 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.41ms, fps=2829 images/s, loss=0.3067, top1-acc=92.07%, top5-acc=99.14%, remaining_time=0:00:16.828722, arrival_time=2021-04-10 02:11:41.308858, cost_time=0:00:00.904770 2021-04-10 02:11:25,194 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=2.00ms, fps=3605 images/s, loss=0.3098, top1-acc=91.84%, top5-acc=99.28%, remaining_time=0:00:14.247728, arrival_time=2021-04-10 02:11:39.442155, cost_time=0:00:01.619060 2021-04-10 02:11:25,899 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.64ms, fps=3635 images/s, loss=0.3090, top1-acc=91.73%, top5-acc=99.36%, remaining_time=0:00:12.860352, arrival_time=2021-04-10 02:11:38.759728, cost_time=0:00:02.324153 2021-04-10 02:11:26,615 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=3.13ms, fps=3578 images/s, loss=0.3108, top1-acc=91.57%, top5-acc=99.37%, remaining_time=0:00:11.856468, arrival_time=2021-04-10 02:11:38.472056, cost_time=0:00:03.040139 2021-04-10 02:11:27,320 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.58ms, fps=3638 images/s, loss=0.3125, top1-acc=91.41%, top5-acc=99.36%, remaining_time=0:00:10.935108, arrival_time=2021-04-10 02:11:38.255258, cost_time=0:00:03.744898 2021-04-10 02:11:28,041 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=3.19ms, fps=3552 images/s, loss=0.3110, top1-acc=91.51%, top5-acc=99.38%, remaining_time=0:00:10.123568, arrival_time=2021-04-10 02:11:38.165160, cost_time=0:00:04.466282 2021-04-10 02:11:28,741 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.92ms, fps=3661 images/s, loss=0.3128, top1-acc=91.37%, top5-acc=99.37%, remaining_time=0:00:09.299430, arrival_time=2021-04-10 02:11:38.041003, cost_time=0:00:05.166317 2021-04-10 02:11:29,446 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.95ms, fps=3638 images/s, loss=0.3150, top1-acc=91.32%, top5-acc=99.36%, remaining_time=0:00:08.512428, arrival_time=2021-04-10 02:11:37.958416, cost_time=0:00:05.870665 2021-04-10 02:11:30,143 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.55ms, fps=3674 images/s, loss=0.3156, top1-acc=91.33%, top5-acc=99.37%, remaining_time=0:00:07.735986, arrival_time=2021-04-10 02:11:37.879451, cost_time=0:00:06.568262 2021-04-10 02:11:30,845 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.42ms, fps=3653 images/s, loss=0.3149, top1-acc=91.42%, top5-acc=99.38%, remaining_time=0:00:06.978624, arrival_time=2021-04-10 02:11:37.823527, cost_time=0:00:07.269402 2021-04-10 02:11:31,544 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.43ms, fps=3665 images/s, loss=0.3142, top1-acc=91.47%, top5-acc=99.39%, remaining_time=0:00:06.230356, arrival_time=2021-04-10 02:11:37.774682, cost_time=0:00:07.969114 2021-04-10 02:11:32,243 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.58ms, fps=3666 images/s, loss=0.3127, top1-acc=91.52%, top5-acc=99.40%, remaining_time=0:00:05.489632, arrival_time=2021-04-10 02:11:37.732735, cost_time=0:00:08.667893 2021-04-10 02:11:32,953 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=2.63ms, fps=3607 images/s, loss=0.3125, top1-acc=91.55%, top5-acc=99.40%, remaining_time=0:00:04.761174, arrival_time=2021-04-10 02:11:37.714517, cost_time=0:00:09.378046 2021-04-10 02:11:33,655 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.96ms, fps=3649 images/s, loss=0.3124, top1-acc=91.53%, top5-acc=99.40%, remaining_time=0:00:04.032112, arrival_time=2021-04-10 02:11:37.687581, cost_time=0:00:10.080258 2021-04-10 02:11:34,343 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.58ms, fps=3721 images/s, loss=0.3114, top1-acc=91.56%, top5-acc=99.41%, remaining_time=0:00:03.302386, arrival_time=2021-04-10 02:11:37.646281, cost_time=0:00:10.768700 2021-04-10 02:11:35,035 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.47ms, fps=3704 images/s, loss=0.3106, top1-acc=91.61%, top5-acc=99.42%, remaining_time=0:00:02.578572, arrival_time=2021-04-10 02:11:37.614120, cost_time=0:00:11.460349 2021-04-10 02:11:35,746 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.18ms, fps=3606 images/s, loss=0.3111, top1-acc=91.60%, top5-acc=99.40%, remaining_time=0:00:01.861418, arrival_time=2021-04-10 02:11:37.607464, cost_time=0:00:12.170757 2021-04-10 02:11:36,450 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=2.12ms, fps=3637 images/s, loss=0.3101, top1-acc=91.61%, top5-acc=99.42%, remaining_time=0:00:01.144464, arrival_time=2021-04-10 02:11:37.594956, cost_time=0:00:12.875235 2021-04-10 02:11:37,150 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.26ms, fps=3659 images/s, loss=0.3101, top1-acc=91.61%, top5-acc=99.43%, remaining_time=0:00:00.428700, arrival_time=2021-04-10 02:11:37.579354, cost_time=0:00:13.575458 2021-04-10 02:11:37,525 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.07ms, fps=3635 images/s, loss=0.3105, top1-acc=91.59%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:37.525195, cost_time=0:00:13.950019 2021-04-10 02:11:37,856 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.43ms, fps=7758 images/s, loss=1.1776, top1-acc=69.37%, top5-acc=91.05%, remaining_time=0:00:00.989940, arrival_time=2021-04-10 02:11:38.846094, cost_time=0:00:00.329985 2021-04-10 02:11:38,077 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.79ms, fps=11587 images/s, loss=1.1808, top1-acc=69.37%, top5-acc=91.33%, remaining_time=0:00:00.551380, arrival_time=2021-04-10 02:11:38.629035, cost_time=0:00:00.551372 2021-04-10 02:11:38,287 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=0.30ms, fps=12256 images/s, loss=1.1942, top1-acc=68.98%, top5-acc=91.28%, remaining_time=0:00:00.253670, arrival_time=2021-04-10 02:11:38.540885, cost_time=0:00:00.761017 2021-04-10 02:11:38,500 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.10ms, fps=10937 images/s, loss=1.2241, top1-acc=68.74%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:38.499836, cost_time=0:00:00.973665 2021-04-10 02:11:38,531 INFO : Epoch=0196 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:01:00.464316, arrival_time=2021-04-10 02:12:38.996080, cost_time=0:49:22.751475 2021-04-10 02:11:38,532 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 02:11:39,449 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.29ms, fps=2794 images/s, loss=0.3110, top1-acc=91.80%, top5-acc=99.65%, remaining_time=0:00:17.041692, arrival_time=2021-04-10 02:11:56.490721, cost_time=0:00:00.916217 2021-04-10 02:11:40,154 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.82ms, fps=3635 images/s, loss=0.3076, top1-acc=91.86%, top5-acc=99.53%, remaining_time=0:00:14.270784, arrival_time=2021-04-10 02:11:54.425030, cost_time=0:00:01.621674 2021-04-10 02:11:40,857 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=2.05ms, fps=3646 images/s, loss=0.3058, top1-acc=91.85%, top5-acc=99.51%, remaining_time=0:00:12.861680, arrival_time=2021-04-10 02:11:53.718661, cost_time=0:00:02.324392 2021-04-10 02:11:41,552 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.53ms, fps=3683 images/s, loss=0.3088, top1-acc=91.92%, top5-acc=99.43%, remaining_time=0:00:11.778156, arrival_time=2021-04-10 02:11:53.330746, cost_time=0:00:03.020035 2021-04-10 02:11:42,255 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.13ms, fps=3645 images/s, loss=0.3113, top1-acc=91.84%, top5-acc=99.38%, remaining_time=0:00:10.871014, arrival_time=2021-04-10 02:11:53.126575, cost_time=0:00:03.722928 2021-04-10 02:11:42,976 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.92ms, fps=3552 images/s, loss=0.3129, top1-acc=91.76%, top5-acc=99.37%, remaining_time=0:00:10.073928, arrival_time=2021-04-10 02:11:53.050828, cost_time=0:00:04.444371 2021-04-10 02:11:43,679 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.53ms, fps=3648 images/s, loss=0.3100, top1-acc=91.81%, top5-acc=99.41%, remaining_time=0:00:09.263646, arrival_time=2021-04-10 02:11:52.942694, cost_time=0:00:05.146484 2021-04-10 02:11:44,380 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.48ms, fps=3652 images/s, loss=0.3101, top1-acc=91.78%, top5-acc=99.39%, remaining_time=0:00:08.479832, arrival_time=2021-04-10 02:11:52.860602, cost_time=0:00:05.848130 2021-04-10 02:11:45,080 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.52ms, fps=3665 images/s, loss=0.3099, top1-acc=91.79%, top5-acc=99.37%, remaining_time=0:00:07.711500, arrival_time=2021-04-10 02:11:52.791498, cost_time=0:00:06.547478 2021-04-10 02:11:45,772 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.46ms, fps=3698 images/s, loss=0.3079, top1-acc=91.87%, top5-acc=99.40%, remaining_time=0:00:06.950496, arrival_time=2021-04-10 02:11:52.723140, cost_time=0:00:07.240121 2021-04-10 02:11:46,473 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.35ms, fps=3657 images/s, loss=0.3087, top1-acc=91.80%, top5-acc=99.40%, remaining_time=0:00:06.208082, arrival_time=2021-04-10 02:11:52.681272, cost_time=0:00:07.940600 2021-04-10 02:11:47,175 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.78ms, fps=3648 images/s, loss=0.3103, top1-acc=91.75%, top5-acc=99.40%, remaining_time=0:00:05.473900, arrival_time=2021-04-10 02:11:52.649334, cost_time=0:00:08.642949 2021-04-10 02:11:47,864 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.44ms, fps=3716 images/s, loss=0.3098, top1-acc=91.81%, top5-acc=99.40%, remaining_time=0:00:04.737942, arrival_time=2021-04-10 02:11:52.602703, cost_time=0:00:09.332257 2021-04-10 02:11:48,564 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.72ms, fps=3664 images/s, loss=0.3100, top1-acc=91.80%, top5-acc=99.39%, remaining_time=0:00:04.012568, arrival_time=2021-04-10 02:11:52.576640, cost_time=0:00:10.031406 2021-04-10 02:11:49,265 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.60ms, fps=3656 images/s, loss=0.3101, top1-acc=91.78%, top5-acc=99.40%, remaining_time=0:00:03.291300, arrival_time=2021-04-10 02:11:52.556388, cost_time=0:00:10.732563 2021-04-10 02:11:49,967 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=2.29ms, fps=3646 images/s, loss=0.3100, top1-acc=91.79%, top5-acc=99.40%, remaining_time=0:00:02.572956, arrival_time=2021-04-10 02:11:52.540797, cost_time=0:00:11.435281 2021-04-10 02:11:50,700 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.40ms, fps=3498 images/s, loss=0.3101, top1-acc=91.80%, top5-acc=99.40%, remaining_time=0:00:01.860950, arrival_time=2021-04-10 02:11:52.561197, cost_time=0:00:12.167742 2021-04-10 02:11:51,400 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.92ms, fps=3657 images/s, loss=0.3094, top1-acc=91.83%, top5-acc=99.41%, remaining_time=0:00:01.143840, arrival_time=2021-04-10 02:11:52.544633, cost_time=0:00:12.868192 2021-04-10 02:11:52,101 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.41ms, fps=3657 images/s, loss=0.3101, top1-acc=91.82%, top5-acc=99.39%, remaining_time=0:00:00.428490, arrival_time=2021-04-10 02:11:52.529825, cost_time=0:00:13.568819 2021-04-10 02:11:52,478 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.09ms, fps=3606 images/s, loss=0.3092, top1-acc=91.86%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:52.478878, cost_time=0:00:13.946386 2021-04-10 02:11:52,821 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.31ms, fps=7501 images/s, loss=1.2058, top1-acc=68.44%, top5-acc=90.55%, remaining_time=0:00:01.023840, arrival_time=2021-04-10 02:11:53.845014, cost_time=0:00:00.341277 2021-04-10 02:11:53,039 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.21ms, fps=11748 images/s, loss=1.2066, top1-acc=68.36%, top5-acc=91.13%, remaining_time=0:00:00.559660, arrival_time=2021-04-10 02:11:53.599178, cost_time=0:00:00.559664 2021-04-10 02:11:53,268 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=0.19ms, fps=11176 images/s, loss=1.2148, top1-acc=68.28%, top5-acc=91.09%, remaining_time=0:00:00.263030, arrival_time=2021-04-10 02:11:53.531961, cost_time=0:00:00.789084 2021-04-10 02:11:53,494 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=10292 images/s, loss=1.2168, top1-acc=68.44%, top5-acc=90.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:53.494712, cost_time=0:00:01.014877 2021-04-10 02:11:53,522 INFO : Epoch=0197 complete, best val top1-acc=68.75%, top5-acc=91.08% (epoch=186), remaining_time=0:00:45.346323, arrival_time=2021-04-10 02:12:38.868430, cost_time=0:49:37.741833 2021-04-10 02:11:53,522 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 02:11:54,382 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=2.60ms, fps=2976 images/s, loss=0.2979, top1-acc=91.76%, top5-acc=99.61%, remaining_time=0:00:15.997302, arrival_time=2021-04-10 02:12:10.380178, cost_time=0:00:00.860072 2021-04-10 02:11:55,091 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.64ms, fps=3614 images/s, loss=0.2974, top1-acc=91.99%, top5-acc=99.55%, remaining_time=0:00:13.805440, arrival_time=2021-04-10 02:12:08.897158, cost_time=0:00:01.568797 2021-04-10 02:11:55,799 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.95ms, fps=3623 images/s, loss=0.3042, top1-acc=91.82%, top5-acc=99.53%, remaining_time=0:00:12.594918, arrival_time=2021-04-10 02:12:08.393903, cost_time=0:00:02.276188 2021-04-10 02:11:56,504 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.50ms, fps=3629 images/s, loss=0.3095, top1-acc=91.75%, top5-acc=99.51%, remaining_time=0:00:11.629800, arrival_time=2021-04-10 02:12:08.134651, cost_time=0:00:02.982013 2021-04-10 02:11:57,205 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.58ms, fps=3659 images/s, loss=0.3076, top1-acc=91.92%, top5-acc=99.54%, remaining_time=0:00:10.752316, arrival_time=2021-04-10 02:12:07.957422, cost_time=0:00:03.682278 2021-04-10 02:11:57,909 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.72ms, fps=3637 images/s, loss=0.3078, top1-acc=91.92%, top5-acc=99.53%, remaining_time=0:00:09.943096, arrival_time=2021-04-10 02:12:07.852575, cost_time=0:00:04.386653 2021-04-10 02:11:58,617 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=2.99ms, fps=3619 images/s, loss=0.3068, top1-acc=91.91%, top5-acc=99.55%, remaining_time=0:00:09.170154, arrival_time=2021-04-10 02:12:07.787595, cost_time=0:00:05.094526 2021-04-10 02:11:59,316 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.44ms, fps=3664 images/s, loss=0.3064, top1-acc=91.87%, top5-acc=99.52%, remaining_time=0:00:08.401416, arrival_time=2021-04-10 02:12:07.718249, cost_time=0:00:05.794051 2021-04-10 02:12:00,015 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.03ms, fps=3667 images/s, loss=0.3056, top1-acc=91.94%, top5-acc=99.52%, remaining_time=0:00:07.646628, arrival_time=2021-04-10 02:12:07.662192, cost_time=0:00:06.492405 2021-04-10 02:12:00,720 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.44ms, fps=3637 images/s, loss=0.3050, top1-acc=91.94%, top5-acc=99.53%, remaining_time=0:00:06.909792, arrival_time=2021-04-10 02:12:07.630224, cost_time=0:00:07.197653 2021-04-10 02:12:01,415 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.39ms, fps=3688 images/s, loss=0.3053, top1-acc=91.95%, top5-acc=99.53%, remaining_time=0:00:06.170328, arrival_time=2021-04-10 02:12:07.585438, cost_time=0:00:07.892276 2021-04-10 02:12:02,108 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.42ms, fps=3693 images/s, loss=0.3074, top1-acc=91.87%, top5-acc=99.50%, remaining_time=0:00:05.437800, arrival_time=2021-04-10 02:12:07.546634, cost_time=0:00:08.586052 2021-04-10 02:12:02,806 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.77ms, fps=3673 images/s, loss=0.3068, top1-acc=91.87%, top5-acc=99.49%, remaining_time=0:00:04.713192, arrival_time=2021-04-10 02:12:07.519524, cost_time=0:00:09.283501 2021-04-10 02:12:03,515 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.96ms, fps=3613 images/s, loss=0.3087, top1-acc=91.77%, top5-acc=99.50%, remaining_time=0:00:03.997000, arrival_time=2021-04-10 02:12:07.512511, cost_time=0:00:09.992566 2021-04-10 02:12:04,217 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.57ms, fps=3650 images/s, loss=0.3091, top1-acc=91.77%, top5-acc=99.49%, remaining_time=0:00:03.279754, arrival_time=2021-04-10 02:12:07.497478, cost_time=0:00:10.694885 2021-04-10 02:12:04,925 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.61ms, fps=3622 images/s, loss=0.3092, top1-acc=91.75%, top5-acc=99.48%, remaining_time=0:00:02.565540, arrival_time=2021-04-10 02:12:07.490657, cost_time=0:00:11.402337 2021-04-10 02:12:05,624 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.55ms, fps=3665 images/s, loss=0.3095, top1-acc=91.76%, top5-acc=99.46%, remaining_time=0:00:01.850784, arrival_time=2021-04-10 02:12:07.474922, cost_time=0:00:12.101283 2021-04-10 02:12:06,336 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.93ms, fps=3623 images/s, loss=0.3082, top1-acc=91.82%, top5-acc=99.48%, remaining_time=0:00:01.138976, arrival_time=2021-04-10 02:12:07.475285, cost_time=0:00:12.813512 2021-04-10 02:12:07,036 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.62ms, fps=3658 images/s, loss=0.3085, top1-acc=91.81%, top5-acc=99.48%, remaining_time=0:00:00.426750, arrival_time=2021-04-10 02:12:07.463404, cost_time=0:00:13.513772 2021-04-10 02:12:07,417 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.74ms, fps=3574 images/s, loss=0.3080, top1-acc=91.82%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:07.417815, cost_time=0:00:13.894990 2021-04-10 02:12:07,725 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=28.60ms, fps=8373 images/s, loss=1.2725, top1-acc=69.14%, top5-acc=90.51%, remaining_time=0:00:00.917190, arrival_time=2021-04-10 02:12:08.642342, cost_time=0:00:00.305731 2021-04-10 02:12:07,953 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.26ms, fps=11219 images/s, loss=1.2580, top1-acc=68.85%, top5-acc=90.74%, remaining_time=0:00:00.534400, arrival_time=2021-04-10 02:12:08.488192, cost_time=0:00:00.534390 2021-04-10 02:12:08,201 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=4.91ms, fps=10349 images/s, loss=1.2396, top1-acc=68.88%, top5-acc=90.77%, remaining_time=0:00:00.260730, arrival_time=2021-04-10 02:12:08.462373, cost_time=0:00:00.782192 2021-04-10 02:12:08,406 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=11336 images/s, loss=1.2342, top1-acc=68.83%, top5-acc=91.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:08.406872, cost_time=0:00:00.987429 2021-04-10 02:12:08,457 INFO : Epoch=0198 complete, best val top1-acc=68.83%, top5-acc=91.01% (epoch=198), remaining_time=0:00:30.229058, arrival_time=2021-04-10 02:12:38.686133, cost_time=0:49:52.676768 2021-04-10 02:12:08,457 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 02:12:09,362 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=4.74ms, fps=2829 images/s, loss=0.2982, top1-acc=92.19%, top5-acc=99.34%, remaining_time=0:00:16.830396, arrival_time=2021-04-10 02:12:26.193185, cost_time=0:00:00.904865 2021-04-10 02:12:10,061 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=2.00ms, fps=3666 images/s, loss=0.3025, top1-acc=92.17%, top5-acc=99.26%, remaining_time=0:00:14.113616, arrival_time=2021-04-10 02:12:24.175473, cost_time=0:00:01.603823 2021-04-10 02:12:10,766 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=2.15ms, fps=3637 images/s, loss=0.3062, top1-acc=91.94%, top5-acc=99.36%, remaining_time=0:00:12.774696, arrival_time=2021-04-10 02:12:23.541300, cost_time=0:00:02.308692 2021-04-10 02:12:11,467 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=2.02ms, fps=3659 images/s, loss=0.3080, top1-acc=91.79%, top5-acc=99.34%, remaining_time=0:00:11.736348, arrival_time=2021-04-10 02:12:23.203684, cost_time=0:00:03.009302 2021-04-10 02:12:12,172 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.93ms, fps=3637 images/s, loss=0.3080, top1-acc=91.76%, top5-acc=99.36%, remaining_time=0:00:10.845464, arrival_time=2021-04-10 02:12:23.017498, cost_time=0:00:03.714177 2021-04-10 02:12:12,876 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=2.65ms, fps=3636 images/s, loss=0.3096, top1-acc=91.64%, top5-acc=99.38%, remaining_time=0:00:10.015720, arrival_time=2021-04-10 02:12:22.892315, cost_time=0:00:04.418695 2021-04-10 02:12:13,575 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.42ms, fps=3669 images/s, loss=0.3079, top1-acc=91.79%, top5-acc=99.39%, remaining_time=0:00:09.211482, arrival_time=2021-04-10 02:12:22.786807, cost_time=0:00:05.117464 2021-04-10 02:12:14,274 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.52ms, fps=3665 images/s, loss=0.3111, top1-acc=91.69%, top5-acc=99.39%, remaining_time=0:00:08.433780, arrival_time=2021-04-10 02:12:22.708036, cost_time=0:00:05.816390 2021-04-10 02:12:14,965 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.44ms, fps=3706 images/s, loss=0.3079, top1-acc=91.87%, top5-acc=99.43%, remaining_time=0:00:07.664542, arrival_time=2021-04-10 02:12:22.630061, cost_time=0:00:06.507661 2021-04-10 02:12:15,666 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.74ms, fps=3656 images/s, loss=0.3078, top1-acc=91.88%, top5-acc=99.43%, remaining_time=0:00:06.919968, arrival_time=2021-04-10 02:12:22.586081, cost_time=0:00:07.208256 2021-04-10 02:12:16,372 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.72ms, fps=3625 images/s, loss=0.3069, top1-acc=91.94%, top5-acc=99.41%, remaining_time=0:00:06.187958, arrival_time=2021-04-10 02:12:22.560656, cost_time=0:00:07.914840 2021-04-10 02:12:17,064 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.46ms, fps=3702 images/s, loss=0.3081, top1-acc=91.91%, top5-acc=99.40%, remaining_time=0:00:05.450948, arrival_time=2021-04-10 02:12:22.515655, cost_time=0:00:08.606758 2021-04-10 02:12:17,771 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.48ms, fps=3627 images/s, loss=0.3078, top1-acc=91.88%, top5-acc=99.41%, remaining_time=0:00:04.728240, arrival_time=2021-04-10 02:12:22.499315, cost_time=0:00:09.313137 2021-04-10 02:12:18,477 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.49ms, fps=3626 images/s, loss=0.3069, top1-acc=91.98%, top5-acc=99.42%, remaining_time=0:00:04.007920, arrival_time=2021-04-10 02:12:22.485719, cost_time=0:00:10.019833 2021-04-10 02:12:19,215 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=6.49ms, fps=3475 images/s, loss=0.3074, top1-acc=91.94%, top5-acc=99.43%, remaining_time=0:00:03.298936, arrival_time=2021-04-10 02:12:22.514248, cost_time=0:00:10.757368 2021-04-10 02:12:19,917 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.84ms, fps=3648 images/s, loss=0.3054, top1-acc=92.02%, top5-acc=99.44%, remaining_time=0:00:02.578464, arrival_time=2021-04-10 02:12:22.496246, cost_time=0:00:11.459803 2021-04-10 02:12:20,610 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.49ms, fps=3697 images/s, loss=0.3067, top1-acc=91.97%, top5-acc=99.43%, remaining_time=0:00:01.858688, arrival_time=2021-04-10 02:12:22.469465, cost_time=0:00:12.152905 2021-04-10 02:12:21,310 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.97ms, fps=3664 images/s, loss=0.3080, top1-acc=91.93%, top5-acc=99.41%, remaining_time=0:00:01.142416, arrival_time=2021-04-10 02:12:22.452458, cost_time=0:00:12.852095 2021-04-10 02:12:22,013 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.42ms, fps=3642 images/s, loss=0.3082, top1-acc=91.91%, top5-acc=99.41%, remaining_time=0:00:00.428076, arrival_time=2021-04-10 02:12:22.441631, cost_time=0:00:13.555686 2021-04-10 02:12:22,386 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.27ms, fps=3647 images/s, loss=0.3086, top1-acc=91.89%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:22.386899, cost_time=0:00:13.929064 2021-04-10 02:12:22,680 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=16.71ms, fps=8748 images/s, loss=1.1992, top1-acc=69.61%, top5-acc=91.02%, remaining_time=0:00:00.877860, arrival_time=2021-04-10 02:12:23.558413, cost_time=0:00:00.292622 2021-04-10 02:12:22,914 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.44ms, fps=10975 images/s, loss=1.2259, top1-acc=68.46%, top5-acc=90.70%, remaining_time=0:00:00.526500, arrival_time=2021-04-10 02:12:23.440936, cost_time=0:00:00.526495 2021-04-10 02:12:23,195 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.22ms, fps=9137 images/s, loss=1.2298, top1-acc=68.40%, top5-acc=90.72%, remaining_time=0:00:00.269060, arrival_time=2021-04-10 02:12:23.464219, cost_time=0:00:00.807170 2021-04-10 02:12:23,393 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.06ms, fps=11736 images/s, loss=1.2250, top1-acc=68.65%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:23.393303, cost_time=0:00:01.005430 2021-04-10 02:12:23,421 INFO : Epoch=0199 complete, best val top1-acc=68.83%, top5-acc=91.01% (epoch=198), remaining_time=0:00:15.113773, arrival_time=2021-04-10 02:12:38.534841, cost_time=0:50:07.640796 2021-04-10 02:12:23,421 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 02:12:24,344 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.37ms, fps=2775 images/s, loss=0.3180, top1-acc=91.17%, top5-acc=99.22%, remaining_time=0:00:17.161104, arrival_time=2021-04-10 02:12:41.505481, cost_time=0:00:00.922644 2021-04-10 02:12:25,039 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.83ms, fps=3684 images/s, loss=0.3087, top1-acc=91.93%, top5-acc=99.26%, remaining_time=0:00:14.239104, arrival_time=2021-04-10 02:12:39.278929, cost_time=0:00:01.618088 2021-04-10 02:12:25,738 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=2.08ms, fps=3666 images/s, loss=0.3090, top1-acc=91.78%, top5-acc=99.30%, remaining_time=0:00:12.820014, arrival_time=2021-04-10 02:12:38.558749, cost_time=0:00:02.316883 2021-04-10 02:12:26,435 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.55ms, fps=3679 images/s, loss=0.3059, top1-acc=91.90%, top5-acc=99.32%, remaining_time=0:00:11.753040, arrival_time=2021-04-10 02:12:38.188348, cost_time=0:00:03.013590 2021-04-10 02:12:27,134 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.20ms, fps=3666 images/s, loss=0.3046, top1-acc=92.02%, top5-acc=99.37%, remaining_time=0:00:10.839770, arrival_time=2021-04-10 02:12:37.973783, cost_time=0:00:03.712255 2021-04-10 02:12:27,832 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=2.11ms, fps=3668 images/s, loss=0.3067, top1-acc=91.93%, top5-acc=99.36%, remaining_time=0:00:09.997496, arrival_time=2021-04-10 02:12:37.829977, cost_time=0:00:04.410679 2021-04-10 02:12:28,525 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=2.21ms, fps=3698 images/s, loss=0.3094, top1-acc=91.87%, top5-acc=99.34%, remaining_time=0:00:09.186660, arrival_time=2021-04-10 02:12:37.712103, cost_time=0:00:05.103672 2021-04-10 02:12:29,234 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.85ms, fps=3614 images/s, loss=0.3116, top1-acc=91.79%, top5-acc=99.31%, remaining_time=0:00:08.428444, arrival_time=2021-04-10 02:12:37.662854, cost_time=0:00:05.812693 2021-04-10 02:12:29,934 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.98ms, fps=3661 images/s, loss=0.3097, top1-acc=91.84%, top5-acc=99.34%, remaining_time=0:00:07.670160, arrival_time=2021-04-10 02:12:37.604325, cost_time=0:00:06.512396 2021-04-10 02:12:30,633 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.75ms, fps=3663 images/s, loss=0.3087, top1-acc=91.82%, top5-acc=99.38%, remaining_time=0:00:06.923424, arrival_time=2021-04-10 02:12:37.557165, cost_time=0:00:07.211931 2021-04-10 02:12:31,325 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.49ms, fps=3707 images/s, loss=0.3091, top1-acc=91.78%, top5-acc=99.39%, remaining_time=0:00:06.178928, arrival_time=2021-04-10 02:12:37.503947, cost_time=0:00:07.903275 2021-04-10 02:12:32,026 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.93ms, fps=3655 images/s, loss=0.3084, top1-acc=91.86%, top5-acc=99.39%, remaining_time=0:00:05.449276, arrival_time=2021-04-10 02:12:37.475216, cost_time=0:00:08.604177 2021-04-10 02:12:32,731 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.93ms, fps=3634 images/s, loss=0.3079, top1-acc=91.88%, top5-acc=99.41%, remaining_time=0:00:04.726260, arrival_time=2021-04-10 02:12:37.457233, cost_time=0:00:09.309264 2021-04-10 02:12:33,426 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.62ms, fps=3684 images/s, loss=0.3082, top1-acc=91.80%, top5-acc=99.41%, remaining_time=0:00:04.001872, arrival_time=2021-04-10 02:12:37.428208, cost_time=0:00:10.004618 2021-04-10 02:12:34,132 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.59ms, fps=3629 images/s, loss=0.3076, top1-acc=91.83%, top5-acc=99.41%, remaining_time=0:00:03.284538, arrival_time=2021-04-10 02:12:37.416888, cost_time=0:00:10.710485 2021-04-10 02:12:34,836 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.02ms, fps=3642 images/s, loss=0.3070, top1-acc=91.85%, top5-acc=99.41%, remaining_time=0:00:02.568240, arrival_time=2021-04-10 02:12:37.404372, cost_time=0:00:11.414352 2021-04-10 02:12:35,540 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.42ms, fps=3640 images/s, loss=0.3067, top1-acc=91.86%, top5-acc=99.42%, remaining_time=0:00:01.853384, arrival_time=2021-04-10 02:12:37.393401, cost_time=0:00:12.118304 2021-04-10 02:12:36,238 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.38ms, fps=3670 images/s, loss=0.3064, top1-acc=91.84%, top5-acc=99.42%, remaining_time=0:00:01.139232, arrival_time=2021-04-10 02:12:37.377241, cost_time=0:00:12.816292 2021-04-10 02:12:36,942 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.54ms, fps=3638 images/s, loss=0.3067, top1-acc=91.86%, top5-acc=99.41%, remaining_time=0:00:00.426966, arrival_time=2021-04-10 02:12:37.369235, cost_time=0:00:13.520506 2021-04-10 02:12:37,318 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.09ms, fps=3618 images/s, loss=0.3067, top1-acc=91.88%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:37.318680, cost_time=0:00:13.896991 2021-04-10 02:12:37,671 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=49.17ms, fps=7290 images/s, loss=1.2253, top1-acc=67.38%, top5-acc=91.05%, remaining_time=0:00:01.053480, arrival_time=2021-04-10 02:12:38.724424, cost_time=0:00:00.351161 2021-04-10 02:12:37,869 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=13.58ms, fps=12969 images/s, loss=1.2080, top1-acc=68.67%, top5-acc=91.00%, remaining_time=0:00:00.549280, arrival_time=2021-04-10 02:12:38.418252, cost_time=0:00:00.549281 2021-04-10 02:12:38,096 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=0.27ms, fps=11265 images/s, loss=1.2207, top1-acc=68.46%, top5-acc=90.90%, remaining_time=0:00:00.259010, arrival_time=2021-04-10 02:12:38.355710, cost_time=0:00:00.777019 2021-04-10 02:12:38,259 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.06ms, fps=14280 images/s, loss=1.2257, top1-acc=68.48%, top5-acc=90.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:38.259592, cost_time=0:00:00.939973 2021-04-10 02:12:38,287 INFO : Epoch=0200 complete, best val top1-acc=68.83%, top5-acc=91.01% (epoch=198), remaining_time=0:00:00, arrival_time=2021-04-10 02:12:38.287267, cost_time=0:50:22.506978