2021-04-10 01:22:09,364 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 01:22:09,371 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar10'), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_resnet44'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:50733', 'modifications': ['model.name=cifar10_resnet44'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/resnet44'), 'world_size': 1} 2021-04-10 01:22:09,488 INFO : Model details: n_params=0.66M, flops=97.44M. 2021-04-10 01:22:15,719 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:18,333 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.41ms, fps=980 images/s, loss=2.7644, top1-acc=14.61%, top5-acc=56.52%, remaining_time=0:00:48.605148, arrival_time=2021-04-10 01:23:06.938140, cost_time=0:00:02.613181 2021-04-10 01:22:19,814 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.36ms, fps=1729 images/s, loss=2.5087, top1-acc=15.35%, top5-acc=61.31%, remaining_time=0:00:36.036000, arrival_time=2021-04-10 01:22:55.850579, cost_time=0:00:04.094992 2021-04-10 01:22:21,280 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=2.3600, top1-acc=17.76%, top5-acc=66.33%, remaining_time=0:00:30.771918, arrival_time=2021-04-10 01:22:52.052580, cost_time=0:00:05.561189 2021-04-10 01:22:22,746 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.62ms, fps=1747 images/s, loss=2.2525, top1-acc=19.73%, top5-acc=70.23%, remaining_time=0:00:27.406080, arrival_time=2021-04-10 01:22:50.152797, cost_time=0:00:07.027185 2021-04-10 01:22:24,213 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.88ms, fps=1746 images/s, loss=2.1833, top1-acc=21.41%, top5-acc=72.52%, remaining_time=0:00:24.801458, arrival_time=2021-04-10 01:22:49.014611, cost_time=0:00:08.493637 2021-04-10 01:22:25,687 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.67ms, fps=1737 images/s, loss=2.1279, top1-acc=22.86%, top5-acc=74.50%, remaining_time=0:00:22.593952, arrival_time=2021-04-10 01:22:48.281452, cost_time=0:00:09.967916 2021-04-10 01:22:27,158 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.17ms, fps=1741 images/s, loss=2.0826, top1-acc=24.02%, top5-acc=76.10%, remaining_time=0:00:20.590542, arrival_time=2021-04-10 01:22:47.749239, cost_time=0:00:11.439202 2021-04-10 01:22:28,628 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.88ms, fps=1743 images/s, loss=2.0439, top1-acc=25.07%, top5-acc=77.29%, remaining_time=0:00:18.717296, arrival_time=2021-04-10 01:22:47.345241, cost_time=0:00:12.908461 2021-04-10 01:22:30,102 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=2.13ms, fps=1737 images/s, loss=2.0098, top1-acc=26.19%, top5-acc=78.33%, remaining_time=0:00:16.939436, arrival_time=2021-04-10 01:22:47.041443, cost_time=0:00:14.382541 2021-04-10 01:22:31,591 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.49ms, fps=1720 images/s, loss=1.9787, top1-acc=27.08%, top5-acc=79.36%, remaining_time=0:00:15.236736, arrival_time=2021-04-10 01:22:46.827851, cost_time=0:00:15.871593 2021-04-10 01:22:33,068 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.64ms, fps=1734 images/s, loss=1.9512, top1-acc=27.92%, top5-acc=80.15%, remaining_time=0:00:13.563318, arrival_time=2021-04-10 01:22:46.631306, cost_time=0:00:17.348429 2021-04-10 01:22:34,551 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.10ms, fps=1726 images/s, loss=1.9250, top1-acc=28.74%, top5-acc=80.97%, remaining_time=0:00:11.926908, arrival_time=2021-04-10 01:22:46.478465, cost_time=0:00:18.831987 2021-04-10 01:22:36,022 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.65ms, fps=1741 images/s, loss=1.9022, top1-acc=29.53%, top5-acc=81.57%, remaining_time=0:00:10.307748, arrival_time=2021-04-10 01:22:46.330351, cost_time=0:00:20.303126 2021-04-10 01:22:37,496 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.60ms, fps=1738 images/s, loss=1.8806, top1-acc=30.29%, top5-acc=82.23%, remaining_time=0:00:08.710576, arrival_time=2021-04-10 01:22:46.206614, cost_time=0:00:21.776373 2021-04-10 01:22:38,969 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=2.15ms, fps=1738 images/s, loss=1.8583, top1-acc=31.08%, top5-acc=82.81%, remaining_time=0:00:07.130046, arrival_time=2021-04-10 01:22:46.099758, cost_time=0:00:23.250158 2021-04-10 01:22:40,445 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.81ms, fps=1735 images/s, loss=1.8376, top1-acc=31.80%, top5-acc=83.36%, remaining_time=0:00:05.563332, arrival_time=2021-04-10 01:22:46.008741, cost_time=0:00:24.725924 2021-04-10 01:22:41,921 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.61ms, fps=1734 images/s, loss=1.8194, top1-acc=32.46%, top5-acc=83.81%, remaining_time=0:00:04.007432, arrival_time=2021-04-10 01:22:45.929361, cost_time=0:00:26.202461 2021-04-10 01:22:43,393 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=2.15ms, fps=1740 images/s, loss=1.8029, top1-acc=33.09%, top5-acc=84.24%, remaining_time=0:00:02.459936, arrival_time=2021-04-10 01:22:45.853745, cost_time=0:00:27.674341 2021-04-10 01:22:44,864 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=1.7841, top1-acc=33.76%, top5-acc=84.66%, remaining_time=0:00:00.920352, arrival_time=2021-04-10 01:22:45.784327, cost_time=0:00:29.144409 2021-04-10 01:22:45,668 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=2.05ms, fps=1691 images/s, loss=1.7746, top1-acc=34.17%, top5-acc=84.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:45.668686, cost_time=0:00:29.949160 2021-04-10 01:22:46,439 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.51ms, fps=3334 images/s, loss=1.9969, top1-acc=36.72%, top5-acc=89.34%, remaining_time=0:00:02.303670, arrival_time=2021-04-10 01:22:48.742885, cost_time=0:00:00.767890 2021-04-10 01:22:46,738 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.81ms, fps=8591 images/s, loss=2.0077, top1-acc=36.33%, top5-acc=89.02%, remaining_time=0:00:01.067000, arrival_time=2021-04-10 01:22:47.805107, cost_time=0:00:01.067004 2021-04-10 01:22:47,066 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.12ms, fps=7819 images/s, loss=1.9804, top1-acc=36.43%, top5-acc=89.26%, remaining_time=0:00:00.464960, arrival_time=2021-04-10 01:22:47.530935, cost_time=0:00:01.394867 2021-04-10 01:22:47,349 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=8196 images/s, loss=1.9539, top1-acc=37.11%, top5-acc=89.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:47.349491, cost_time=0:00:01.678424 2021-04-10 01:22:47,459 INFO : Epoch=0001 complete, best val top1-acc=37.11%, top5-acc=89.46% (epoch=1), remaining_time=1:45:16.659990, arrival_time=2021-04-10 03:08:04.119690, cost_time=0:00:31.742010 2021-04-10 01:22:47,461 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:49,147 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.10ms, fps=1518 images/s, loss=1.4606, top1-acc=44.92%, top5-acc=92.03%, remaining_time=0:00:31.372434, arrival_time=2021-04-10 01:23:20.520253, cost_time=0:00:01.686689 2021-04-10 01:22:50,613 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.56ms, fps=1747 images/s, loss=1.4238, top1-acc=47.58%, top5-acc=92.42%, remaining_time=0:00:27.742176, arrival_time=2021-04-10 01:23:18.355914, cost_time=0:00:03.152520 2021-04-10 01:22:52,084 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=1.4120, top1-acc=48.41%, top5-acc=92.53%, remaining_time=0:00:25.584086, arrival_time=2021-04-10 01:23:17.668840, cost_time=0:00:04.623619 2021-04-10 01:22:53,565 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.44ms, fps=1729 images/s, loss=1.3875, top1-acc=49.42%, top5-acc=92.79%, remaining_time=0:00:23.806536, arrival_time=2021-04-10 01:23:17.372034, cost_time=0:00:06.104240 2021-04-10 01:22:55,042 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.64ms, fps=1734 images/s, loss=1.3688, top1-acc=49.93%, top5-acc=93.22%, remaining_time=0:00:22.138272, arrival_time=2021-04-10 01:23:17.181033, cost_time=0:00:07.581585 2021-04-10 01:22:56,526 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.57ms, fps=1726 images/s, loss=1.3591, top1-acc=50.10%, top5-acc=93.47%, remaining_time=0:00:20.547424, arrival_time=2021-04-10 01:23:17.073708, cost_time=0:00:09.065044 2021-04-10 01:22:58,001 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.88ms, fps=1736 images/s, loss=1.3448, top1-acc=50.60%, top5-acc=93.64%, remaining_time=0:00:18.971946, arrival_time=2021-04-10 01:23:16.973087, cost_time=0:00:10.539963 2021-04-10 01:22:59,473 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=2.06ms, fps=1739 images/s, loss=1.3297, top1-acc=51.14%, top5-acc=93.82%, remaining_time=0:00:17.418096, arrival_time=2021-04-10 01:23:16.891740, cost_time=0:00:12.012469 2021-04-10 01:23:00,953 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.45ms, fps=1730 images/s, loss=1.3190, top1-acc=51.68%, top5-acc=93.93%, remaining_time=0:00:15.891308, arrival_time=2021-04-10 01:23:16.845157, cost_time=0:00:13.492580 2021-04-10 01:23:02,458 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.79ms, fps=1702 images/s, loss=1.3017, top1-acc=52.26%, top5-acc=94.18%, remaining_time=0:00:14.397216, arrival_time=2021-04-10 01:23:16.855569, cost_time=0:00:14.997084 2021-04-10 01:23:03,940 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.50ms, fps=1728 images/s, loss=1.2860, top1-acc=52.99%, top5-acc=94.33%, remaining_time=0:00:12.883918, arrival_time=2021-04-10 01:23:16.824581, cost_time=0:00:16.479401 2021-04-10 01:23:05,418 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=1.2734, top1-acc=53.44%, top5-acc=94.47%, remaining_time=0:00:11.372944, arrival_time=2021-04-10 01:23:16.791448, cost_time=0:00:17.957282 2021-04-10 01:23:06,895 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=1.2607, top1-acc=53.98%, top5-acc=94.60%, remaining_time=0:00:09.866868, arrival_time=2021-04-10 01:23:16.762766, cost_time=0:00:19.434699 2021-04-10 01:23:08,373 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.89ms, fps=1733 images/s, loss=1.2490, top1-acc=54.36%, top5-acc=94.68%, remaining_time=0:00:08.364888, arrival_time=2021-04-10 01:23:16.738256, cost_time=0:00:20.912242 2021-04-10 01:23:09,845 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.92ms, fps=1739 images/s, loss=1.2382, top1-acc=54.76%, top5-acc=94.79%, remaining_time=0:00:06.864626, arrival_time=2021-04-10 01:23:16.710468, cost_time=0:00:22.384596 2021-04-10 01:23:11,324 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.93ms, fps=1732 images/s, loss=1.2279, top1-acc=55.14%, top5-acc=94.89%, remaining_time=0:00:05.369292, arrival_time=2021-04-10 01:23:16.694017, cost_time=0:00:23.863567 2021-04-10 01:23:12,803 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.40ms, fps=1732 images/s, loss=1.2191, top1-acc=55.55%, top5-acc=94.95%, remaining_time=0:00:03.875898, arrival_time=2021-04-10 01:23:16.679449, cost_time=0:00:25.342355 2021-04-10 01:23:14,272 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.59ms, fps=1743 images/s, loss=1.2094, top1-acc=55.91%, top5-acc=95.01%, remaining_time=0:00:02.383232, arrival_time=2021-04-10 01:23:16.655684, cost_time=0:00:26.811320 2021-04-10 01:23:15,756 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=2.03ms, fps=1725 images/s, loss=1.2007, top1-acc=56.25%, top5-acc=95.08%, remaining_time=0:00:00.893538, arrival_time=2021-04-10 01:23:16.650252, cost_time=0:00:28.295383 2021-04-10 01:23:16,561 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=2.25ms, fps=1691 images/s, loss=1.1932, top1-acc=56.49%, top5-acc=95.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:16.561479, cost_time=0:00:29.100326 2021-04-10 01:23:17,059 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.42ms, fps=5160 images/s, loss=1.3843, top1-acc=53.05%, top5-acc=95.66%, remaining_time=0:00:01.488330, arrival_time=2021-04-10 01:23:18.547996, cost_time=0:00:00.496109 2021-04-10 01:23:17,359 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.99ms, fps=8549 images/s, loss=1.4146, top1-acc=52.66%, top5-acc=94.88%, remaining_time=0:00:00.796340, arrival_time=2021-04-10 01:23:18.156188, cost_time=0:00:00.796348 2021-04-10 01:23:17,667 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=2.53ms, fps=8346 images/s, loss=1.4067, top1-acc=52.89%, top5-acc=94.91%, remaining_time=0:00:00.367800, arrival_time=2021-04-10 01:23:18.034847, cost_time=0:00:01.103412 2021-04-10 01:23:17,955 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.11ms, fps=8079 images/s, loss=1.4191, top1-acc=52.70%, top5-acc=94.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:17.955181, cost_time=0:00:01.391657 2021-04-10 01:23:18,078 INFO : Epoch=0002 complete, best val top1-acc=52.70%, top5-acc=94.80% (epoch=2), remaining_time=1:42:53.691480, arrival_time=2021-04-10 03:06:11.769689, cost_time=0:01:02.360520 2021-04-10 01:23:18,079 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:23:19,752 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.46ms, fps=1530 images/s, loss=0.9873, top1-acc=64.88%, top5-acc=97.03%, remaining_time=0:00:31.125426, arrival_time=2021-04-10 01:23:50.878168, cost_time=0:00:01.673413 2021-04-10 01:23:21,220 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.10ms, fps=1745 images/s, loss=0.9988, top1-acc=63.96%, top5-acc=96.78%, remaining_time=0:00:27.638688, arrival_time=2021-04-10 01:23:48.858741, cost_time=0:00:03.140765 2021-04-10 01:23:22,694 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.88ms, fps=1736 images/s, loss=0.9875, top1-acc=64.47%, top5-acc=96.73%, remaining_time=0:00:25.539100, arrival_time=2021-04-10 01:23:48.233934, cost_time=0:00:04.615512 2021-04-10 01:23:24,169 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.92ms, fps=1737 images/s, loss=0.9826, top1-acc=64.61%, top5-acc=96.76%, remaining_time=0:00:23.750376, arrival_time=2021-04-10 01:23:47.919464, cost_time=0:00:06.089854 2021-04-10 01:23:25,670 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.67ms, fps=1706 images/s, loss=0.9863, top1-acc=64.38%, top5-acc=96.80%, remaining_time=0:00:22.165136, arrival_time=2021-04-10 01:23:47.835387, cost_time=0:00:07.590800 2021-04-10 01:23:27,169 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.27ms, fps=1709 images/s, loss=0.9805, top1-acc=64.71%, top5-acc=96.78%, remaining_time=0:00:20.603320, arrival_time=2021-04-10 01:23:47.772383, cost_time=0:00:09.089694 2021-04-10 01:23:28,646 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.9727, top1-acc=65.09%, top5-acc=96.80%, remaining_time=0:00:19.021212, arrival_time=2021-04-10 01:23:47.667843, cost_time=0:00:10.567322 2021-04-10 01:23:30,142 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.82ms, fps=1712 images/s, loss=0.9729, top1-acc=65.10%, top5-acc=96.82%, remaining_time=0:00:17.491408, arrival_time=2021-04-10 01:23:47.633803, cost_time=0:00:12.063062 2021-04-10 01:23:31,611 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.59ms, fps=1744 images/s, loss=0.9657, top1-acc=65.48%, top5-acc=96.87%, remaining_time=0:00:15.937524, arrival_time=2021-04-10 01:23:47.548614, cost_time=0:00:13.531840 2021-04-10 01:23:33,093 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=2.15ms, fps=1728 images/s, loss=0.9631, top1-acc=65.56%, top5-acc=96.92%, remaining_time=0:00:14.413440, arrival_time=2021-04-10 01:23:47.506713, cost_time=0:00:15.013982 2021-04-10 01:23:34,580 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.65ms, fps=1722 images/s, loss=0.9589, top1-acc=65.72%, top5-acc=96.95%, remaining_time=0:00:12.901118, arrival_time=2021-04-10 01:23:47.481972, cost_time=0:00:16.501465 2021-04-10 01:23:36,053 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.88ms, fps=1739 images/s, loss=0.9500, top1-acc=66.05%, top5-acc=97.01%, remaining_time=0:00:11.383888, arrival_time=2021-04-10 01:23:47.437709, cost_time=0:00:17.974569 2021-04-10 01:23:37,527 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.46ms, fps=1738 images/s, loss=0.9434, top1-acc=66.33%, top5-acc=97.05%, remaining_time=0:00:09.873666, arrival_time=2021-04-10 01:23:47.400973, cost_time=0:00:19.448072 2021-04-10 01:23:39,003 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.88ms, fps=1734 images/s, loss=0.9367, top1-acc=66.60%, top5-acc=97.09%, remaining_time=0:00:08.369816, arrival_time=2021-04-10 01:23:47.373572, cost_time=0:00:20.924482 2021-04-10 01:23:40,481 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.58ms, fps=1734 images/s, loss=0.9298, top1-acc=66.81%, top5-acc=97.13%, remaining_time=0:00:06.869870, arrival_time=2021-04-10 01:23:47.350829, cost_time=0:00:22.401723 2021-04-10 01:23:41,959 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=2.10ms, fps=1732 images/s, loss=0.9247, top1-acc=66.97%, top5-acc=97.19%, remaining_time=0:00:05.373000, arrival_time=2021-04-10 01:23:47.332316, cost_time=0:00:23.879992 2021-04-10 01:23:43,428 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.9203, top1-acc=67.14%, top5-acc=97.24%, remaining_time=0:00:03.876912, arrival_time=2021-04-10 01:23:47.305182, cost_time=0:00:25.349029 2021-04-10 01:23:44,907 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=0.9150, top1-acc=67.30%, top5-acc=97.28%, remaining_time=0:00:02.384752, arrival_time=2021-04-10 01:23:47.292406, cost_time=0:00:26.828403 2021-04-10 01:23:46,390 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.62ms, fps=1727 images/s, loss=0.9110, top1-acc=67.44%, top5-acc=97.31%, remaining_time=0:00:00.894036, arrival_time=2021-04-10 01:23:47.284561, cost_time=0:00:28.311199 2021-04-10 01:23:47,199 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.89ms, fps=1683 images/s, loss=0.9093, top1-acc=67.52%, top5-acc=97.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:47.199151, cost_time=0:00:29.119862 2021-04-10 01:23:47,625 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=2.89ms, fps=6046 images/s, loss=1.0985, top1-acc=62.97%, top5-acc=97.46%, remaining_time=0:00:01.270200, arrival_time=2021-04-10 01:23:48.895256, cost_time=0:00:00.423396 2021-04-10 01:23:47,990 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.51ms, fps=7017 images/s, loss=1.0954, top1-acc=62.91%, top5-acc=97.03%, remaining_time=0:00:00.788980, arrival_time=2021-04-10 01:23:48.779619, cost_time=0:00:00.788989 2021-04-10 01:23:48,342 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=4.93ms, fps=7296 images/s, loss=1.1108, top1-acc=62.47%, top5-acc=96.87%, remaining_time=0:00:00.380250, arrival_time=2021-04-10 01:23:48.722634, cost_time=0:00:01.140757 2021-04-10 01:23:48,628 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=8124 images/s, loss=1.1018, top1-acc=62.63%, top5-acc=96.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:48.628462, cost_time=0:00:01.426910 2021-04-10 01:23:48,778 INFO : Epoch=0003 complete, best val top1-acc=62.63%, top5-acc=96.92% (epoch=3), remaining_time=1:41:50.968171, arrival_time=2021-04-10 03:05:39.746335, cost_time=0:01:33.060428 2021-04-10 01:23:48,780 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:50,512 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.48ms, fps=1478 images/s, loss=0.8149, top1-acc=72.03%, top5-acc=97.58%, remaining_time=0:00:32.212782, arrival_time=2021-04-10 01:24:22.725117, cost_time=0:00:01.731871 2021-04-10 01:23:51,982 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.84ms, fps=1742 images/s, loss=0.7989, top1-acc=72.23%, top5-acc=97.99%, remaining_time=0:00:28.174784, arrival_time=2021-04-10 01:24:20.157012, cost_time=0:00:03.201685 2021-04-10 01:23:53,458 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.7989, top1-acc=72.16%, top5-acc=97.86%, remaining_time=0:00:25.885210, arrival_time=2021-04-10 01:24:19.343643, cost_time=0:00:04.678040 2021-04-10 01:23:54,939 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.89ms, fps=1729 images/s, loss=0.8007, top1-acc=72.06%, top5-acc=97.87%, remaining_time=0:00:24.018852, arrival_time=2021-04-10 01:24:18.958107, cost_time=0:00:06.158692 2021-04-10 01:23:56,418 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=0.7889, top1-acc=72.49%, top5-acc=97.92%, remaining_time=0:00:22.302376, arrival_time=2021-04-10 01:24:18.720707, cost_time=0:00:07.637817 2021-04-10 01:23:57,891 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.46ms, fps=1738 images/s, loss=0.7886, top1-acc=72.44%, top5-acc=97.92%, remaining_time=0:00:20.652280, arrival_time=2021-04-10 01:24:18.543945, cost_time=0:00:09.111275 2021-04-10 01:23:59,359 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.62ms, fps=1744 images/s, loss=0.7893, top1-acc=72.51%, top5-acc=97.92%, remaining_time=0:00:19.042758, arrival_time=2021-04-10 01:24:18.402542, cost_time=0:00:10.579342 2021-04-10 01:24:00,836 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.05ms, fps=1735 images/s, loss=0.7840, top1-acc=72.75%, top5-acc=97.94%, remaining_time=0:00:17.480620, arrival_time=2021-04-10 01:24:18.316641, cost_time=0:00:12.055625 2021-04-10 01:24:02,319 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.84ms, fps=1726 images/s, loss=0.7825, top1-acc=72.79%, top5-acc=97.99%, remaining_time=0:00:15.945792, arrival_time=2021-04-10 01:24:18.265088, cost_time=0:00:13.538849 2021-04-10 01:24:03,805 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.97ms, fps=1723 images/s, loss=0.7792, top1-acc=72.89%, top5-acc=98.04%, remaining_time=0:00:14.423712, arrival_time=2021-04-10 01:24:18.228865, cost_time=0:00:15.024735 2021-04-10 01:24:05,279 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.87ms, fps=1737 images/s, loss=0.7765, top1-acc=72.97%, top5-acc=98.05%, remaining_time=0:00:12.899484, arrival_time=2021-04-10 01:24:18.179315, cost_time=0:00:16.499378 2021-04-10 01:24:06,760 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=2.11ms, fps=1730 images/s, loss=0.7724, top1-acc=73.10%, top5-acc=98.07%, remaining_time=0:00:11.387308, arrival_time=2021-04-10 01:24:18.147734, cost_time=0:00:17.979973 2021-04-10 01:24:08,236 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.7696, top1-acc=73.15%, top5-acc=98.09%, remaining_time=0:00:09.877494, arrival_time=2021-04-10 01:24:18.113533, cost_time=0:00:19.455642 2021-04-10 01:24:09,714 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.12ms, fps=1732 images/s, loss=0.7666, top1-acc=73.22%, top5-acc=98.09%, remaining_time=0:00:08.373680, arrival_time=2021-04-10 01:24:18.088311, cost_time=0:00:20.934235 2021-04-10 01:24:11,218 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.88ms, fps=1703 images/s, loss=0.7634, top1-acc=73.37%, top5-acc=98.10%, remaining_time=0:00:06.881048, arrival_time=2021-04-10 01:24:18.099719, cost_time=0:00:22.438230 2021-04-10 01:24:12,707 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=2.28ms, fps=1720 images/s, loss=0.7598, top1-acc=73.54%, top5-acc=98.14%, remaining_time=0:00:05.383512, arrival_time=2021-04-10 01:24:18.090682, cost_time=0:00:23.926715 2021-04-10 01:24:14,191 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.93ms, fps=1725 images/s, loss=0.7578, top1-acc=73.59%, top5-acc=98.17%, remaining_time=0:00:03.886402, arrival_time=2021-04-10 01:24:18.077837, cost_time=0:00:25.411037 2021-04-10 01:24:15,666 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.11ms, fps=1736 images/s, loss=0.7552, top1-acc=73.65%, top5-acc=98.20%, remaining_time=0:00:02.389888, arrival_time=2021-04-10 01:24:18.056515, cost_time=0:00:26.886195 2021-04-10 01:24:17,172 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.46ms, fps=1701 images/s, loss=0.7548, top1-acc=73.68%, top5-acc=98.21%, remaining_time=0:00:00.896580, arrival_time=2021-04-10 01:24:18.068789, cost_time=0:00:28.391756 2021-04-10 01:24:17,980 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.72ms, fps=1683 images/s, loss=0.7544, top1-acc=73.68%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:17.980751, cost_time=0:00:29.200361 2021-04-10 01:24:18,435 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.21ms, fps=5648 images/s, loss=1.1517, top1-acc=63.12%, top5-acc=94.34%, remaining_time=0:00:01.359720, arrival_time=2021-04-10 01:24:19.795252, cost_time=0:00:00.453244 2021-04-10 01:24:18,739 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.51ms, fps=8437 images/s, loss=1.1600, top1-acc=63.18%, top5-acc=94.28%, remaining_time=0:00:00.757160, arrival_time=2021-04-10 01:24:19.496616, cost_time=0:00:00.757170 2021-04-10 01:24:19,046 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=2.24ms, fps=8339 images/s, loss=1.1471, top1-acc=63.58%, top5-acc=94.51%, remaining_time=0:00:00.354890, arrival_time=2021-04-10 01:24:19.401798, cost_time=0:00:01.064662 2021-04-10 01:24:19,331 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.12ms, fps=8171 images/s, loss=1.1556, top1-acc=63.41%, top5-acc=94.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:19.331248, cost_time=0:00:01.348978 2021-04-10 01:24:19,472 INFO : Epoch=0004 complete, best val top1-acc=63.41%, top5-acc=94.61% (epoch=4), remaining_time=1:41:03.961288, arrival_time=2021-04-10 03:05:23.433277, cost_time=0:02:03.754312 2021-04-10 01:24:19,472 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:24:21,166 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.45ms, fps=1512 images/s, loss=0.7142, top1-acc=74.73%, top5-acc=98.52%, remaining_time=0:00:31.496868, arrival_time=2021-04-10 01:24:52.663312, cost_time=0:00:01.693376 2021-04-10 01:24:22,645 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.24ms, fps=1732 images/s, loss=0.7014, top1-acc=75.53%, top5-acc=98.38%, remaining_time=0:00:27.914832, arrival_time=2021-04-10 01:24:50.560073, cost_time=0:00:03.172132 2021-04-10 01:24:24,123 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=0.6992, top1-acc=75.34%, top5-acc=98.40%, remaining_time=0:00:25.732490, arrival_time=2021-04-10 01:24:49.856014, cost_time=0:00:04.650458 2021-04-10 01:24:25,602 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.95ms, fps=1732 images/s, loss=0.6936, top1-acc=75.64%, top5-acc=98.50%, remaining_time=0:00:23.904036, arrival_time=2021-04-10 01:24:49.506334, cost_time=0:00:06.129239 2021-04-10 01:24:27,081 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.34ms, fps=1732 images/s, loss=0.6905, top1-acc=75.74%, top5-acc=98.46%, remaining_time=0:00:22.215506, arrival_time=2021-04-10 01:24:49.296631, cost_time=0:00:07.608044 2021-04-10 01:24:28,587 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.77ms, fps=1700 images/s, loss=0.6871, top1-acc=76.04%, top5-acc=98.45%, remaining_time=0:00:20.659216, arrival_time=2021-04-10 01:24:49.246652, cost_time=0:00:09.114365 2021-04-10 01:24:30,064 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.50ms, fps=1734 images/s, loss=0.6879, top1-acc=75.99%, top5-acc=98.43%, remaining_time=0:00:19.063926, arrival_time=2021-04-10 01:24:49.128066, cost_time=0:00:10.591083 2021-04-10 01:24:31,538 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.11ms, fps=1737 images/s, loss=0.6872, top1-acc=76.04%, top5-acc=98.48%, remaining_time=0:00:17.495120, arrival_time=2021-04-10 01:24:49.033757, cost_time=0:00:12.065585 2021-04-10 01:24:33,021 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.91ms, fps=1727 images/s, loss=0.6851, top1-acc=76.09%, top5-acc=98.47%, remaining_time=0:00:15.957240, arrival_time=2021-04-10 01:24:48.979080, cost_time=0:00:13.548601 2021-04-10 01:24:34,534 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.57ms, fps=1693 images/s, loss=0.6830, top1-acc=76.12%, top5-acc=98.48%, remaining_time=0:00:14.459232, arrival_time=2021-04-10 01:24:48.994054, cost_time=0:00:15.061714 2021-04-10 01:24:36,013 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=0.6820, top1-acc=76.18%, top5-acc=98.46%, remaining_time=0:00:12.931390, arrival_time=2021-04-10 01:24:48.944692, cost_time=0:00:16.540171 2021-04-10 01:24:37,500 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.89ms, fps=1723 images/s, loss=0.6805, top1-acc=76.22%, top5-acc=98.50%, remaining_time=0:00:11.417100, arrival_time=2021-04-10 01:24:48.917174, cost_time=0:00:18.027023 2021-04-10 01:24:38,977 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.99ms, fps=1734 images/s, loss=0.6776, top1-acc=76.30%, top5-acc=98.48%, remaining_time=0:00:09.902112, arrival_time=2021-04-10 01:24:48.879293, cost_time=0:00:19.504169 2021-04-10 01:24:40,454 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.49ms, fps=1733 images/s, loss=0.6750, top1-acc=76.41%, top5-acc=98.52%, remaining_time=0:00:08.392608, arrival_time=2021-04-10 01:24:48.847150, cost_time=0:00:20.981473 2021-04-10 01:24:41,932 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=2.66ms, fps=1733 images/s, loss=0.6745, top1-acc=76.48%, top5-acc=98.52%, remaining_time=0:00:06.887442, arrival_time=2021-04-10 01:24:48.819533, cost_time=0:00:22.459010 2021-04-10 01:24:43,415 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.43ms, fps=1727 images/s, loss=0.6731, top1-acc=76.51%, top5-acc=98.53%, remaining_time=0:00:05.387004, arrival_time=2021-04-10 01:24:48.802307, cost_time=0:00:23.942243 2021-04-10 01:24:44,892 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.93ms, fps=1734 images/s, loss=0.6708, top1-acc=76.60%, top5-acc=98.53%, remaining_time=0:00:03.887598, arrival_time=2021-04-10 01:24:48.779608, cost_time=0:00:25.418958 2021-04-10 01:24:46,362 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=0.6686, top1-acc=76.69%, top5-acc=98.54%, remaining_time=0:00:02.390144, arrival_time=2021-04-10 01:24:48.752306, cost_time=0:00:26.889111 2021-04-10 01:24:47,868 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.47ms, fps=1700 images/s, loss=0.6657, top1-acc=76.83%, top5-acc=98.58%, remaining_time=0:00:00.896694, arrival_time=2021-04-10 01:24:48.764919, cost_time=0:00:28.395220 2021-04-10 01:24:48,668 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.39ms, fps=1700 images/s, loss=0.6627, top1-acc=76.91%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:48.668561, cost_time=0:00:29.195499 2021-04-10 01:24:49,074 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=2.49ms, fps=6351 images/s, loss=0.7001, top1-acc=76.25%, top5-acc=98.59%, remaining_time=0:00:01.209240, arrival_time=2021-04-10 01:24:50.283274, cost_time=0:00:00.403077 2021-04-10 01:24:49,376 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=2.09ms, fps=8498 images/s, loss=0.7144, top1-acc=75.76%, top5-acc=98.63%, remaining_time=0:00:00.705120, arrival_time=2021-04-10 01:24:50.081089, cost_time=0:00:00.705114 2021-04-10 01:24:49,677 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=5.00ms, fps=8501 images/s, loss=0.7247, top1-acc=75.79%, top5-acc=98.49%, remaining_time=0:00:00.335590, arrival_time=2021-04-10 01:24:50.013160, cost_time=0:00:01.006759 2021-04-10 01:24:49,957 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=8296 images/s, loss=0.6984, top1-acc=76.28%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:49.957582, cost_time=0:00:01.286785 2021-04-10 01:24:50,136 INFO : Epoch=0005 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:40:22.314285, arrival_time=2021-04-10 03:05:12.450325, cost_time=0:02:34.418317 2021-04-10 01:24:50,137 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:24:51,917 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.24ms, fps=1438 images/s, loss=0.6044, top1-acc=79.26%, top5-acc=98.79%, remaining_time=0:00:33.102978, arrival_time=2021-04-10 01:25:25.020122, cost_time=0:00:01.779727 2021-04-10 01:24:53,397 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.20ms, fps=1731 images/s, loss=0.6077, top1-acc=78.81%, top5-acc=98.63%, remaining_time=0:00:28.685360, arrival_time=2021-04-10 01:25:22.082391, cost_time=0:00:03.259691 2021-04-10 01:24:54,870 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=0.6115, top1-acc=78.66%, top5-acc=98.65%, remaining_time=0:00:26.188160, arrival_time=2021-04-10 01:25:21.058248, cost_time=0:00:04.732791 2021-04-10 01:24:56,358 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.26ms, fps=1720 images/s, loss=0.6035, top1-acc=78.98%, top5-acc=98.77%, remaining_time=0:00:24.262524, arrival_time=2021-04-10 01:25:20.621015, cost_time=0:00:06.221174 2021-04-10 01:24:57,867 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=2.44ms, fps=1697 images/s, loss=0.6168, top1-acc=78.55%, top5-acc=98.73%, remaining_time=0:00:22.572330, arrival_time=2021-04-10 01:25:20.439956, cost_time=0:00:07.730227 2021-04-10 01:24:59,349 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.89ms, fps=1729 images/s, loss=0.6086, top1-acc=78.82%, top5-acc=98.72%, remaining_time=0:00:20.879808, arrival_time=2021-04-10 01:25:20.228833, cost_time=0:00:09.211656 2021-04-10 01:25:00,821 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=0.6057, top1-acc=78.83%, top5-acc=98.78%, remaining_time=0:00:19.231632, arrival_time=2021-04-10 01:25:20.053357, cost_time=0:00:10.684219 2021-04-10 01:25:02,306 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.81ms, fps=1726 images/s, loss=0.6055, top1-acc=78.87%, top5-acc=98.79%, remaining_time=0:00:17.644412, arrival_time=2021-04-10 01:25:19.950303, cost_time=0:00:12.168528 2021-04-10 01:25:03,786 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.75ms, fps=1730 images/s, loss=0.6026, top1-acc=79.04%, top5-acc=98.78%, remaining_time=0:00:16.075536, arrival_time=2021-04-10 01:25:19.861878, cost_time=0:00:13.649022 2021-04-10 01:25:05,276 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=2.12ms, fps=1719 images/s, loss=0.5982, top1-acc=79.19%, top5-acc=98.83%, remaining_time=0:00:14.533632, arrival_time=2021-04-10 01:25:19.810195, cost_time=0:00:15.139179 2021-04-10 01:25:06,766 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.02ms, fps=1719 images/s, loss=0.6009, top1-acc=79.13%, top5-acc=98.82%, remaining_time=0:00:13.000534, arrival_time=2021-04-10 01:25:19.766512, cost_time=0:00:16.628640 2021-04-10 01:25:08,240 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.01ms, fps=1736 images/s, loss=0.6005, top1-acc=79.17%, top5-acc=98.82%, remaining_time=0:00:11.465588, arrival_time=2021-04-10 01:25:19.706506, cost_time=0:00:18.103591 2021-04-10 01:25:09,713 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.66ms, fps=1739 images/s, loss=0.6030, top1-acc=79.05%, top5-acc=98.81%, remaining_time=0:00:09.938544, arrival_time=2021-04-10 01:25:19.651690, cost_time=0:00:19.575868 2021-04-10 01:25:11,193 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.64ms, fps=1730 images/s, loss=0.6044, top1-acc=79.08%, top5-acc=98.80%, remaining_time=0:00:08.422456, arrival_time=2021-04-10 01:25:19.615990, cost_time=0:00:21.056206 2021-04-10 01:25:12,675 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.75ms, fps=1728 images/s, loss=0.6028, top1-acc=79.17%, top5-acc=98.82%, remaining_time=0:00:06.911638, arrival_time=2021-04-10 01:25:19.586971, cost_time=0:00:22.537962 2021-04-10 01:25:14,158 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.46ms, fps=1727 images/s, loss=0.6036, top1-acc=79.16%, top5-acc=98.79%, remaining_time=0:00:05.404788, arrival_time=2021-04-10 01:25:19.563468, cost_time=0:00:24.021324 2021-04-10 01:25:15,638 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.07ms, fps=1731 images/s, loss=0.6008, top1-acc=79.22%, top5-acc=98.82%, remaining_time=0:00:03.900156, arrival_time=2021-04-10 01:25:19.538457, cost_time=0:00:25.500948 2021-04-10 01:25:17,129 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.46ms, fps=1718 images/s, loss=0.5984, top1-acc=79.30%, top5-acc=98.82%, remaining_time=0:00:02.399296, arrival_time=2021-04-10 01:25:19.528689, cost_time=0:00:26.992115 2021-04-10 01:25:18,619 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.81ms, fps=1718 images/s, loss=0.5963, top1-acc=79.37%, top5-acc=98.84%, remaining_time=0:00:00.899442, arrival_time=2021-04-10 01:25:19.519072, cost_time=0:00:28.482310 2021-04-10 01:25:19,432 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.76ms, fps=1675 images/s, loss=0.5964, top1-acc=79.37%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:19.431975, cost_time=0:00:29.294644 2021-04-10 01:25:19,865 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=4.94ms, fps=5933 images/s, loss=0.8191, top1-acc=73.16%, top5-acc=98.24%, remaining_time=0:00:01.294470, arrival_time=2021-04-10 01:25:21.160195, cost_time=0:00:00.431493 2021-04-10 01:25:20,176 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.32ms, fps=8244 images/s, loss=0.8119, top1-acc=73.55%, top5-acc=98.03%, remaining_time=0:00:00.742480, arrival_time=2021-04-10 01:25:20.919336, cost_time=0:00:00.742490 2021-04-10 01:25:20,513 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.49ms, fps=7611 images/s, loss=0.8356, top1-acc=72.86%, top5-acc=97.97%, remaining_time=0:00:00.359860, arrival_time=2021-04-10 01:25:20.873629, cost_time=0:00:01.079570 2021-04-10 01:25:20,796 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.12ms, fps=8214 images/s, loss=0.8352, top1-acc=72.72%, top5-acc=98.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:20.796603, cost_time=0:00:01.362400 2021-04-10 01:25:20,851 INFO : Epoch=0006 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:39:45.975924, arrival_time=2021-04-10 03:05:06.826886, cost_time=0:03:05.133279 2021-04-10 01:25:20,851 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:25:22,541 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.97ms, fps=1515 images/s, loss=0.5612, top1-acc=80.55%, top5-acc=98.87%, remaining_time=0:00:31.423770, arrival_time=2021-04-10 01:25:53.965308, cost_time=0:00:01.689453 2021-04-10 01:25:24,014 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.83ms, fps=1739 images/s, loss=0.5536, top1-acc=80.86%, top5-acc=99.04%, remaining_time=0:00:27.824896, arrival_time=2021-04-10 01:25:51.838892, cost_time=0:00:03.161912 2021-04-10 01:25:25,491 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.53ms, fps=1734 images/s, loss=0.5584, top1-acc=80.53%, top5-acc=99.01%, remaining_time=0:00:25.669078, arrival_time=2021-04-10 01:25:51.160131, cost_time=0:00:04.638993 2021-04-10 01:25:26,971 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.5574, top1-acc=80.62%, top5-acc=99.00%, remaining_time=0:00:23.866440, arrival_time=2021-04-10 01:25:50.838087, cost_time=0:00:06.119619 2021-04-10 01:25:28,455 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.47ms, fps=1726 images/s, loss=0.5589, top1-acc=80.41%, top5-acc=98.99%, remaining_time=0:00:22.200760, arrival_time=2021-04-10 01:25:50.655912, cost_time=0:00:07.603021 2021-04-10 01:25:29,934 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=0.5607, top1-acc=80.42%, top5-acc=98.95%, remaining_time=0:00:20.585776, arrival_time=2021-04-10 01:25:50.519806, cost_time=0:00:09.081964 2021-04-10 01:25:31,423 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=10.41ms, fps=1720 images/s, loss=0.5594, top1-acc=80.50%, top5-acc=98.98%, remaining_time=0:00:19.027638, arrival_time=2021-04-10 01:25:50.450598, cost_time=0:00:10.570916 2021-04-10 01:25:32,900 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=0.5605, top1-acc=80.57%, top5-acc=98.98%, remaining_time=0:00:17.469600, arrival_time=2021-04-10 01:25:50.369638, cost_time=0:00:12.047996 2021-04-10 01:25:34,383 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.68ms, fps=1726 images/s, loss=0.5545, top1-acc=80.74%, top5-acc=99.01%, remaining_time=0:00:15.937524, arrival_time=2021-04-10 01:25:50.321364, cost_time=0:00:13.531846 2021-04-10 01:25:35,859 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.71ms, fps=1736 images/s, loss=0.5568, top1-acc=80.61%, top5-acc=99.00%, remaining_time=0:00:14.406720, arrival_time=2021-04-10 01:25:50.265876, cost_time=0:00:15.007023 2021-04-10 01:25:37,340 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.55ms, fps=1730 images/s, loss=0.5593, top1-acc=80.48%, top5-acc=99.00%, remaining_time=0:00:12.890540, arrival_time=2021-04-10 01:25:50.230514, cost_time=0:00:16.487933 2021-04-10 01:25:38,819 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.88ms, fps=1731 images/s, loss=0.5589, top1-acc=80.55%, top5-acc=99.01%, remaining_time=0:00:11.379480, arrival_time=2021-04-10 01:25:50.199122, cost_time=0:00:17.967580 2021-04-10 01:25:40,302 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=0.5611, top1-acc=80.43%, top5-acc=99.01%, remaining_time=0:00:09.874788, arrival_time=2021-04-10 01:25:50.177100, cost_time=0:00:19.450320 2021-04-10 01:25:41,774 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.46ms, fps=1739 images/s, loss=0.5607, top1-acc=80.42%, top5-acc=99.01%, remaining_time=0:00:08.368976, arrival_time=2021-04-10 01:25:50.143426, cost_time=0:00:20.922454 2021-04-10 01:25:43,248 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.5594, top1-acc=80.54%, top5-acc=99.02%, remaining_time=0:00:06.868352, arrival_time=2021-04-10 01:25:50.117167, cost_time=0:00:22.396768 2021-04-10 01:25:44,732 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=2.07ms, fps=1726 images/s, loss=0.5595, top1-acc=80.58%, top5-acc=99.02%, remaining_time=0:00:05.373180, arrival_time=2021-04-10 01:25:50.106064, cost_time=0:00:23.880811 2021-04-10 01:25:46,198 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.61ms, fps=1748 images/s, loss=0.5591, top1-acc=80.63%, top5-acc=99.02%, remaining_time=0:00:03.876496, arrival_time=2021-04-10 01:25:50.074885, cost_time=0:00:25.346286 2021-04-10 01:25:47,704 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.37ms, fps=1701 images/s, loss=0.5584, top1-acc=80.69%, top5-acc=99.02%, remaining_time=0:00:02.386864, arrival_time=2021-04-10 01:25:50.091207, cost_time=0:00:26.852184 2021-04-10 01:25:49,187 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.26ms, fps=1727 images/s, loss=0.5570, top1-acc=80.74%, top5-acc=99.02%, remaining_time=0:00:00.894804, arrival_time=2021-04-10 01:25:50.082461, cost_time=0:00:28.335451 2021-04-10 01:25:49,987 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.49ms, fps=1702 images/s, loss=0.5571, top1-acc=80.77%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:49.987549, cost_time=0:00:29.135484 2021-04-10 01:25:50,395 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.42ms, fps=6307 images/s, loss=0.7939, top1-acc=73.05%, top5-acc=97.81%, remaining_time=0:00:01.217700, arrival_time=2021-04-10 01:25:51.613605, cost_time=0:00:00.405904 2021-04-10 01:25:50,697 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.28ms, fps=8516 images/s, loss=0.8113, top1-acc=73.38%, top5-acc=97.58%, remaining_time=0:00:00.707060, arrival_time=2021-04-10 01:25:51.404112, cost_time=0:00:00.707069 2021-04-10 01:25:50,998 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.76ms, fps=8515 images/s, loss=0.8045, top1-acc=73.71%, top5-acc=97.58%, remaining_time=0:00:00.336080, arrival_time=2021-04-10 01:25:51.334316, cost_time=0:00:01.008249 2021-04-10 01:25:51,281 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=8204 images/s, loss=0.8339, top1-acc=73.73%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:51.281477, cost_time=0:00:01.291551 2021-04-10 01:25:51,335 INFO : Epoch=0007 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:39:04.892343, arrival_time=2021-04-10 03:04:56.227880, cost_time=0:03:35.617857 2021-04-10 01:25:51,336 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:25:52,981 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.64ms, fps=1556 images/s, loss=0.5377, top1-acc=81.21%, top5-acc=98.83%, remaining_time=0:00:30.602394, arrival_time=2021-04-10 01:26:23.584283, cost_time=0:00:01.645286 2021-04-10 01:25:54,456 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.06ms, fps=1737 images/s, loss=0.5248, top1-acc=82.11%, top5-acc=98.87%, remaining_time=0:00:27.452480, arrival_time=2021-04-10 01:26:21.908713, cost_time=0:00:03.119602 2021-04-10 01:25:55,934 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=0.5279, top1-acc=81.98%, top5-acc=99.05%, remaining_time=0:00:25.442654, arrival_time=2021-04-10 01:26:21.377293, cost_time=0:00:04.598076 2021-04-10 01:25:57,413 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.42ms, fps=1731 images/s, loss=0.5227, top1-acc=81.96%, top5-acc=99.13%, remaining_time=0:00:23.701548, arrival_time=2021-04-10 01:26:21.115456, cost_time=0:00:06.077334 2021-04-10 01:25:58,893 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.48ms, fps=1731 images/s, loss=0.5166, top1-acc=82.30%, top5-acc=99.15%, remaining_time=0:00:22.065710, arrival_time=2021-04-10 01:26:20.959040, cost_time=0:00:07.556731 2021-04-10 01:26:00,368 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.97ms, fps=1736 images/s, loss=0.5118, top1-acc=82.52%, top5-acc=99.17%, remaining_time=0:00:20.472080, arrival_time=2021-04-10 01:26:20.840450, cost_time=0:00:09.031823 2021-04-10 01:26:01,838 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.61ms, fps=1742 images/s, loss=0.5182, top1-acc=82.33%, top5-acc=99.14%, remaining_time=0:00:18.903906, arrival_time=2021-04-10 01:26:20.742653, cost_time=0:00:10.502170 2021-04-10 01:26:03,314 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=0.5194, top1-acc=82.29%, top5-acc=99.03%, remaining_time=0:00:17.368448, arrival_time=2021-04-10 01:26:20.683226, cost_time=0:00:11.978251 2021-04-10 01:26:04,798 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.94ms, fps=1726 images/s, loss=0.5169, top1-acc=82.38%, top5-acc=99.05%, remaining_time=0:00:15.854738, arrival_time=2021-04-10 01:26:20.652909, cost_time=0:00:13.461597 2021-04-10 01:26:06,300 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=2.51ms, fps=1705 images/s, loss=0.5163, top1-acc=82.37%, top5-acc=99.08%, remaining_time=0:00:14.365056, arrival_time=2021-04-10 01:26:20.665326, cost_time=0:00:14.963604 2021-04-10 01:26:07,783 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.91ms, fps=1727 images/s, loss=0.5161, top1-acc=82.37%, top5-acc=99.07%, remaining_time=0:00:12.858204, arrival_time=2021-04-10 01:26:20.641371, cost_time=0:00:16.446595 2021-04-10 01:26:09,278 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.60ms, fps=1713 images/s, loss=0.5164, top1-acc=82.35%, top5-acc=99.07%, remaining_time=0:00:11.362912, arrival_time=2021-04-10 01:26:20.640959, cost_time=0:00:17.941457 2021-04-10 01:26:10,757 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.5164, top1-acc=82.34%, top5-acc=99.08%, remaining_time=0:00:09.859608, arrival_time=2021-04-10 01:26:20.616608, cost_time=0:00:19.420422 2021-04-10 01:26:12,232 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.71ms, fps=1736 images/s, loss=0.5179, top1-acc=82.21%, top5-acc=99.09%, remaining_time=0:00:08.358280, arrival_time=2021-04-10 01:26:20.590558, cost_time=0:00:20.895693 2021-04-10 01:26:13,711 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.91ms, fps=1732 images/s, loss=0.5175, top1-acc=82.26%, top5-acc=99.10%, remaining_time=0:00:06.861544, arrival_time=2021-04-10 01:26:20.572659, cost_time=0:00:22.374591 2021-04-10 01:26:15,183 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.89ms, fps=1739 images/s, loss=0.5176, top1-acc=82.24%, top5-acc=99.10%, remaining_time=0:00:05.365620, arrival_time=2021-04-10 01:26:20.549327, cost_time=0:00:23.847134 2021-04-10 01:26:16,665 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.73ms, fps=1729 images/s, loss=0.5163, top1-acc=82.24%, top5-acc=99.12%, remaining_time=0:00:03.873766, arrival_time=2021-04-10 01:26:20.538754, cost_time=0:00:25.328410 2021-04-10 01:26:18,138 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.58ms, fps=1738 images/s, loss=0.5164, top1-acc=82.19%, top5-acc=99.14%, remaining_time=0:00:02.382400, arrival_time=2021-04-10 01:26:20.520950, cost_time=0:00:26.802026 2021-04-10 01:26:19,637 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.62ms, fps=1709 images/s, loss=0.5169, top1-acc=82.16%, top5-acc=99.14%, remaining_time=0:00:00.893700, arrival_time=2021-04-10 01:26:20.530851, cost_time=0:00:28.300487 2021-04-10 01:26:20,435 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.38ms, fps=1705 images/s, loss=0.5170, top1-acc=82.18%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:20.435426, cost_time=0:00:29.098904 2021-04-10 01:26:20,852 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=4.76ms, fps=6163 images/s, loss=0.7410, top1-acc=74.22%, top5-acc=98.55%, remaining_time=0:00:01.246050, arrival_time=2021-04-10 01:26:22.098292, cost_time=0:00:00.415353 2021-04-10 01:26:21,153 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.80ms, fps=8514 images/s, loss=0.7753, top1-acc=73.81%, top5-acc=98.65%, remaining_time=0:00:00.716520, arrival_time=2021-04-10 01:26:21.869889, cost_time=0:00:00.716530 2021-04-10 01:26:21,454 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.53ms, fps=8525 images/s, loss=0.7641, top1-acc=74.24%, top5-acc=98.57%, remaining_time=0:00:00.339050, arrival_time=2021-04-10 01:26:21.793049, cost_time=0:00:01.017151 2021-04-10 01:26:21,730 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=8407 images/s, loss=0.7501, top1-acc=74.67%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:21.730302, cost_time=0:00:01.293485 2021-04-10 01:26:21,786 INFO : Epoch=0008 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:38:25.649856, arrival_time=2021-04-10 03:04:47.436281, cost_time=0:04:06.068746 2021-04-10 01:26:21,787 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:26:23,537 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.88ms, fps=1463 images/s, loss=0.4971, top1-acc=82.77%, top5-acc=99.45%, remaining_time=0:00:32.538654, arrival_time=2021-04-10 01:26:56.075700, cost_time=0:00:01.749386 2021-04-10 01:26:25,016 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.38ms, fps=1732 images/s, loss=0.4870, top1-acc=82.89%, top5-acc=99.39%, remaining_time=0:00:28.413440, arrival_time=2021-04-10 01:26:53.429653, cost_time=0:00:03.228792 2021-04-10 01:26:26,488 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.60ms, fps=1740 images/s, loss=0.4864, top1-acc=82.83%, top5-acc=99.39%, remaining_time=0:00:26.011038, arrival_time=2021-04-10 01:26:52.499318, cost_time=0:00:04.700796 2021-04-10 01:26:27,963 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=2.30ms, fps=1736 images/s, loss=0.4807, top1-acc=83.23%, top5-acc=99.26%, remaining_time=0:00:24.086088, arrival_time=2021-04-10 01:26:52.049476, cost_time=0:00:06.175919 2021-04-10 01:26:29,442 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=0.4779, top1-acc=83.30%, top5-acc=99.27%, remaining_time=0:00:22.353914, arrival_time=2021-04-10 01:26:51.796848, cost_time=0:00:07.655429 2021-04-10 01:26:30,918 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=2.21ms, fps=1736 images/s, loss=0.4807, top1-acc=83.14%, top5-acc=99.23%, remaining_time=0:00:20.696888, arrival_time=2021-04-10 01:26:51.615297, cost_time=0:00:09.130971 2021-04-10 01:26:32,425 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.44ms, fps=1699 images/s, loss=0.4816, top1-acc=83.12%, top5-acc=99.24%, remaining_time=0:00:19.148850, arrival_time=2021-04-10 01:26:51.574511, cost_time=0:00:10.638241 2021-04-10 01:26:33,901 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=2.00ms, fps=1735 images/s, loss=0.4855, top1-acc=83.05%, top5-acc=99.18%, remaining_time=0:00:17.565300, arrival_time=2021-04-10 01:26:51.466704, cost_time=0:00:12.114002 2021-04-10 01:26:35,383 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.83ms, fps=1728 images/s, loss=0.4917, top1-acc=82.86%, top5-acc=99.12%, remaining_time=0:00:16.013208, arrival_time=2021-04-10 01:26:51.396709, cost_time=0:00:13.596091 2021-04-10 01:26:36,852 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.92ms, fps=1743 images/s, loss=0.4939, top1-acc=82.82%, top5-acc=99.13%, remaining_time=0:00:14.462592, arrival_time=2021-04-10 01:26:51.315255, cost_time=0:00:15.065182 2021-04-10 01:26:38,335 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.49ms, fps=1727 images/s, loss=0.4903, top1-acc=82.94%, top5-acc=99.12%, remaining_time=0:00:12.937582, arrival_time=2021-04-10 01:26:51.273152, cost_time=0:00:16.548075 2021-04-10 01:26:39,814 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.37ms, fps=1732 images/s, loss=0.4934, top1-acc=82.82%, top5-acc=99.10%, remaining_time=0:00:11.416948, arrival_time=2021-04-10 01:26:51.231093, cost_time=0:00:18.026714 2021-04-10 01:26:41,292 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.94ms, fps=1732 images/s, loss=0.4928, top1-acc=82.79%, top5-acc=99.10%, remaining_time=0:00:09.902640, arrival_time=2021-04-10 01:26:51.195219, cost_time=0:00:19.505165 2021-04-10 01:26:42,770 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.92ms, fps=1733 images/s, loss=0.4949, top1-acc=82.77%, top5-acc=99.10%, remaining_time=0:00:08.393000, arrival_time=2021-04-10 01:26:51.162972, cost_time=0:00:20.982569 2021-04-10 01:26:44,251 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.44ms, fps=1728 images/s, loss=0.4969, top1-acc=82.66%, top5-acc=99.10%, remaining_time=0:00:06.889006, arrival_time=2021-04-10 01:26:51.140576, cost_time=0:00:22.464113 2021-04-10 01:26:45,721 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.89ms, fps=1742 images/s, loss=0.4989, top1-acc=82.58%, top5-acc=99.08%, remaining_time=0:00:05.385204, arrival_time=2021-04-10 01:26:51.106835, cost_time=0:00:23.934182 2021-04-10 01:26:47,206 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.27ms, fps=1724 images/s, loss=0.4992, top1-acc=82.57%, top5-acc=99.09%, remaining_time=0:00:03.887676, arrival_time=2021-04-10 01:26:51.094482, cost_time=0:00:25.419396 2021-04-10 01:26:48,688 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.4981, top1-acc=82.62%, top5-acc=99.11%, remaining_time=0:00:02.391216, arrival_time=2021-04-10 01:26:51.079832, cost_time=0:00:26.901198 2021-04-10 01:26:50,173 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.42ms, fps=1725 images/s, loss=0.4978, top1-acc=82.61%, top5-acc=99.13%, remaining_time=0:00:00.896400, arrival_time=2021-04-10 01:26:51.069729, cost_time=0:00:28.385928 2021-04-10 01:26:50,991 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.61ms, fps=1664 images/s, loss=0.4975, top1-acc=82.70%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:50.991121, cost_time=0:00:29.203596 2021-04-10 01:26:51,407 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.49ms, fps=6180 images/s, loss=0.9257, top1-acc=71.29%, top5-acc=98.36%, remaining_time=0:00:01.242570, arrival_time=2021-04-10 01:26:52.650222, cost_time=0:00:00.414193 2021-04-10 01:26:51,744 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.45ms, fps=7609 images/s, loss=0.9096, top1-acc=71.62%, top5-acc=98.50%, remaining_time=0:00:00.751200, arrival_time=2021-04-10 01:26:52.495864, cost_time=0:00:00.751193 2021-04-10 01:26:52,054 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=2.05ms, fps=8293 images/s, loss=0.9173, top1-acc=71.34%, top5-acc=98.37%, remaining_time=0:00:00.353490, arrival_time=2021-04-10 01:26:52.407443, cost_time=0:00:01.060465 2021-04-10 01:26:52,335 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=8247 images/s, loss=0.9356, top1-acc=71.01%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:52.335858, cost_time=0:00:01.342452 2021-04-10 01:26:52,390 INFO : Epoch=0009 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:37:51.615040, arrival_time=2021-04-10 03:04:44.005689, cost_time=0:04:36.672960 2021-04-10 01:26:52,391 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:26:54,130 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=2.10ms, fps=1472 images/s, loss=0.5020, top1-acc=82.70%, top5-acc=99.37%, remaining_time=0:00:32.345958, arrival_time=2021-04-10 01:27:26.476797, cost_time=0:00:01.739030 2021-04-10 01:26:55,616 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=2.12ms, fps=1724 images/s, loss=0.4863, top1-acc=83.09%, top5-acc=99.34%, remaining_time=0:00:28.375248, arrival_time=2021-04-10 01:27:23.991477, cost_time=0:00:03.224469 2021-04-10 01:26:57,091 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.65ms, fps=1737 images/s, loss=0.4820, top1-acc=83.15%, top5-acc=99.39%, remaining_time=0:00:26.002572, arrival_time=2021-04-10 01:27:23.093542, cost_time=0:00:04.699275 2021-04-10 01:26:58,570 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.74ms, fps=1731 images/s, loss=0.4727, top1-acc=83.47%, top5-acc=99.35%, remaining_time=0:00:24.095292, arrival_time=2021-04-10 01:27:22.665354, cost_time=0:00:06.178294 2021-04-10 01:27:00,043 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.92ms, fps=1738 images/s, loss=0.4671, top1-acc=83.59%, top5-acc=99.31%, remaining_time=0:00:22.343256, arrival_time=2021-04-10 01:27:22.386746, cost_time=0:00:07.651780 2021-04-10 01:27:01,521 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.77ms, fps=1733 images/s, loss=0.4641, top1-acc=83.73%, top5-acc=99.25%, remaining_time=0:00:20.693896, arrival_time=2021-04-10 01:27:22.215230, cost_time=0:00:09.129634 2021-04-10 01:27:03,008 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.67ms, fps=1722 images/s, loss=0.4673, top1-acc=83.62%, top5-acc=99.24%, remaining_time=0:00:19.110672, arrival_time=2021-04-10 01:27:22.119469, cost_time=0:00:10.617024 2021-04-10 01:27:04,487 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.94ms, fps=1732 images/s, loss=0.4691, top1-acc=83.58%, top5-acc=99.22%, remaining_time=0:00:17.538272, arrival_time=2021-04-10 01:27:22.025429, cost_time=0:00:12.095334 2021-04-10 01:27:05,972 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.51ms, fps=1725 images/s, loss=0.4700, top1-acc=83.61%, top5-acc=99.24%, remaining_time=0:00:15.994658, arrival_time=2021-04-10 01:27:21.966810, cost_time=0:00:13.580384 2021-04-10 01:27:07,448 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.46ms, fps=1735 images/s, loss=0.4717, top1-acc=83.61%, top5-acc=99.24%, remaining_time=0:00:14.454336, arrival_time=2021-04-10 01:27:21.902641, cost_time=0:00:15.056606 2021-04-10 01:27:08,922 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.48ms, fps=1737 images/s, loss=0.4726, top1-acc=83.62%, top5-acc=99.22%, remaining_time=0:00:12.923822, arrival_time=2021-04-10 01:27:21.846134, cost_time=0:00:16.530481 2021-04-10 01:27:10,402 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.95ms, fps=1730 images/s, loss=0.4715, top1-acc=83.59%, top5-acc=99.24%, remaining_time=0:00:11.406916, arrival_time=2021-04-10 01:27:21.809614, cost_time=0:00:18.010977 2021-04-10 01:27:11,881 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.91ms, fps=1732 images/s, loss=0.4724, top1-acc=83.59%, top5-acc=99.25%, remaining_time=0:00:09.894720, arrival_time=2021-04-10 01:27:21.776103, cost_time=0:00:19.489658 2021-04-10 01:27:13,356 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.4719, top1-acc=83.68%, top5-acc=99.27%, remaining_time=0:00:08.385720, arrival_time=2021-04-10 01:27:21.741701, cost_time=0:00:20.964235 2021-04-10 01:27:14,824 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.48ms, fps=1744 images/s, loss=0.4743, top1-acc=83.63%, top5-acc=99.24%, remaining_time=0:00:06.879484, arrival_time=2021-04-10 01:27:21.704365, cost_time=0:00:22.433062 2021-04-10 01:27:16,316 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=2.18ms, fps=1717 images/s, loss=0.4747, top1-acc=83.62%, top5-acc=99.25%, remaining_time=0:00:05.382972, arrival_time=2021-04-10 01:27:21.699124, cost_time=0:00:23.924358 2021-04-10 01:27:17,795 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.4759, top1-acc=83.59%, top5-acc=99.23%, remaining_time=0:00:03.885310, arrival_time=2021-04-10 01:27:21.680977, cost_time=0:00:25.403898 2021-04-10 01:27:19,280 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.95ms, fps=1725 images/s, loss=0.4737, top1-acc=83.65%, top5-acc=99.25%, remaining_time=0:00:02.390096, arrival_time=2021-04-10 01:27:21.670518, cost_time=0:00:26.888664 2021-04-10 01:27:20,767 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.29ms, fps=1723 images/s, loss=0.4737, top1-acc=83.63%, top5-acc=99.24%, remaining_time=0:00:00.896064, arrival_time=2021-04-10 01:27:21.663118, cost_time=0:00:28.375360 2021-04-10 01:27:21,570 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.32ms, fps=1693 images/s, loss=0.4737, top1-acc=83.61%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:21.570779, cost_time=0:00:29.179031 2021-04-10 01:27:21,980 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.32ms, fps=6267 images/s, loss=1.0523, top1-acc=71.41%, top5-acc=96.09%, remaining_time=0:00:01.225320, arrival_time=2021-04-10 01:27:23.206063, cost_time=0:00:00.408444 2021-04-10 01:27:22,279 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.83ms, fps=8574 images/s, loss=1.0317, top1-acc=71.35%, top5-acc=96.39%, remaining_time=0:00:00.707660, arrival_time=2021-04-10 01:27:22.987579, cost_time=0:00:00.707654 2021-04-10 01:27:22,578 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=2.05ms, fps=8581 images/s, loss=1.0205, top1-acc=71.28%, top5-acc=96.43%, remaining_time=0:00:00.335490, arrival_time=2021-04-10 01:27:22.914234, cost_time=0:00:01.006483 2021-04-10 01:27:22,856 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=8362 images/s, loss=1.0105, top1-acc=71.58%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:22.856662, cost_time=0:00:01.284446 2021-04-10 01:27:22,911 INFO : Epoch=0010 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:37:16.689230, arrival_time=2021-04-10 03:04:39.601082, cost_time=0:05:07.194169 2021-04-10 01:27:22,912 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:27:24,603 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.23ms, fps=1514 images/s, loss=0.4808, top1-acc=83.24%, top5-acc=99.10%, remaining_time=0:00:31.450554, arrival_time=2021-04-10 01:27:56.054347, cost_time=0:00:01.690887 2021-04-10 01:27:26,092 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.29ms, fps=1720 images/s, loss=0.4708, top1-acc=83.40%, top5-acc=99.34%, remaining_time=0:00:27.982592, arrival_time=2021-04-10 01:27:54.075341, cost_time=0:00:03.179843 2021-04-10 01:27:27,580 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.83ms, fps=1722 images/s, loss=0.4662, top1-acc=83.61%, top5-acc=99.41%, remaining_time=0:00:25.825284, arrival_time=2021-04-10 01:27:53.405419, cost_time=0:00:04.667226 2021-04-10 01:27:29,051 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.46ms, fps=1741 images/s, loss=0.4675, top1-acc=83.54%, top5-acc=99.37%, remaining_time=0:00:23.940228, arrival_time=2021-04-10 01:27:52.991607, cost_time=0:00:06.138502 2021-04-10 01:27:30,530 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.98ms, fps=1731 images/s, loss=0.4586, top1-acc=83.98%, top5-acc=99.40%, remaining_time=0:00:22.244414, arrival_time=2021-04-10 01:27:52.775280, cost_time=0:00:07.617927 2021-04-10 01:27:32,009 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.41ms, fps=1732 images/s, loss=0.4566, top1-acc=84.17%, top5-acc=99.39%, remaining_time=0:00:20.618552, arrival_time=2021-04-10 01:27:52.627845, cost_time=0:00:09.096417 2021-04-10 01:27:33,488 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.90ms, fps=1731 images/s, loss=0.4535, top1-acc=84.31%, top5-acc=99.36%, remaining_time=0:00:19.036584, arrival_time=2021-04-10 01:27:52.525334, cost_time=0:00:10.575867 2021-04-10 01:27:34,969 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.50ms, fps=1729 images/s, loss=0.4540, top1-acc=84.34%, top5-acc=99.33%, remaining_time=0:00:17.482592, arrival_time=2021-04-10 01:27:52.452467, cost_time=0:00:12.056950 2021-04-10 01:27:36,451 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.46ms, fps=1729 images/s, loss=0.4544, top1-acc=84.30%, top5-acc=99.32%, remaining_time=0:00:15.945368, arrival_time=2021-04-10 01:27:52.396806, cost_time=0:00:13.538533 2021-04-10 01:27:37,930 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=0.4524, top1-acc=84.40%, top5-acc=99.32%, remaining_time=0:00:14.416512, arrival_time=2021-04-10 01:27:52.346558, cost_time=0:00:15.017179 2021-04-10 01:27:39,406 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=2.02ms, fps=1734 images/s, loss=0.4565, top1-acc=84.28%, top5-acc=99.31%, remaining_time=0:00:12.895098, arrival_time=2021-04-10 01:27:52.301697, cost_time=0:00:16.493734 2021-04-10 01:27:40,876 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.4556, top1-acc=84.26%, top5-acc=99.31%, remaining_time=0:00:11.377200, arrival_time=2021-04-10 01:27:52.254088, cost_time=0:00:17.964024 2021-04-10 01:27:42,355 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.4583, top1-acc=84.20%, top5-acc=99.28%, remaining_time=0:00:09.870696, arrival_time=2021-04-10 01:27:52.225801, cost_time=0:00:19.442240 2021-04-10 01:27:43,832 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.4587, top1-acc=84.22%, top5-acc=99.27%, remaining_time=0:00:08.367856, arrival_time=2021-04-10 01:27:52.200485, cost_time=0:00:20.919647 2021-04-10 01:27:45,304 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.63ms, fps=1740 images/s, loss=0.4594, top1-acc=84.16%, top5-acc=99.27%, remaining_time=0:00:06.866696, arrival_time=2021-04-10 01:27:52.170973, cost_time=0:00:22.391356 2021-04-10 01:27:46,791 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.58ms, fps=1723 images/s, loss=0.4566, top1-acc=84.24%, top5-acc=99.27%, remaining_time=0:00:05.372532, arrival_time=2021-04-10 01:27:52.163476, cost_time=0:00:23.877998 2021-04-10 01:27:48,277 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.64ms, fps=1723 images/s, loss=0.4561, top1-acc=84.28%, top5-acc=99.28%, remaining_time=0:00:03.879330, arrival_time=2021-04-10 01:27:52.156964, cost_time=0:00:25.364772 2021-04-10 01:27:49,767 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.50ms, fps=1719 images/s, loss=0.4563, top1-acc=84.32%, top5-acc=99.28%, remaining_time=0:00:02.387056, arrival_time=2021-04-10 01:27:52.154455, cost_time=0:00:26.854324 2021-04-10 01:27:51,254 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.68ms, fps=1723 images/s, loss=0.4570, top1-acc=84.27%, top5-acc=99.28%, remaining_time=0:00:00.894990, arrival_time=2021-04-10 01:27:52.149194, cost_time=0:00:28.341307 2021-04-10 01:27:52,076 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.37ms, fps=1656 images/s, loss=0.4579, top1-acc=84.24%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:52.076284, cost_time=0:00:29.163271 2021-04-10 01:27:52,491 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.42ms, fps=6201 images/s, loss=1.0378, top1-acc=69.69%, top5-acc=96.45%, remaining_time=0:00:01.238520, arrival_time=2021-04-10 01:27:53.729757, cost_time=0:00:00.412837 2021-04-10 01:27:52,790 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.49ms, fps=8561 images/s, loss=1.0442, top1-acc=69.51%, top5-acc=96.52%, remaining_time=0:00:00.712440, arrival_time=2021-04-10 01:27:53.503201, cost_time=0:00:00.712442 2021-04-10 01:27:53,101 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.61ms, fps=8236 images/s, loss=1.0225, top1-acc=70.03%, top5-acc=96.65%, remaining_time=0:00:00.341220, arrival_time=2021-04-10 01:27:53.443171, cost_time=0:00:01.023645 2021-04-10 01:27:53,382 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.12ms, fps=8278 images/s, loss=1.0421, top1-acc=70.20%, top5-acc=96.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:53.382679, cost_time=0:00:01.304267 2021-04-10 01:27:53,463 INFO : Epoch=0011 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:36:43.082271, arrival_time=2021-04-10 03:04:36.545499, cost_time=0:05:37.745525 2021-04-10 01:27:53,464 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:27:55,196 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=2.00ms, fps=1478 images/s, loss=0.4513, top1-acc=84.41%, top5-acc=99.30%, remaining_time=0:00:32.214084, arrival_time=2021-04-10 01:28:27.410912, cost_time=0:00:01.731935 2021-04-10 01:27:56,676 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.13ms, fps=1731 images/s, loss=0.4433, top1-acc=84.71%, top5-acc=99.30%, remaining_time=0:00:28.260848, arrival_time=2021-04-10 01:28:24.937176, cost_time=0:00:03.211451 2021-04-10 01:27:58,155 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.70ms, fps=1731 images/s, loss=0.4384, top1-acc=84.84%, top5-acc=99.36%, remaining_time=0:00:25.955760, arrival_time=2021-04-10 01:28:24.111414, cost_time=0:00:04.690812 2021-04-10 01:27:59,639 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=5.28ms, fps=1726 images/s, loss=0.4328, top1-acc=85.06%, top5-acc=99.44%, remaining_time=0:00:24.080472, arrival_time=2021-04-10 01:28:23.719883, cost_time=0:00:06.174476 2021-04-10 01:28:01,129 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=2.38ms, fps=1719 images/s, loss=0.4380, top1-acc=84.90%, top5-acc=99.45%, remaining_time=0:00:22.380486, arrival_time=2021-04-10 01:28:23.509899, cost_time=0:00:07.664545 2021-04-10 01:28:02,636 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.52ms, fps=1700 images/s, loss=0.4387, top1-acc=84.88%, top5-acc=99.47%, remaining_time=0:00:20.788280, arrival_time=2021-04-10 01:28:23.424521, cost_time=0:00:09.171302 2021-04-10 01:28:04,130 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=2.03ms, fps=1715 images/s, loss=0.4401, top1-acc=84.89%, top5-acc=99.46%, remaining_time=0:00:19.197612, arrival_time=2021-04-10 01:28:23.327832, cost_time=0:00:10.665310 2021-04-10 01:28:05,665 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.91ms, fps=1668 images/s, loss=0.4382, top1-acc=84.98%, top5-acc=99.45%, remaining_time=0:00:17.690580, arrival_time=2021-04-10 01:28:23.355772, cost_time=0:00:12.200387 2021-04-10 01:28:07,154 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.90ms, fps=1719 images/s, loss=0.4349, top1-acc=85.10%, top5-acc=99.46%, remaining_time=0:00:16.123660, arrival_time=2021-04-10 01:28:23.278517, cost_time=0:00:13.689932 2021-04-10 01:28:08,631 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.4373, top1-acc=85.05%, top5-acc=99.45%, remaining_time=0:00:14.559456, arrival_time=2021-04-10 01:28:23.190419, cost_time=0:00:15.166137 2021-04-10 01:28:10,109 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.14ms, fps=1732 images/s, loss=0.4388, top1-acc=85.00%, top5-acc=99.41%, remaining_time=0:00:13.012918, arrival_time=2021-04-10 01:28:23.122157, cost_time=0:00:16.644437 2021-04-10 01:28:11,588 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.4386, top1-acc=85.06%, top5-acc=99.40%, remaining_time=0:00:11.478280, arrival_time=2021-04-10 01:28:23.066728, cost_time=0:00:18.123652 2021-04-10 01:28:13,065 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.84ms, fps=1734 images/s, loss=0.4375, top1-acc=84.99%, top5-acc=99.39%, remaining_time=0:00:09.950886, arrival_time=2021-04-10 01:28:23.015924, cost_time=0:00:19.600228 2021-04-10 01:28:14,539 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.4356, top1-acc=85.06%, top5-acc=99.40%, remaining_time=0:00:08.430016, arrival_time=2021-04-10 01:28:22.969951, cost_time=0:00:21.075084 2021-04-10 01:28:16,017 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=17.53ms, fps=1733 images/s, loss=0.4375, top1-acc=84.97%, top5-acc=99.36%, remaining_time=0:00:06.916146, arrival_time=2021-04-10 01:28:22.933559, cost_time=0:00:22.552578 2021-04-10 01:28:17,507 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.75ms, fps=1718 images/s, loss=0.4374, top1-acc=84.98%, top5-acc=99.37%, remaining_time=0:00:05.409648, arrival_time=2021-04-10 01:28:22.917423, cost_time=0:00:24.042852 2021-04-10 01:28:18,987 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=0.4388, top1-acc=84.93%, top5-acc=99.37%, remaining_time=0:00:03.903510, arrival_time=2021-04-10 01:28:22.891320, cost_time=0:00:25.522980 2021-04-10 01:28:20,474 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.45ms, fps=1723 images/s, loss=0.4391, top1-acc=84.96%, top5-acc=99.36%, remaining_time=0:00:02.400848, arrival_time=2021-04-10 01:28:22.875257, cost_time=0:00:27.009525 2021-04-10 01:28:21,955 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.39ms, fps=1729 images/s, loss=0.4403, top1-acc=84.98%, top5-acc=99.35%, remaining_time=0:00:00.899700, arrival_time=2021-04-10 01:28:22.854978, cost_time=0:00:28.490441 2021-04-10 01:28:22,754 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.28ms, fps=1703 images/s, loss=0.4402, top1-acc=85.00%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:22.754528, cost_time=0:00:29.289734 2021-04-10 01:28:23,161 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.40ms, fps=6311 images/s, loss=1.0308, top1-acc=68.32%, top5-acc=97.85%, remaining_time=0:00:01.216860, arrival_time=2021-04-10 01:28:24.378566, cost_time=0:00:00.405625 2021-04-10 01:28:23,467 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.42ms, fps=8378 images/s, loss=1.0455, top1-acc=68.24%, top5-acc=97.68%, remaining_time=0:00:00.711680, arrival_time=2021-04-10 01:28:24.179528, cost_time=0:00:00.711672 2021-04-10 01:28:23,781 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.43ms, fps=8192 images/s, loss=1.0629, top1-acc=68.11%, top5-acc=97.60%, remaining_time=0:00:00.341660, arrival_time=2021-04-10 01:28:24.122750, cost_time=0:00:01.024981 2021-04-10 01:28:24,096 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.21ms, fps=7376 images/s, loss=1.0841, top1-acc=67.96%, top5-acc=97.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:24.096246, cost_time=0:00:01.340074 2021-04-10 01:28:24,191 INFO : Epoch=0012 complete, best val top1-acc=76.28%, top5-acc=98.46% (epoch=5), remaining_time=1:36:12.760712, arrival_time=2021-04-10 03:04:36.952537, cost_time=0:06:08.474085 2021-04-10 01:28:24,193 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:28:25,886 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.77ms, fps=1513 images/s, loss=0.4400, top1-acc=84.53%, top5-acc=99.41%, remaining_time=0:00:31.476036, arrival_time=2021-04-10 01:28:57.362453, cost_time=0:00:01.692262 2021-04-10 01:28:27,375 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.57ms, fps=1720 images/s, loss=0.4371, top1-acc=84.96%, top5-acc=99.37%, remaining_time=0:00:28.000544, arrival_time=2021-04-10 01:28:55.376487, cost_time=0:00:03.181877 2021-04-10 01:28:28,854 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.11ms, fps=1733 images/s, loss=0.4429, top1-acc=84.75%, top5-acc=99.37%, remaining_time=0:00:25.784780, arrival_time=2021-04-10 01:28:54.638725, cost_time=0:00:04.659892 2021-04-10 01:28:30,327 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.88ms, fps=1738 images/s, loss=0.4332, top1-acc=85.03%, top5-acc=99.43%, remaining_time=0:00:23.921040, arrival_time=2021-04-10 01:28:54.248728, cost_time=0:00:06.133604 2021-04-10 01:28:31,805 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.4327, top1-acc=85.06%, top5-acc=99.43%, remaining_time=0:00:22.223390, arrival_time=2021-04-10 01:28:54.028287, cost_time=0:00:07.610744 2021-04-10 01:28:33,286 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.39ms, fps=1729 images/s, loss=0.4324, top1-acc=85.07%, top5-acc=99.46%, remaining_time=0:00:20.609304, arrival_time=2021-04-10 01:28:53.895723, cost_time=0:00:09.092337 2021-04-10 01:28:34,772 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.21ms, fps=1723 images/s, loss=0.4356, top1-acc=84.91%, top5-acc=99.43%, remaining_time=0:00:19.041624, arrival_time=2021-04-10 01:28:53.814347, cost_time=0:00:10.578656 2021-04-10 01:28:36,251 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.4342, top1-acc=84.93%, top5-acc=99.44%, remaining_time=0:00:17.483172, arrival_time=2021-04-10 01:28:53.734567, cost_time=0:00:12.057377 2021-04-10 01:28:37,724 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.34ms, fps=1738 images/s, loss=0.4364, top1-acc=84.82%, top5-acc=99.43%, remaining_time=0:00:15.936146, arrival_time=2021-04-10 01:28:53.660836, cost_time=0:00:13.530675 2021-04-10 01:28:39,200 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.83ms, fps=1735 images/s, loss=0.4351, top1-acc=84.86%, top5-acc=99.43%, remaining_time=0:00:14.406144, arrival_time=2021-04-10 01:28:53.606692, cost_time=0:00:15.006408 2021-04-10 01:28:40,677 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.72ms, fps=1734 images/s, loss=0.4353, top1-acc=84.84%, top5-acc=99.42%, remaining_time=0:00:12.887014, arrival_time=2021-04-10 01:28:53.564548, cost_time=0:00:16.483441 2021-04-10 01:28:42,160 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.12ms, fps=1728 images/s, loss=0.4324, top1-acc=84.94%, top5-acc=99.42%, remaining_time=0:00:11.378416, arrival_time=2021-04-10 01:28:53.538449, cost_time=0:00:17.965955 2021-04-10 01:28:43,663 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.06ms, fps=1704 images/s, loss=0.4328, top1-acc=84.91%, top5-acc=99.42%, remaining_time=0:00:09.884358, arrival_time=2021-04-10 01:28:53.547564, cost_time=0:00:19.469190 2021-04-10 01:28:45,137 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.98ms, fps=1737 images/s, loss=0.4338, top1-acc=84.90%, top5-acc=99.41%, remaining_time=0:00:08.377320, arrival_time=2021-04-10 01:28:53.514608, cost_time=0:00:20.943268 2021-04-10 01:28:46,637 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.17ms, fps=1707 images/s, loss=0.4337, top1-acc=84.90%, top5-acc=99.41%, remaining_time=0:00:06.882566, arrival_time=2021-04-10 01:28:53.519786, cost_time=0:00:22.443155 2021-04-10 01:28:48,115 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.4306, top1-acc=85.01%, top5-acc=99.42%, remaining_time=0:00:05.382216, arrival_time=2021-04-10 01:28:53.497180, cost_time=0:00:23.920899 2021-04-10 01:28:49,599 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.05ms, fps=1725 images/s, loss=0.4302, top1-acc=85.03%, top5-acc=99.42%, remaining_time=0:00:03.885544, arrival_time=2021-04-10 01:28:53.485122, cost_time=0:00:25.405507 2021-04-10 01:28:51,090 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.83ms, fps=1718 images/s, loss=0.4302, top1-acc=85.03%, top5-acc=99.42%, remaining_time=0:00:02.390832, arrival_time=2021-04-10 01:28:53.481766, cost_time=0:00:26.896916 2021-04-10 01:28:52,579 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.35ms, fps=1720 images/s, loss=0.4301, top1-acc=85.06%, top5-acc=99.42%, remaining_time=0:00:00.896394, arrival_time=2021-04-10 01:28:53.476228, cost_time=0:00:28.385716 2021-04-10 01:28:53,381 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.52ms, fps=1698 images/s, loss=0.4305, top1-acc=85.07%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:53.381726, cost_time=0:00:29.187666 2021-04-10 01:28:53,805 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.19ms, fps=6071 images/s, loss=0.6173, top1-acc=79.88%, top5-acc=98.55%, remaining_time=0:00:01.264920, arrival_time=2021-04-10 01:28:55.070530, cost_time=0:00:00.421645 2021-04-10 01:28:54,109 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.95ms, fps=8442 images/s, loss=0.6152, top1-acc=79.77%, top5-acc=98.55%, remaining_time=0:00:00.725380, arrival_time=2021-04-10 01:28:54.834743, cost_time=0:00:00.725385 2021-04-10 01:28:54,413 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=2.43ms, fps=8446 images/s, loss=0.6180, top1-acc=79.58%, top5-acc=98.70%, remaining_time=0:00:00.343010, arrival_time=2021-04-10 01:28:54.756046, cost_time=0:00:01.029041 2021-04-10 01:28:54,694 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=8274 images/s, loss=0.6280, top1-acc=79.51%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:54.693964, cost_time=0:00:01.310063 2021-04-10 01:28:54,801 INFO : Epoch=0013 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:35:40.672421, arrival_time=2021-04-10 03:04:35.474292, cost_time=0:06:39.084177 2021-04-10 01:28:54,802 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:28:56,491 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.05ms, fps=1516 images/s, loss=0.4163, top1-acc=85.66%, top5-acc=99.41%, remaining_time=0:00:31.398474, arrival_time=2021-04-10 01:29:27.889515, cost_time=0:00:01.688086 2021-04-10 01:28:57,977 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.41ms, fps=1722 images/s, loss=0.4252, top1-acc=85.51%, top5-acc=99.43%, remaining_time=0:00:27.938944, arrival_time=2021-04-10 01:29:25.916748, cost_time=0:00:03.174876 2021-04-10 01:28:59,454 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.4226, top1-acc=85.39%, top5-acc=99.41%, remaining_time=0:00:25.740458, arrival_time=2021-04-10 01:29:25.195327, cost_time=0:00:04.651878 2021-04-10 01:29:00,931 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.25ms, fps=1734 images/s, loss=0.4192, top1-acc=85.58%, top5-acc=99.38%, remaining_time=0:00:23.902008, arrival_time=2021-04-10 01:29:24.833754, cost_time=0:00:06.128734 2021-04-10 01:29:02,410 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.75ms, fps=1732 images/s, loss=0.4134, top1-acc=85.86%, top5-acc=99.41%, remaining_time=0:00:22.214338, arrival_time=2021-04-10 01:29:24.624959, cost_time=0:00:07.607663 2021-04-10 01:29:03,881 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.86ms, fps=1741 images/s, loss=0.4158, top1-acc=85.77%, top5-acc=99.42%, remaining_time=0:00:20.578976, arrival_time=2021-04-10 01:29:24.460894, cost_time=0:00:09.078935 2021-04-10 01:29:05,371 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.49ms, fps=1720 images/s, loss=0.4183, top1-acc=85.70%, top5-acc=99.41%, remaining_time=0:00:19.022220, arrival_time=2021-04-10 01:29:24.393172, cost_time=0:00:10.567922 2021-04-10 01:29:06,850 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.59ms, fps=1731 images/s, loss=0.4230, top1-acc=85.44%, top5-acc=99.39%, remaining_time=0:00:17.468440, arrival_time=2021-04-10 01:29:24.318578, cost_time=0:00:12.047209 2021-04-10 01:29:08,331 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.74ms, fps=1729 images/s, loss=0.4230, top1-acc=85.42%, top5-acc=99.41%, remaining_time=0:00:15.933072, arrival_time=2021-04-10 01:29:24.264163, cost_time=0:00:13.528117 2021-04-10 01:29:09,808 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.25ms, fps=1733 images/s, loss=0.4216, top1-acc=85.57%, top5-acc=99.41%, remaining_time=0:00:14.405376, arrival_time=2021-04-10 01:29:24.213922, cost_time=0:00:15.005609 2021-04-10 01:29:11,285 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.69ms, fps=1734 images/s, loss=0.4215, top1-acc=85.64%, top5-acc=99.40%, remaining_time=0:00:12.886326, arrival_time=2021-04-10 01:29:24.171932, cost_time=0:00:16.482559 2021-04-10 01:29:12,761 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=0.4198, top1-acc=85.66%, top5-acc=99.41%, remaining_time=0:00:11.373476, arrival_time=2021-04-10 01:29:24.134581, cost_time=0:00:17.958143 2021-04-10 01:29:14,238 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.4189, top1-acc=85.67%, top5-acc=99.42%, remaining_time=0:00:09.867264, arrival_time=2021-04-10 01:29:24.105785, cost_time=0:00:19.435526 2021-04-10 01:29:15,743 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.00ms, fps=1702 images/s, loss=0.4172, top1-acc=85.74%, top5-acc=99.43%, remaining_time=0:00:08.376144, arrival_time=2021-04-10 01:29:24.119501, cost_time=0:00:20.940386 2021-04-10 01:29:17,226 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=0.4154, top1-acc=85.85%, top5-acc=99.43%, remaining_time=0:00:06.876494, arrival_time=2021-04-10 01:29:24.102875, cost_time=0:00:22.423359 2021-04-10 01:29:18,709 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.41ms, fps=1727 images/s, loss=0.4168, top1-acc=85.84%, top5-acc=99.42%, remaining_time=0:00:05.378976, arrival_time=2021-04-10 01:29:24.088499, cost_time=0:00:23.906513 2021-04-10 01:29:20,189 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.10ms, fps=1730 images/s, loss=0.4155, top1-acc=85.84%, top5-acc=99.41%, remaining_time=0:00:03.882684, arrival_time=2021-04-10 01:29:24.072373, cost_time=0:00:25.386723 2021-04-10 01:29:21,670 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.64ms, fps=1730 images/s, loss=0.4145, top1-acc=85.89%, top5-acc=99.42%, remaining_time=0:00:02.388160, arrival_time=2021-04-10 01:29:24.058103, cost_time=0:00:26.866885 2021-04-10 01:29:23,173 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.75ms, fps=1704 images/s, loss=0.4141, top1-acc=85.89%, top5-acc=99.43%, remaining_time=0:00:00.895896, arrival_time=2021-04-10 01:29:24.068954, cost_time=0:00:28.370015 2021-04-10 01:29:23,980 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.43ms, fps=1687 images/s, loss=0.4138, top1-acc=85.89%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:23.980271, cost_time=0:00:29.177360 2021-04-10 01:29:24,396 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.58ms, fps=6174 images/s, loss=0.6472, top1-acc=79.18%, top5-acc=98.79%, remaining_time=0:00:01.243830, arrival_time=2021-04-10 01:29:25.640286, cost_time=0:00:00.414610 2021-04-10 01:29:24,708 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=2.01ms, fps=8217 images/s, loss=0.6798, top1-acc=78.28%, top5-acc=98.67%, remaining_time=0:00:00.726840, arrival_time=2021-04-10 01:29:25.435593, cost_time=0:00:00.726838 2021-04-10 01:29:25,010 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.65ms, fps=8511 images/s, loss=0.6893, top1-acc=77.92%, top5-acc=98.59%, remaining_time=0:00:00.342820, arrival_time=2021-04-10 01:29:25.353056, cost_time=0:00:01.028463 2021-04-10 01:29:25,291 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=8254 images/s, loss=0.6896, top1-acc=77.80%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:25.291682, cost_time=0:00:01.309934 2021-04-10 01:29:25,346 INFO : Epoch=0014 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:35:07.923732, arrival_time=2021-04-10 03:04:33.270082, cost_time=0:07:09.628663 2021-04-10 01:29:25,347 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:29:27,011 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=2.10ms, fps=1539 images/s, loss=0.4464, top1-acc=85.08%, top5-acc=99.45%, remaining_time=0:00:30.942588, arrival_time=2021-04-10 01:29:57.953618, cost_time=0:00:01.663583 2021-04-10 01:29:28,498 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.83ms, fps=1722 images/s, loss=0.4143, top1-acc=85.84%, top5-acc=99.51%, remaining_time=0:00:27.731088, arrival_time=2021-04-10 01:29:56.229873, cost_time=0:00:03.151264 2021-04-10 01:29:29,975 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.96ms, fps=1735 images/s, loss=0.4084, top1-acc=85.95%, top5-acc=99.51%, remaining_time=0:00:25.607824, arrival_time=2021-04-10 01:29:55.583160, cost_time=0:00:04.627912 2021-04-10 01:29:31,457 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.04ms, fps=1728 images/s, loss=0.4136, top1-acc=85.88%, top5-acc=99.43%, remaining_time=0:00:23.828376, arrival_time=2021-04-10 01:29:55.285560, cost_time=0:00:06.109820 2021-04-10 01:29:32,929 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.46ms, fps=1740 images/s, loss=0.4056, top1-acc=86.08%, top5-acc=99.48%, remaining_time=0:00:22.138856, arrival_time=2021-04-10 01:29:55.068168, cost_time=0:00:07.581818 2021-04-10 01:29:34,417 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.40ms, fps=1721 images/s, loss=0.4034, top1-acc=86.15%, top5-acc=99.45%, remaining_time=0:00:20.559120, arrival_time=2021-04-10 01:29:54.976718, cost_time=0:00:09.070173 2021-04-10 01:29:35,914 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.36ms, fps=1711 images/s, loss=0.4110, top1-acc=85.85%, top5-acc=99.41%, remaining_time=0:00:19.020078, arrival_time=2021-04-10 01:29:54.934290, cost_time=0:00:10.566734 2021-04-10 01:29:37,395 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.92ms, fps=1730 images/s, loss=0.4119, top1-acc=85.73%, top5-acc=99.41%, remaining_time=0:00:17.468904, arrival_time=2021-04-10 01:29:54.863840, cost_time=0:00:12.047499 2021-04-10 01:29:38,874 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.4129, top1-acc=85.75%, top5-acc=99.40%, remaining_time=0:00:15.931694, arrival_time=2021-04-10 01:29:54.806149, cost_time=0:00:13.526921 2021-04-10 01:29:40,354 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.66ms, fps=1730 images/s, loss=0.4118, top1-acc=85.77%, top5-acc=99.40%, remaining_time=0:00:14.406912, arrival_time=2021-04-10 01:29:54.761551, cost_time=0:00:15.007229 2021-04-10 01:29:41,833 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.73ms, fps=1732 images/s, loss=0.4098, top1-acc=85.82%, top5-acc=99.41%, remaining_time=0:00:12.888820, arrival_time=2021-04-10 01:29:54.721956, cost_time=0:00:16.485678 2021-04-10 01:29:43,319 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.59ms, fps=1724 images/s, loss=0.4103, top1-acc=85.78%, top5-acc=99.37%, remaining_time=0:00:11.381912, arrival_time=2021-04-10 01:29:54.700853, cost_time=0:00:17.971490 2021-04-10 01:29:44,798 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.15ms, fps=1731 images/s, loss=0.4094, top1-acc=85.76%, top5-acc=99.38%, remaining_time=0:00:09.875184, arrival_time=2021-04-10 01:29:54.673702, cost_time=0:00:19.451146 2021-04-10 01:29:46,275 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.4090, top1-acc=85.78%, top5-acc=99.39%, remaining_time=0:00:08.371048, arrival_time=2021-04-10 01:29:54.646032, cost_time=0:00:20.927578 2021-04-10 01:29:47,752 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.4090, top1-acc=85.83%, top5-acc=99.39%, remaining_time=0:00:06.870974, arrival_time=2021-04-10 01:29:54.623766, cost_time=0:00:22.405364 2021-04-10 01:29:49,230 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.05ms, fps=1733 images/s, loss=0.4122, top1-acc=85.77%, top5-acc=99.38%, remaining_time=0:00:05.373720, arrival_time=2021-04-10 01:29:54.604360, cost_time=0:00:23.883219 2021-04-10 01:29:50,715 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.53ms, fps=1725 images/s, loss=0.4128, top1-acc=85.75%, top5-acc=99.40%, remaining_time=0:00:03.879746, arrival_time=2021-04-10 01:29:54.594734, cost_time=0:00:25.367595 2021-04-10 01:29:52,186 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.60ms, fps=1741 images/s, loss=0.4126, top1-acc=85.78%, top5-acc=99.39%, remaining_time=0:00:02.385680, arrival_time=2021-04-10 01:29:54.572053, cost_time=0:00:26.838939 2021-04-10 01:29:53,667 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.4128, top1-acc=85.79%, top5-acc=99.39%, remaining_time=0:00:00.894330, arrival_time=2021-04-10 01:29:54.562167, cost_time=0:00:28.320429 2021-04-10 01:29:54,474 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.59ms, fps=1688 images/s, loss=0.4127, top1-acc=85.84%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:54.474212, cost_time=0:00:29.126810 2021-04-10 01:29:54,885 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=4.73ms, fps=6254 images/s, loss=0.7579, top1-acc=76.99%, top5-acc=99.06%, remaining_time=0:00:01.227900, arrival_time=2021-04-10 01:29:56.113641, cost_time=0:00:00.409301 2021-04-10 01:29:55,193 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=2.36ms, fps=8334 images/s, loss=0.7559, top1-acc=76.87%, top5-acc=98.98%, remaining_time=0:00:00.716980, arrival_time=2021-04-10 01:29:55.910408, cost_time=0:00:00.716989 2021-04-10 01:29:55,499 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=4.11ms, fps=8375 images/s, loss=0.7608, top1-acc=76.97%, top5-acc=98.96%, remaining_time=0:00:00.341060, arrival_time=2021-04-10 01:29:55.840685, cost_time=0:00:01.023185 2021-04-10 01:29:55,784 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.09ms, fps=8148 images/s, loss=0.7861, top1-acc=76.16%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:55.784837, cost_time=0:00:01.308428 2021-04-10 01:29:55,868 INFO : Epoch=0015 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:34:35.193940, arrival_time=2021-04-10 03:04:31.062542, cost_time=0:07:40.150859 2021-04-10 01:29:55,870 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:29:57,553 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.54ms, fps=1521 images/s, loss=0.3668, top1-acc=87.27%, top5-acc=99.41%, remaining_time=0:00:31.300266, arrival_time=2021-04-10 01:30:28.853866, cost_time=0:00:01.682807 2021-04-10 01:29:59,035 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.45ms, fps=1728 images/s, loss=0.3734, top1-acc=86.93%, top5-acc=99.41%, remaining_time=0:00:27.849712, arrival_time=2021-04-10 01:30:26.885292, cost_time=0:00:03.164732 2021-04-10 01:30:00,523 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=14.04ms, fps=1722 images/s, loss=0.3708, top1-acc=87.12%, top5-acc=99.40%, remaining_time=0:00:25.743280, arrival_time=2021-04-10 01:30:26.266438, cost_time=0:00:04.652415 2021-04-10 01:30:02,002 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.70ms, fps=1731 images/s, loss=0.3817, top1-acc=86.76%, top5-acc=99.37%, remaining_time=0:00:23.914332, arrival_time=2021-04-10 01:30:25.917046, cost_time=0:00:06.131883 2021-04-10 01:30:03,478 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.09ms, fps=1736 images/s, loss=0.3842, top1-acc=86.67%, top5-acc=99.41%, remaining_time=0:00:22.213316, arrival_time=2021-04-10 01:30:25.691371, cost_time=0:00:07.607319 2021-04-10 01:30:04,955 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.12ms, fps=1733 images/s, loss=0.3877, top1-acc=86.53%, top5-acc=99.45%, remaining_time=0:00:20.592576, arrival_time=2021-04-10 01:30:25.548291, cost_time=0:00:09.084964 2021-04-10 01:30:06,435 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.73ms, fps=1730 images/s, loss=0.3884, top1-acc=86.53%, top5-acc=99.46%, remaining_time=0:00:19.017054, arrival_time=2021-04-10 01:30:25.452776, cost_time=0:00:10.565022 2021-04-10 01:30:07,909 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.48ms, fps=1737 images/s, loss=0.3862, top1-acc=86.67%, top5-acc=99.49%, remaining_time=0:00:17.456492, arrival_time=2021-04-10 01:30:25.366159, cost_time=0:00:12.038927 2021-04-10 01:30:09,391 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.3864, top1-acc=86.71%, top5-acc=99.51%, remaining_time=0:00:15.924486, arrival_time=2021-04-10 01:30:25.316118, cost_time=0:00:13.520789 2021-04-10 01:30:10,867 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.3867, top1-acc=86.79%, top5-acc=99.50%, remaining_time=0:00:14.396352, arrival_time=2021-04-10 01:30:25.263308, cost_time=0:00:14.996212 2021-04-10 01:30:12,351 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.58ms, fps=1725 images/s, loss=0.3880, top1-acc=86.74%, top5-acc=99.49%, remaining_time=0:00:12.885122, arrival_time=2021-04-10 01:30:25.236823, cost_time=0:00:16.480933 2021-04-10 01:30:13,837 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=2.12ms, fps=1724 images/s, loss=0.3852, top1-acc=86.80%, top5-acc=99.51%, remaining_time=0:00:11.378872, arrival_time=2021-04-10 01:30:25.216200, cost_time=0:00:17.966626 2021-04-10 01:30:15,304 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.94ms, fps=1745 images/s, loss=0.3895, top1-acc=86.64%, top5-acc=99.52%, remaining_time=0:00:09.866406, arrival_time=2021-04-10 01:30:25.170965, cost_time=0:00:19.433796 2021-04-10 01:30:16,782 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.77ms, fps=1733 images/s, loss=0.3906, top1-acc=86.59%, top5-acc=99.53%, remaining_time=0:00:08.364720, arrival_time=2021-04-10 01:30:25.147255, cost_time=0:00:20.911837 2021-04-10 01:30:18,255 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.47ms, fps=1738 images/s, loss=0.3903, top1-acc=86.59%, top5-acc=99.50%, remaining_time=0:00:06.864718, arrival_time=2021-04-10 01:30:25.120465, cost_time=0:00:22.384994 2021-04-10 01:30:19,740 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.45ms, fps=1725 images/s, loss=0.3901, top1-acc=86.62%, top5-acc=99.51%, remaining_time=0:00:05.370732, arrival_time=2021-04-10 01:30:25.111345, cost_time=0:00:23.869905 2021-04-10 01:30:21,226 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.95ms, fps=1723 images/s, loss=0.3895, top1-acc=86.64%, top5-acc=99.51%, remaining_time=0:00:03.877952, arrival_time=2021-04-10 01:30:25.104529, cost_time=0:00:25.355797 2021-04-10 01:30:22,707 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=2.02ms, fps=1730 images/s, loss=0.3916, top1-acc=86.55%, top5-acc=99.52%, remaining_time=0:00:02.385472, arrival_time=2021-04-10 01:30:25.092812, cost_time=0:00:26.836560 2021-04-10 01:30:24,186 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=2.60ms, fps=1732 images/s, loss=0.3925, top1-acc=86.52%, top5-acc=99.51%, remaining_time=0:00:00.894168, arrival_time=2021-04-10 01:30:25.080201, cost_time=0:00:28.315282 2021-04-10 01:30:25,021 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=2.33ms, fps=1629 images/s, loss=0.3919, top1-acc=86.54%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:25.021847, cost_time=0:00:29.151026 2021-04-10 01:30:25,453 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=12.78ms, fps=5969 images/s, loss=0.8633, top1-acc=72.93%, top5-acc=97.70%, remaining_time=0:00:01.286640, arrival_time=2021-04-10 01:30:26.739874, cost_time=0:00:00.428885 2021-04-10 01:30:25,755 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.42ms, fps=8491 images/s, loss=0.8499, top1-acc=73.34%, top5-acc=97.54%, remaining_time=0:00:00.731080, arrival_time=2021-04-10 01:30:26.486452, cost_time=0:00:00.731084 2021-04-10 01:30:26,060 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.80ms, fps=8395 images/s, loss=0.8363, top1-acc=73.95%, top5-acc=97.55%, remaining_time=0:00:00.345510, arrival_time=2021-04-10 01:30:26.406323, cost_time=0:00:01.036520 2021-04-10 01:30:26,339 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=8350 images/s, loss=0.8394, top1-acc=73.71%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:26.339105, cost_time=0:00:01.314883 2021-04-10 01:30:26,395 INFO : Epoch=0016 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:34:02.797736, arrival_time=2021-04-10 03:04:29.193495, cost_time=0:08:10.678061 2021-04-10 01:30:26,396 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:30:28,121 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.35ms, fps=1484 images/s, loss=0.3666, top1-acc=87.34%, top5-acc=99.37%, remaining_time=0:00:32.079606, arrival_time=2021-04-10 01:31:00.201414, cost_time=0:00:01.724714 2021-04-10 01:30:29,600 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.92ms, fps=1732 images/s, loss=0.3656, top1-acc=87.46%, top5-acc=99.43%, remaining_time=0:00:28.189568, arrival_time=2021-04-10 01:30:57.790059, cost_time=0:00:03.203360 2021-04-10 01:30:31,078 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=2.23ms, fps=1733 images/s, loss=0.3713, top1-acc=87.33%, top5-acc=99.51%, remaining_time=0:00:25.901810, arrival_time=2021-04-10 01:30:56.979949, cost_time=0:00:04.681047 2021-04-10 01:30:32,550 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.80ms, fps=1739 images/s, loss=0.3788, top1-acc=87.22%, top5-acc=99.46%, remaining_time=0:00:23.999664, arrival_time=2021-04-10 01:30:56.550430, cost_time=0:00:06.153750 2021-04-10 01:30:34,041 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.87ms, fps=1718 images/s, loss=0.3783, top1-acc=87.30%, top5-acc=99.45%, remaining_time=0:00:22.320042, arrival_time=2021-04-10 01:30:56.360995, cost_time=0:00:07.643862 2021-04-10 01:30:35,535 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.54ms, fps=1714 images/s, loss=0.3750, top1-acc=87.39%, top5-acc=99.47%, remaining_time=0:00:20.713480, arrival_time=2021-04-10 01:30:56.248843, cost_time=0:00:09.138278 2021-04-10 01:30:37,018 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.44ms, fps=1727 images/s, loss=0.3803, top1-acc=87.15%, top5-acc=99.45%, remaining_time=0:00:19.118232, arrival_time=2021-04-10 01:30:56.136522, cost_time=0:00:10.621272 2021-04-10 01:30:38,497 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.96ms, fps=1732 images/s, loss=0.3814, top1-acc=87.10%, top5-acc=99.42%, remaining_time=0:00:17.544768, arrival_time=2021-04-10 01:30:56.041704, cost_time=0:00:12.099868 2021-04-10 01:30:39,973 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.75ms, fps=1735 images/s, loss=0.3834, top1-acc=87.04%, top5-acc=99.42%, remaining_time=0:00:15.989782, arrival_time=2021-04-10 01:30:55.963051, cost_time=0:00:13.576207 2021-04-10 01:30:41,453 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=2.31ms, fps=1731 images/s, loss=0.3845, top1-acc=87.01%, top5-acc=99.43%, remaining_time=0:00:14.453568, arrival_time=2021-04-10 01:30:55.906526, cost_time=0:00:15.055801 2021-04-10 01:30:42,934 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.52ms, fps=1729 images/s, loss=0.3852, top1-acc=86.96%, top5-acc=99.42%, remaining_time=0:00:12.929326, arrival_time=2021-04-10 01:30:55.863891, cost_time=0:00:16.537483 2021-04-10 01:30:44,413 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.58ms, fps=1732 images/s, loss=0.3870, top1-acc=86.87%, top5-acc=99.44%, remaining_time=0:00:11.410412, arrival_time=2021-04-10 01:30:55.823930, cost_time=0:00:18.016434 2021-04-10 01:30:45,904 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=2.93ms, fps=1717 images/s, loss=0.3873, top1-acc=86.87%, top5-acc=99.42%, remaining_time=0:00:09.903894, arrival_time=2021-04-10 01:30:55.808586, cost_time=0:00:19.507630 2021-04-10 01:30:47,396 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=10.59ms, fps=1716 images/s, loss=0.3883, top1-acc=86.82%, top5-acc=99.44%, remaining_time=0:00:08.399888, arrival_time=2021-04-10 01:30:55.796737, cost_time=0:00:20.999742 2021-04-10 01:30:48,884 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.01ms, fps=1722 images/s, loss=0.3889, top1-acc=86.74%, top5-acc=99.44%, remaining_time=0:00:06.896044, arrival_time=2021-04-10 01:30:55.780237, cost_time=0:00:22.487081 2021-04-10 01:30:50,369 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.50ms, fps=1725 images/s, loss=0.3881, top1-acc=86.79%, top5-acc=99.43%, remaining_time=0:00:05.393628, arrival_time=2021-04-10 01:30:55.762540, cost_time=0:00:23.971733 2021-04-10 01:30:51,847 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.82ms, fps=1733 images/s, loss=0.3882, top1-acc=86.79%, top5-acc=99.43%, remaining_time=0:00:03.892356, arrival_time=2021-04-10 01:30:55.739520, cost_time=0:00:25.450095 2021-04-10 01:30:53,321 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.95ms, fps=1737 images/s, loss=0.3877, top1-acc=86.78%, top5-acc=99.45%, remaining_time=0:00:02.393264, arrival_time=2021-04-10 01:30:55.714623, cost_time=0:00:26.924212 2021-04-10 01:30:54,813 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.91ms, fps=1716 images/s, loss=0.3888, top1-acc=86.74%, top5-acc=99.44%, remaining_time=0:00:00.897360, arrival_time=2021-04-10 01:30:55.710884, cost_time=0:00:28.416443 2021-04-10 01:30:55,612 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.57ms, fps=1704 images/s, loss=0.3891, top1-acc=86.72%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:55.612685, cost_time=0:00:29.215568 2021-04-10 01:30:56,010 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.68ms, fps=6468 images/s, loss=0.7440, top1-acc=76.33%, top5-acc=99.06%, remaining_time=0:00:01.187310, arrival_time=2021-04-10 01:30:57.197340, cost_time=0:00:00.395769 2021-04-10 01:30:56,312 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=2.45ms, fps=8485 images/s, loss=0.7304, top1-acc=76.43%, top5-acc=99.12%, remaining_time=0:00:00.697980, arrival_time=2021-04-10 01:30:57.010229, cost_time=0:00:00.697987 2021-04-10 01:30:56,613 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.59ms, fps=8504 images/s, loss=0.7322, top1-acc=76.52%, top5-acc=99.10%, remaining_time=0:00:00.333180, arrival_time=2021-04-10 01:30:56.946989, cost_time=0:00:00.999552 2021-04-10 01:30:56,889 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=8439 images/s, loss=0.7267, top1-acc=76.67%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:56.889142, cost_time=0:00:01.274954 2021-04-10 01:30:56,986 INFO : Epoch=0017 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:33:31.300635, arrival_time=2021-04-10 03:04:28.286698, cost_time=0:08:41.268360 2021-04-10 01:30:56,987 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:30:58,658 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.41ms, fps=1533 images/s, loss=0.3707, top1-acc=86.84%, top5-acc=99.49%, remaining_time=0:00:31.067952, arrival_time=2021-04-10 01:31:29.726179, cost_time=0:00:01.670315 2021-04-10 01:31:00,134 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.93ms, fps=1735 images/s, loss=0.3775, top1-acc=86.78%, top5-acc=99.47%, remaining_time=0:00:27.688848, arrival_time=2021-04-10 01:31:27.823222, cost_time=0:00:03.146462 2021-04-10 01:31:01,612 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.55ms, fps=1733 images/s, loss=0.3831, top1-acc=86.55%, top5-acc=99.52%, remaining_time=0:00:25.587738, arrival_time=2021-04-10 01:31:27.199824, cost_time=0:00:04.624291 2021-04-10 01:31:03,092 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.20ms, fps=1730 images/s, loss=0.3818, top1-acc=86.68%, top5-acc=99.55%, remaining_time=0:00:23.806848, arrival_time=2021-04-10 01:31:26.898974, cost_time=0:00:06.104300 2021-04-10 01:31:04,569 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=6.20ms, fps=1734 images/s, loss=0.3830, top1-acc=86.66%, top5-acc=99.53%, remaining_time=0:00:22.137542, arrival_time=2021-04-10 01:31:26.706819, cost_time=0:00:07.581368 2021-04-10 01:31:06,059 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.44ms, fps=1719 images/s, loss=0.3862, top1-acc=86.65%, top5-acc=99.49%, remaining_time=0:00:20.561976, arrival_time=2021-04-10 01:31:26.621367, cost_time=0:00:09.071434 2021-04-10 01:31:07,537 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=0.3859, top1-acc=86.74%, top5-acc=99.49%, remaining_time=0:00:18.990090, arrival_time=2021-04-10 01:31:26.527983, cost_time=0:00:10.550061 2021-04-10 01:31:09,044 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.01ms, fps=1700 images/s, loss=0.3869, top1-acc=86.67%, top5-acc=99.50%, remaining_time=0:00:17.481432, arrival_time=2021-04-10 01:31:26.525402, cost_time=0:00:12.056122 2021-04-10 01:31:10,524 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.18ms, fps=1730 images/s, loss=0.3840, top1-acc=86.72%, top5-acc=99.51%, remaining_time=0:00:15.943142, arrival_time=2021-04-10 01:31:26.467699, cost_time=0:00:13.536624 2021-04-10 01:31:12,006 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=2.18ms, fps=1729 images/s, loss=0.3825, top1-acc=86.76%, top5-acc=99.50%, remaining_time=0:00:14.417376, arrival_time=2021-04-10 01:31:26.423321, cost_time=0:00:15.018065 2021-04-10 01:31:13,490 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.47ms, fps=1725 images/s, loss=0.3840, top1-acc=86.69%, top5-acc=99.50%, remaining_time=0:00:12.901892, arrival_time=2021-04-10 01:31:26.392118, cost_time=0:00:16.502444 2021-04-10 01:31:14,964 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.87ms, fps=1737 images/s, loss=0.3846, top1-acc=86.69%, top5-acc=99.50%, remaining_time=0:00:11.385256, arrival_time=2021-04-10 01:31:26.349752, cost_time=0:00:17.976670 2021-04-10 01:31:16,445 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.94ms, fps=1730 images/s, loss=0.3858, top1-acc=86.64%, top5-acc=99.50%, remaining_time=0:00:09.878352, arrival_time=2021-04-10 01:31:26.323547, cost_time=0:00:19.457337 2021-04-10 01:31:17,929 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.89ms, fps=1725 images/s, loss=0.3839, top1-acc=86.72%, top5-acc=99.52%, remaining_time=0:00:08.376816, arrival_time=2021-04-10 01:31:26.306654, cost_time=0:00:20.942048 2021-04-10 01:31:19,405 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.3844, top1-acc=86.71%, top5-acc=99.51%, remaining_time=0:00:06.874700, arrival_time=2021-04-10 01:31:26.280076, cost_time=0:00:22.417554 2021-04-10 01:31:20,886 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.12ms, fps=1729 images/s, loss=0.3850, top1-acc=86.67%, top5-acc=99.51%, remaining_time=0:00:05.377284, arrival_time=2021-04-10 01:31:26.264156, cost_time=0:00:23.899062 2021-04-10 01:31:22,370 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=2.21ms, fps=1726 images/s, loss=0.3850, top1-acc=86.70%, top5-acc=99.52%, remaining_time=0:00:03.882034, arrival_time=2021-04-10 01:31:26.252543, cost_time=0:00:25.382571 2021-04-10 01:31:23,841 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=0.3844, top1-acc=86.72%, top5-acc=99.53%, remaining_time=0:00:02.386976, arrival_time=2021-04-10 01:31:26.228289, cost_time=0:00:26.853470 2021-04-10 01:31:25,335 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.66ms, fps=1714 images/s, loss=0.3846, top1-acc=86.70%, top5-acc=99.53%, remaining_time=0:00:00.895188, arrival_time=2021-04-10 01:31:26.230602, cost_time=0:00:28.347570 2021-04-10 01:31:26,140 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.26ms, fps=1690 images/s, loss=0.3862, top1-acc=86.68%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:26.140478, cost_time=0:00:29.152711 2021-04-10 01:31:26,571 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.31ms, fps=5966 images/s, loss=0.8722, top1-acc=72.38%, top5-acc=97.77%, remaining_time=0:00:01.287300, arrival_time=2021-04-10 01:31:27.858414, cost_time=0:00:00.429105 2021-04-10 01:31:26,880 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=2.62ms, fps=8289 images/s, loss=0.8920, top1-acc=72.19%, top5-acc=97.50%, remaining_time=0:00:00.738460, arrival_time=2021-04-10 01:31:27.618919, cost_time=0:00:00.738454 2021-04-10 01:31:27,186 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.92ms, fps=8382 images/s, loss=0.8863, top1-acc=72.37%, top5-acc=97.45%, remaining_time=0:00:00.348120, arrival_time=2021-04-10 01:31:27.534473, cost_time=0:00:01.044346 2021-04-10 01:31:27,484 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.10ms, fps=7812 images/s, loss=0.9150, top1-acc=72.17%, top5-acc=97.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:27.483975, cost_time=0:00:01.341799 2021-04-10 01:31:27,568 INFO : Epoch=0018 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:32:59.819518, arrival_time=2021-04-10 03:04:27.387524, cost_time=0:09:11.850286 2021-04-10 01:31:27,569 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:31:29,287 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.33ms, fps=1490 images/s, loss=0.3778, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:31.951638, arrival_time=2021-04-10 01:32:01.239271, cost_time=0:00:01.717831 2021-04-10 01:31:30,777 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=2.36ms, fps=1720 images/s, loss=0.3779, top1-acc=86.93%, top5-acc=99.57%, remaining_time=0:00:28.223360, arrival_time=2021-04-10 01:31:59.000377, cost_time=0:00:03.207200 2021-04-10 01:31:32,253 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.53ms, fps=1734 images/s, loss=0.3723, top1-acc=87.10%, top5-acc=99.60%, remaining_time=0:00:25.917580, arrival_time=2021-04-10 01:31:58.171220, cost_time=0:00:04.683905 2021-04-10 01:31:33,731 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.86ms, fps=1733 images/s, loss=0.3720, top1-acc=87.10%, top5-acc=99.57%, remaining_time=0:00:24.029148, arrival_time=2021-04-10 01:31:57.760300, cost_time=0:00:06.161301 2021-04-10 01:31:35,214 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.48ms, fps=1726 images/s, loss=0.3782, top1-acc=87.02%, top5-acc=99.55%, remaining_time=0:00:22.322670, arrival_time=2021-04-10 01:31:57.537231, cost_time=0:00:07.644736 2021-04-10 01:31:36,702 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.19ms, fps=1722 images/s, loss=0.3815, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:20.700560, arrival_time=2021-04-10 01:31:57.402941, cost_time=0:00:09.132609 2021-04-10 01:31:38,182 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.69ms, fps=1730 images/s, loss=0.3814, top1-acc=87.01%, top5-acc=99.53%, remaining_time=0:00:19.102860, arrival_time=2021-04-10 01:31:57.285341, cost_time=0:00:10.612696 2021-04-10 01:31:39,662 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.90ms, fps=1731 images/s, loss=0.3825, top1-acc=87.00%, top5-acc=99.51%, remaining_time=0:00:17.533632, arrival_time=2021-04-10 01:31:57.195608, cost_time=0:00:12.092191 2021-04-10 01:31:41,127 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.61ms, fps=1747 images/s, loss=0.3803, top1-acc=87.04%, top5-acc=99.52%, remaining_time=0:00:15.968158, arrival_time=2021-04-10 01:31:57.095869, cost_time=0:00:13.557853 2021-04-10 01:31:42,610 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=0.3811, top1-acc=87.02%, top5-acc=99.49%, remaining_time=0:00:14.439264, arrival_time=2021-04-10 01:31:57.049982, cost_time=0:00:15.040948 2021-04-10 01:31:44,085 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.3804, top1-acc=87.03%, top5-acc=99.52%, remaining_time=0:00:12.911954, arrival_time=2021-04-10 01:31:56.996957, cost_time=0:00:16.515251 2021-04-10 01:31:45,557 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.56ms, fps=1739 images/s, loss=0.3827, top1-acc=86.96%, top5-acc=99.53%, remaining_time=0:00:11.392324, arrival_time=2021-04-10 01:31:56.950035, cost_time=0:00:17.987931 2021-04-10 01:31:47,048 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.33ms, fps=1718 images/s, loss=0.3837, top1-acc=86.96%, top5-acc=99.53%, remaining_time=0:00:09.888978, arrival_time=2021-04-10 01:31:56.937009, cost_time=0:00:19.478295 2021-04-10 01:31:48,530 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.15ms, fps=1728 images/s, loss=0.3830, top1-acc=86.93%, top5-acc=99.51%, remaining_time=0:00:08.384208, arrival_time=2021-04-10 01:31:56.914524, cost_time=0:00:20.960582 2021-04-10 01:31:50,003 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=2.30ms, fps=1739 images/s, loss=0.3833, top1-acc=86.95%, top5-acc=99.52%, remaining_time=0:00:06.879622, arrival_time=2021-04-10 01:31:56.882892, cost_time=0:00:22.433487 2021-04-10 01:31:51,523 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.41ms, fps=1685 images/s, loss=0.3822, top1-acc=86.99%, top5-acc=99.52%, remaining_time=0:00:05.389488, arrival_time=2021-04-10 01:31:56.912557, cost_time=0:00:23.953329 2021-04-10 01:31:53,002 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.61ms, fps=1731 images/s, loss=0.3814, top1-acc=86.99%, top5-acc=99.53%, remaining_time=0:00:03.889730, arrival_time=2021-04-10 01:31:56.892441, cost_time=0:00:25.432928 2021-04-10 01:31:54,479 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.83ms, fps=1734 images/s, loss=0.3795, top1-acc=87.04%, top5-acc=99.53%, remaining_time=0:00:02.391952, arrival_time=2021-04-10 01:31:56.871251, cost_time=0:00:26.909506 2021-04-10 01:31:55,960 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.28ms, fps=1729 images/s, loss=0.3795, top1-acc=87.04%, top5-acc=99.53%, remaining_time=0:00:00.896562, arrival_time=2021-04-10 01:31:56.857427, cost_time=0:00:28.391083 2021-04-10 01:31:56,768 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.67ms, fps=1685 images/s, loss=0.3798, top1-acc=87.03%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:56.768847, cost_time=0:00:29.199091 2021-04-10 01:31:57,189 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.43ms, fps=6103 images/s, loss=0.7245, top1-acc=77.38%, top5-acc=98.83%, remaining_time=0:00:01.258350, arrival_time=2021-04-10 01:31:58.448118, cost_time=0:00:00.419450 2021-04-10 01:31:57,492 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.81ms, fps=8469 images/s, loss=0.7332, top1-acc=77.19%, top5-acc=98.75%, remaining_time=0:00:00.722220, arrival_time=2021-04-10 01:31:58.214713, cost_time=0:00:00.722212 2021-04-10 01:31:57,793 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.41ms, fps=8521 images/s, loss=0.7464, top1-acc=76.74%, top5-acc=98.74%, remaining_time=0:00:00.341020, arrival_time=2021-04-10 01:31:58.134344, cost_time=0:00:01.023049 2021-04-10 01:31:58,070 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=8383 images/s, loss=0.7271, top1-acc=77.03%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:58.070399, cost_time=0:00:01.300155 2021-04-10 01:31:58,147 INFO : Epoch=0019 complete, best val top1-acc=79.51%, top5-acc=98.83% (epoch=13), remaining_time=1:32:28.405313, arrival_time=2021-04-10 03:04:26.552278, cost_time=0:09:42.429283 2021-04-10 01:31:58,147 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:31:59,861 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.86ms, fps=1494 images/s, loss=0.3945, top1-acc=86.60%, top5-acc=99.37%, remaining_time=0:00:31.872402, arrival_time=2021-04-10 01:32:31.734143, cost_time=0:00:01.713574 2021-04-10 01:32:01,380 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.92ms, fps=1686 images/s, loss=0.3742, top1-acc=87.52%, top5-acc=99.53%, remaining_time=0:00:28.445120, arrival_time=2021-04-10 01:32:29.825646, cost_time=0:00:03.232396 2021-04-10 01:32:02,852 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.81ms, fps=1740 images/s, loss=0.3681, top1-acc=87.67%, top5-acc=99.54%, remaining_time=0:00:26.032120, arrival_time=2021-04-10 01:32:28.884912, cost_time=0:00:04.704589 2021-04-10 01:32:04,336 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=0.3716, top1-acc=87.54%, top5-acc=99.54%, remaining_time=0:00:24.133356, arrival_time=2021-04-10 01:32:28.469583, cost_time=0:00:06.188038 2021-04-10 01:32:05,814 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.3706, top1-acc=87.62%, top5-acc=99.56%, remaining_time=0:00:22.386326, arrival_time=2021-04-10 01:32:28.201020, cost_time=0:00:07.666557 2021-04-10 01:32:07,306 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.79ms, fps=1717 images/s, loss=0.3709, top1-acc=87.70%, top5-acc=99.54%, remaining_time=0:00:20.757680, arrival_time=2021-04-10 01:32:28.063669, cost_time=0:00:09.157772 2021-04-10 01:32:08,779 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.3724, top1-acc=87.54%, top5-acc=99.55%, remaining_time=0:00:19.137006, arrival_time=2021-04-10 01:32:27.916758, cost_time=0:00:10.631650 2021-04-10 01:32:10,253 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=0.3731, top1-acc=87.49%, top5-acc=99.55%, remaining_time=0:00:17.552424, arrival_time=2021-04-10 01:32:27.805686, cost_time=0:00:12.105122 2021-04-10 01:32:11,728 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.3732, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:15.995082, arrival_time=2021-04-10 01:32:27.723861, cost_time=0:00:13.580695 2021-04-10 01:32:13,202 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=2.13ms, fps=1737 images/s, loss=0.3709, top1-acc=87.44%, top5-acc=99.57%, remaining_time=0:00:14.452320, arrival_time=2021-04-10 01:32:27.654918, cost_time=0:00:15.054469 2021-04-10 01:32:14,678 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.24ms, fps=1736 images/s, loss=0.3683, top1-acc=87.51%, top5-acc=99.58%, remaining_time=0:00:12.923392, arrival_time=2021-04-10 01:32:27.601553, cost_time=0:00:16.529960 2021-04-10 01:32:16,171 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.48ms, fps=1715 images/s, loss=0.3697, top1-acc=87.45%, top5-acc=99.57%, remaining_time=0:00:11.414744, arrival_time=2021-04-10 01:32:27.586241, cost_time=0:00:18.023332 2021-04-10 01:32:17,650 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=2.33ms, fps=1732 images/s, loss=0.3710, top1-acc=87.37%, top5-acc=99.57%, remaining_time=0:00:09.900990, arrival_time=2021-04-10 01:32:27.551060, cost_time=0:00:19.501929 2021-04-10 01:32:19,129 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=0.3719, top1-acc=87.33%, top5-acc=99.56%, remaining_time=0:00:08.392552, arrival_time=2021-04-10 01:32:27.521997, cost_time=0:00:20.981324 2021-04-10 01:32:20,612 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=2.66ms, fps=1727 images/s, loss=0.3732, top1-acc=87.29%, top5-acc=99.55%, remaining_time=0:00:06.888914, arrival_time=2021-04-10 01:32:27.501028, cost_time=0:00:22.463923 2021-04-10 01:32:22,099 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.89ms, fps=1722 images/s, loss=0.3742, top1-acc=87.25%, top5-acc=99.55%, remaining_time=0:00:05.389056, arrival_time=2021-04-10 01:32:27.488526, cost_time=0:00:23.951332 2021-04-10 01:32:23,577 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.13ms, fps=1733 images/s, loss=0.3742, top1-acc=87.22%, top5-acc=99.55%, remaining_time=0:00:03.889184, arrival_time=2021-04-10 01:32:27.466759, cost_time=0:00:25.429365 2021-04-10 01:32:25,057 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.55ms, fps=1731 images/s, loss=0.3736, top1-acc=87.24%, top5-acc=99.56%, remaining_time=0:00:02.391920, arrival_time=2021-04-10 01:32:27.449204, cost_time=0:00:26.909152 2021-04-10 01:32:26,546 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.97ms, fps=1720 images/s, loss=0.3714, top1-acc=87.32%, top5-acc=99.55%, remaining_time=0:00:00.896796, arrival_time=2021-04-10 01:32:27.443404, cost_time=0:00:28.398480 2021-04-10 01:32:27,341 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.26ms, fps=1714 images/s, loss=0.3718, top1-acc=87.30%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:27.341105, cost_time=0:00:29.193010 2021-04-10 01:32:27,756 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.89ms, fps=6184 images/s, loss=0.6229, top1-acc=79.49%, top5-acc=98.91%, remaining_time=0:00:01.241760, arrival_time=2021-04-10 01:32:28.998369, cost_time=0:00:00.413923 2021-04-10 01:32:28,057 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.20ms, fps=8518 images/s, loss=0.6093, top1-acc=79.71%, top5-acc=98.79%, remaining_time=0:00:00.714980, arrival_time=2021-04-10 01:32:28.772624, cost_time=0:00:00.714977 2021-04-10 01:32:28,362 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=0.39ms, fps=8418 images/s, loss=0.6128, top1-acc=79.93%, top5-acc=98.87%, remaining_time=0:00:00.339850, arrival_time=2021-04-10 01:32:28.702081, cost_time=0:00:01.019564 2021-04-10 01:32:28,643 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=8251 images/s, loss=0.6081, top1-acc=80.00%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:28.643840, cost_time=0:00:01.301232 2021-04-10 01:32:28,779 INFO : Epoch=0020 complete, best val top1-acc=80.00%, top5-acc=98.88% (epoch=20), remaining_time=1:31:57.552960, arrival_time=2021-04-10 03:04:26.332096, cost_time=0:10:13.061450 2021-04-10 01:32:28,780 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:32:30,436 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.48ms, fps=1546 images/s, loss=0.3440, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:30.801042, arrival_time=2021-04-10 01:33:01.237269, cost_time=0:00:01.655969 2021-04-10 01:32:31,939 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=2.12ms, fps=1704 images/s, loss=0.3461, top1-acc=88.12%, top5-acc=99.67%, remaining_time=0:00:27.804480, arrival_time=2021-04-10 01:32:59.744358, cost_time=0:00:03.159605 2021-04-10 01:32:33,409 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.55ms, fps=1742 images/s, loss=0.3510, top1-acc=87.96%, top5-acc=99.69%, remaining_time=0:00:25.616290, arrival_time=2021-04-10 01:32:59.026033, cost_time=0:00:04.629463 2021-04-10 01:32:34,894 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.03ms, fps=1725 images/s, loss=0.3607, top1-acc=87.76%, top5-acc=99.66%, remaining_time=0:00:23.844756, arrival_time=2021-04-10 01:32:58.739057, cost_time=0:00:06.114054 2021-04-10 01:32:36,401 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.56ms, fps=1699 images/s, loss=0.3639, top1-acc=87.66%, top5-acc=99.62%, remaining_time=0:00:22.253320, arrival_time=2021-04-10 01:32:58.654583, cost_time=0:00:07.621016 2021-04-10 01:32:37,876 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.3650, top1-acc=87.54%, top5-acc=99.61%, remaining_time=0:00:20.618960, arrival_time=2021-04-10 01:32:58.495868, cost_time=0:00:09.096625 2021-04-10 01:32:39,350 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.01ms, fps=1738 images/s, loss=0.3654, top1-acc=87.54%, top5-acc=99.63%, remaining_time=0:00:19.026378, arrival_time=2021-04-10 01:32:58.376897, cost_time=0:00:10.570178 2021-04-10 01:32:40,831 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.3662, top1-acc=87.61%, top5-acc=99.63%, remaining_time=0:00:17.474820, arrival_time=2021-04-10 01:32:58.306656, cost_time=0:00:12.051568 2021-04-10 01:32:42,313 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.96ms, fps=1729 images/s, loss=0.3660, top1-acc=87.59%, top5-acc=99.62%, remaining_time=0:00:15.938690, arrival_time=2021-04-10 01:32:58.251806, cost_time=0:00:13.532863 2021-04-10 01:32:43,790 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.12ms, fps=1734 images/s, loss=0.3658, top1-acc=87.59%, top5-acc=99.62%, remaining_time=0:00:14.409600, arrival_time=2021-04-10 01:32:58.199913, cost_time=0:00:15.010047 2021-04-10 01:32:45,261 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.35ms, fps=1741 images/s, loss=0.3628, top1-acc=87.71%, top5-acc=99.62%, remaining_time=0:00:12.884950, arrival_time=2021-04-10 01:32:58.145936, cost_time=0:00:16.480728 2021-04-10 01:32:46,737 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.56ms, fps=1734 images/s, loss=0.3633, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:11.372868, arrival_time=2021-04-10 01:32:58.110278, cost_time=0:00:17.957209 2021-04-10 01:32:48,206 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.3630, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:00:09.862644, arrival_time=2021-04-10 01:32:58.069360, cost_time=0:00:19.426482 2021-04-10 01:32:49,687 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.84ms, fps=1730 images/s, loss=0.3647, top1-acc=87.50%, top5-acc=99.58%, remaining_time=0:00:08.362872, arrival_time=2021-04-10 01:32:58.050375, cost_time=0:00:20.907146 2021-04-10 01:32:51,173 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.92ms, fps=1723 images/s, loss=0.3655, top1-acc=87.47%, top5-acc=99.58%, remaining_time=0:00:06.867340, arrival_time=2021-04-10 01:32:58.040999, cost_time=0:00:22.393435 2021-04-10 01:32:52,645 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.46ms, fps=1740 images/s, loss=0.3662, top1-acc=87.45%, top5-acc=99.56%, remaining_time=0:00:05.369616, arrival_time=2021-04-10 01:32:58.014813, cost_time=0:00:23.864888 2021-04-10 01:32:54,123 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.3676, top1-acc=87.36%, top5-acc=99.56%, remaining_time=0:00:03.876054, arrival_time=2021-04-10 01:32:57.999636, cost_time=0:00:25.343380 2021-04-10 01:32:55,601 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.35ms, fps=1733 images/s, loss=0.3671, top1-acc=87.40%, top5-acc=99.57%, remaining_time=0:00:02.384112, arrival_time=2021-04-10 01:32:57.985503, cost_time=0:00:26.821190 2021-04-10 01:32:57,081 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=2.04ms, fps=1730 images/s, loss=0.3653, top1-acc=87.46%, top5-acc=99.57%, remaining_time=0:00:00.893730, arrival_time=2021-04-10 01:32:57.975506, cost_time=0:00:28.301528 2021-04-10 01:32:57,876 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.26ms, fps=1712 images/s, loss=0.3649, top1-acc=87.46%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:57.876916, cost_time=0:00:29.096673 2021-04-10 01:32:58,280 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=6.36ms, fps=6380 images/s, loss=0.5891, top1-acc=81.68%, top5-acc=99.06%, remaining_time=0:00:01.203660, arrival_time=2021-04-10 01:32:59.484001, cost_time=0:00:00.401223 2021-04-10 01:32:58,590 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.30ms, fps=8269 images/s, loss=0.6049, top1-acc=80.82%, top5-acc=98.89%, remaining_time=0:00:00.711240, arrival_time=2021-04-10 01:32:59.301638, cost_time=0:00:00.711234 2021-04-10 01:32:58,893 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.06ms, fps=8452 images/s, loss=0.6016, top1-acc=80.64%, top5-acc=99.09%, remaining_time=0:00:00.338210, arrival_time=2021-04-10 01:32:59.232005, cost_time=0:00:01.014625 2021-04-10 01:32:59,176 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.11ms, fps=8226 images/s, loss=0.6071, top1-acc=80.54%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:59.176354, cost_time=0:00:01.297209 2021-04-10 01:32:59,356 INFO : Epoch=0021 complete, best val top1-acc=80.54%, top5-acc=99.15% (epoch=21), remaining_time=1:31:26.258173, arrival_time=2021-04-10 03:04:25.615091, cost_time=0:10:43.639225 2021-04-10 01:32:59,358 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:33:01,079 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=0.24ms, fps=1488 images/s, loss=0.3376, top1-acc=88.44%, top5-acc=99.45%, remaining_time=0:00:32.008182, arrival_time=2021-04-10 01:33:33.087699, cost_time=0:00:01.720869 2021-04-10 01:33:02,562 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.13ms, fps=1727 images/s, loss=0.3670, top1-acc=87.46%, top5-acc=99.47%, remaining_time=0:00:28.192560, arrival_time=2021-04-10 01:33:30.754918, cost_time=0:00:03.203692 2021-04-10 01:33:04,043 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.71ms, fps=1730 images/s, loss=0.3681, top1-acc=87.42%, top5-acc=99.48%, remaining_time=0:00:25.920236, arrival_time=2021-04-10 01:33:29.963464, cost_time=0:00:04.684371 2021-04-10 01:33:05,525 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.45ms, fps=1728 images/s, loss=0.3703, top1-acc=87.50%, top5-acc=99.48%, remaining_time=0:00:24.050052, arrival_time=2021-04-10 01:33:29.575422, cost_time=0:00:06.166688 2021-04-10 01:33:07,012 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.06ms, fps=1722 images/s, loss=0.3696, top1-acc=87.48%, top5-acc=99.52%, remaining_time=0:00:22.349096, arrival_time=2021-04-10 01:33:29.361654, cost_time=0:00:07.653792 2021-04-10 01:33:08,486 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.48ms, fps=1738 images/s, loss=0.3651, top1-acc=87.66%, top5-acc=99.53%, remaining_time=0:00:20.689680, arrival_time=2021-04-10 01:33:29.176160, cost_time=0:00:09.127820 2021-04-10 01:33:09,968 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=2.06ms, fps=1728 images/s, loss=0.3574, top1-acc=87.94%, top5-acc=99.53%, remaining_time=0:00:19.097190, arrival_time=2021-04-10 01:33:29.065477, cost_time=0:00:10.609542 2021-04-10 01:33:11,435 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.3536, top1-acc=88.07%, top5-acc=99.56%, remaining_time=0:00:17.511476, arrival_time=2021-04-10 01:33:28.946991, cost_time=0:00:12.076870 2021-04-10 01:33:12,911 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.42ms, fps=1735 images/s, loss=0.3532, top1-acc=88.02%, top5-acc=99.58%, remaining_time=0:00:15.961798, arrival_time=2021-04-10 01:33:28.872966, cost_time=0:00:13.552505 2021-04-10 01:33:14,392 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.90ms, fps=1729 images/s, loss=0.3532, top1-acc=87.99%, top5-acc=99.60%, remaining_time=0:00:14.432736, arrival_time=2021-04-10 01:33:28.825453, cost_time=0:00:15.034103 2021-04-10 01:33:15,866 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.89ms, fps=1737 images/s, loss=0.3543, top1-acc=87.94%, top5-acc=99.58%, remaining_time=0:00:12.906278, arrival_time=2021-04-10 01:33:28.772948, cost_time=0:00:16.508054 2021-04-10 01:33:17,349 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.11ms, fps=1727 images/s, loss=0.3564, top1-acc=87.84%, top5-acc=99.58%, remaining_time=0:00:11.394072, arrival_time=2021-04-10 01:33:28.743433, cost_time=0:00:17.990650 2021-04-10 01:33:18,831 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.44ms, fps=1728 images/s, loss=0.3584, top1-acc=87.82%, top5-acc=99.57%, remaining_time=0:00:09.886140, arrival_time=2021-04-10 01:33:28.717489, cost_time=0:00:19.472641 2021-04-10 01:33:20,312 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=2.16ms, fps=1729 images/s, loss=0.3583, top1-acc=87.85%, top5-acc=99.55%, remaining_time=0:00:08.381576, arrival_time=2021-04-10 01:33:28.694137, cost_time=0:00:20.953895 2021-04-10 01:33:21,794 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.40ms, fps=1728 images/s, loss=0.3585, top1-acc=87.82%, top5-acc=99.53%, remaining_time=0:00:06.880266, arrival_time=2021-04-10 01:33:28.674515, cost_time=0:00:22.435587 2021-04-10 01:33:23,274 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.53ms, fps=1730 images/s, loss=0.3594, top1-acc=87.82%, top5-acc=99.54%, remaining_time=0:00:05.381064, arrival_time=2021-04-10 01:33:28.655633, cost_time=0:00:23.915801 2021-04-10 01:33:24,756 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.89ms, fps=1728 images/s, loss=0.3608, top1-acc=87.76%, top5-acc=99.55%, remaining_time=0:00:03.884400, arrival_time=2021-04-10 01:33:28.641052, cost_time=0:00:25.398009 2021-04-10 01:33:26,229 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.35ms, fps=1739 images/s, loss=0.3614, top1-acc=87.75%, top5-acc=99.56%, remaining_time=0:00:02.388480, arrival_time=2021-04-10 01:33:28.617467, cost_time=0:00:26.870334 2021-04-10 01:33:27,714 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.61ms, fps=1724 images/s, loss=0.3618, top1-acc=87.75%, top5-acc=99.57%, remaining_time=0:00:00.895458, arrival_time=2021-04-10 01:33:28.610253, cost_time=0:00:28.356183 2021-04-10 01:33:28,511 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.43ms, fps=1709 images/s, loss=0.3630, top1-acc=87.70%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:28.511056, cost_time=0:00:29.152403 2021-04-10 01:33:28,885 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=2.06ms, fps=6871 images/s, loss=0.5891, top1-acc=80.82%, top5-acc=98.44%, remaining_time=0:00:01.117680, arrival_time=2021-04-10 01:33:30.003447, cost_time=0:00:00.372565 2021-04-10 01:33:29,188 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=2.46ms, fps=8457 images/s, loss=0.5820, top1-acc=80.96%, top5-acc=98.57%, remaining_time=0:00:00.675680, arrival_time=2021-04-10 01:33:29.864613, cost_time=0:00:00.675679 2021-04-10 01:33:29,490 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.87ms, fps=8507 images/s, loss=0.5807, top1-acc=81.03%, top5-acc=98.62%, remaining_time=0:00:00.325700, arrival_time=2021-04-10 01:33:29.816014, cost_time=0:00:00.977097 2021-04-10 01:33:29,769 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.09ms, fps=8326 images/s, loss=0.5813, top1-acc=80.96%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:29.769398, cost_time=0:00:01.256130 2021-04-10 01:33:30,201 INFO : Epoch=0022 complete, best val top1-acc=80.96%, top5-acc=98.65% (epoch=22), remaining_time=1:30:57.183808, arrival_time=2021-04-10 03:04:27.384928, cost_time=0:11:14.483399 2021-04-10 01:33:30,203 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:33:31,909 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.61ms, fps=1501 images/s, loss=0.3479, top1-acc=88.12%, top5-acc=99.41%, remaining_time=0:00:31.727694, arrival_time=2021-04-10 01:34:03.636770, cost_time=0:00:01.705790 2021-04-10 01:33:33,385 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.3473, top1-acc=88.24%, top5-acc=99.53%, remaining_time=0:00:28.004064, arrival_time=2021-04-10 01:34:01.389706, cost_time=0:00:03.182270 2021-04-10 01:33:34,866 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.62ms, fps=1730 images/s, loss=0.3387, top1-acc=88.44%, top5-acc=99.58%, remaining_time=0:00:25.801878, arrival_time=2021-04-10 01:34:00.668087, cost_time=0:00:04.662990 2021-04-10 01:33:36,347 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.14ms, fps=1729 images/s, loss=0.3407, top1-acc=88.35%, top5-acc=99.60%, remaining_time=0:00:23.963004, arrival_time=2021-04-10 01:34:00.310633, cost_time=0:00:06.144359 2021-04-10 01:33:37,820 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.91ms, fps=1739 images/s, loss=0.3461, top1-acc=88.21%, top5-acc=99.56%, remaining_time=0:00:22.240910, arrival_time=2021-04-10 01:34:00.060976, cost_time=0:00:07.616758 2021-04-10 01:33:39,298 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.3492, top1-acc=88.10%, top5-acc=99.54%, remaining_time=0:00:20.614880, arrival_time=2021-04-10 01:33:59.912970, cost_time=0:00:09.094829 2021-04-10 01:33:40,780 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.52ms, fps=1728 images/s, loss=0.3504, top1-acc=88.07%, top5-acc=99.56%, remaining_time=0:00:19.038348, arrival_time=2021-04-10 01:33:59.818412, cost_time=0:00:10.576846 2021-04-10 01:33:42,257 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.96ms, fps=1733 images/s, loss=0.3510, top1-acc=88.02%, top5-acc=99.57%, remaining_time=0:00:17.478764, arrival_time=2021-04-10 01:33:59.736334, cost_time=0:00:12.054351 2021-04-10 01:33:43,727 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.3506, top1-acc=88.00%, top5-acc=99.56%, remaining_time=0:00:15.928726, arrival_time=2021-04-10 01:33:59.656348, cost_time=0:00:13.524346 2021-04-10 01:33:45,196 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.75ms, fps=1743 images/s, loss=0.3502, top1-acc=88.04%, top5-acc=99.57%, remaining_time=0:00:14.393760, arrival_time=2021-04-10 01:33:59.590555, cost_time=0:00:14.993489 2021-04-10 01:33:46,677 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.46ms, fps=1730 images/s, loss=0.3507, top1-acc=88.01%, top5-acc=99.58%, remaining_time=0:00:12.879532, arrival_time=2021-04-10 01:33:59.556583, cost_time=0:00:16.473814 2021-04-10 01:33:48,156 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=0.3513, top1-acc=88.01%, top5-acc=99.59%, remaining_time=0:00:11.370436, arrival_time=2021-04-10 01:33:59.527046, cost_time=0:00:17.953347 2021-04-10 01:33:49,634 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.86ms, fps=1732 images/s, loss=0.3536, top1-acc=87.91%, top5-acc=99.60%, remaining_time=0:00:09.865350, arrival_time=2021-04-10 01:33:59.500282, cost_time=0:00:19.431708 2021-04-10 01:33:51,112 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=2.01ms, fps=1733 images/s, loss=0.3547, top1-acc=87.83%, top5-acc=99.59%, remaining_time=0:00:08.363600, arrival_time=2021-04-10 01:33:59.475915, cost_time=0:00:20.909038 2021-04-10 01:33:52,609 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.69ms, fps=1710 images/s, loss=0.3543, top1-acc=87.81%, top5-acc=99.60%, remaining_time=0:00:06.871296, arrival_time=2021-04-10 01:33:59.480945, cost_time=0:00:22.406424 2021-04-10 01:33:54,088 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.3556, top1-acc=87.78%, top5-acc=99.60%, remaining_time=0:00:05.374260, arrival_time=2021-04-10 01:33:59.463121, cost_time=0:00:23.885602 2021-04-10 01:33:55,563 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.64ms, fps=1737 images/s, loss=0.3566, top1-acc=87.74%, top5-acc=99.60%, remaining_time=0:00:03.878602, arrival_time=2021-04-10 01:33:59.441974, cost_time=0:00:25.360105 2021-04-10 01:33:57,046 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.70ms, fps=1726 images/s, loss=0.3558, top1-acc=87.78%, top5-acc=99.60%, remaining_time=0:00:02.386080, arrival_time=2021-04-10 01:33:59.432988, cost_time=0:00:26.843430 2021-04-10 01:33:58,522 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.68ms, fps=1736 images/s, loss=0.3558, top1-acc=87.79%, top5-acc=99.59%, remaining_time=0:00:00.894288, arrival_time=2021-04-10 01:33:59.416613, cost_time=0:00:28.319099 2021-04-10 01:33:59,330 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.49ms, fps=1683 images/s, loss=0.3575, top1-acc=87.78%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:59.330716, cost_time=0:00:29.127415 2021-04-10 01:33:59,749 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.48ms, fps=6157 images/s, loss=0.7766, top1-acc=76.25%, top5-acc=98.91%, remaining_time=0:00:01.247400, arrival_time=2021-04-10 01:34:00.996349, cost_time=0:00:00.415797 2021-04-10 01:34:00,060 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.45ms, fps=8244 images/s, loss=0.7777, top1-acc=76.41%, top5-acc=98.75%, remaining_time=0:00:00.726860, arrival_time=2021-04-10 01:34:00.786831, cost_time=0:00:00.726867 2021-04-10 01:34:00,362 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=2.00ms, fps=8473 images/s, loss=0.7745, top1-acc=76.11%, top5-acc=98.83%, remaining_time=0:00:00.343110, arrival_time=2021-04-10 01:34:00.705594, cost_time=0:00:01.029343 2021-04-10 01:34:00,674 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.10ms, fps=7455 images/s, loss=0.7666, top1-acc=76.03%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:00.674175, cost_time=0:00:01.341038 2021-04-10 01:34:00,767 INFO : Epoch=0023 complete, best val top1-acc=80.96%, top5-acc=98.65% (epoch=22), remaining_time=1:30:25.818180, arrival_time=2021-04-10 03:04:26.585710, cost_time=0:11:45.049821 2021-04-10 01:34:00,769 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:34:02,471 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.78ms, fps=1504 images/s, loss=0.3460, top1-acc=88.28%, top5-acc=99.77%, remaining_time=0:00:31.648830, arrival_time=2021-04-10 01:34:34.119722, cost_time=0:00:01.701554 2021-04-10 01:34:03,947 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=0.3466, top1-acc=88.14%, top5-acc=99.73%, remaining_time=0:00:27.964816, arrival_time=2021-04-10 01:34:31.911829, cost_time=0:00:03.177819 2021-04-10 01:34:05,425 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.3454, top1-acc=88.03%, top5-acc=99.74%, remaining_time=0:00:25.763698, arrival_time=2021-04-10 01:34:31.189138, cost_time=0:00:04.656084 2021-04-10 01:34:06,908 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=2.13ms, fps=1727 images/s, loss=0.3384, top1-acc=88.19%, top5-acc=99.71%, remaining_time=0:00:23.944440, arrival_time=2021-04-10 01:34:30.853277, cost_time=0:00:06.139619 2021-04-10 01:34:08,401 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=12.91ms, fps=1716 images/s, loss=0.3431, top1-acc=88.11%, top5-acc=99.69%, remaining_time=0:00:22.285002, arrival_time=2021-04-10 01:34:30.686179, cost_time=0:00:07.631863 2021-04-10 01:34:09,876 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.3475, top1-acc=87.98%, top5-acc=99.68%, remaining_time=0:00:20.642624, arrival_time=2021-04-10 01:34:30.518883, cost_time=0:00:09.107022 2021-04-10 01:34:11,352 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.20ms, fps=1735 images/s, loss=0.3453, top1-acc=88.07%, top5-acc=99.67%, remaining_time=0:00:19.050066, arrival_time=2021-04-10 01:34:30.402648, cost_time=0:00:10.583354 2021-04-10 01:34:12,828 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.3466, top1-acc=88.08%, top5-acc=99.60%, remaining_time=0:00:17.486304, arrival_time=2021-04-10 01:34:30.315004, cost_time=0:00:12.059480 2021-04-10 01:34:14,316 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=2.04ms, fps=1721 images/s, loss=0.3445, top1-acc=88.14%, top5-acc=99.59%, remaining_time=0:00:15.955650, arrival_time=2021-04-10 01:34:30.272104, cost_time=0:00:13.547241 2021-04-10 01:34:15,796 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.05ms, fps=1730 images/s, loss=0.3499, top1-acc=88.00%, top5-acc=99.57%, remaining_time=0:00:14.426208, arrival_time=2021-04-10 01:34:30.222824, cost_time=0:00:15.027287 2021-04-10 01:34:17,270 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.82ms, fps=1737 images/s, loss=0.3482, top1-acc=88.04%, top5-acc=99.58%, remaining_time=0:00:12.901204, arrival_time=2021-04-10 01:34:30.171942, cost_time=0:00:16.501569 2021-04-10 01:34:18,751 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.18ms, fps=1729 images/s, loss=0.3469, top1-acc=88.12%, top5-acc=99.58%, remaining_time=0:00:11.388980, arrival_time=2021-04-10 01:34:30.140719, cost_time=0:00:17.982552 2021-04-10 01:34:20,228 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=0.3493, top1-acc=88.04%, top5-acc=99.59%, remaining_time=0:00:09.879540, arrival_time=2021-04-10 01:34:30.108407, cost_time=0:00:19.459653 2021-04-10 01:34:21,713 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.38ms, fps=1725 images/s, loss=0.3493, top1-acc=88.03%, top5-acc=99.60%, remaining_time=0:00:08.377656, arrival_time=2021-04-10 01:34:30.091023, cost_time=0:00:20.944149 2021-04-10 01:34:23,184 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.89ms, fps=1740 images/s, loss=0.3484, top1-acc=88.07%, top5-acc=99.60%, remaining_time=0:00:06.874102, arrival_time=2021-04-10 01:34:30.058834, cost_time=0:00:22.415560 2021-04-10 01:34:24,654 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.91ms, fps=1742 images/s, loss=0.3474, top1-acc=88.06%, top5-acc=99.60%, remaining_time=0:00:05.374188, arrival_time=2021-04-10 01:34:30.028646, cost_time=0:00:23.885284 2021-04-10 01:34:26,129 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.80ms, fps=1736 images/s, loss=0.3475, top1-acc=88.03%, top5-acc=99.60%, remaining_time=0:00:03.878680, arrival_time=2021-04-10 01:34:30.008463, cost_time=0:00:25.360572 2021-04-10 01:34:27,610 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.72ms, fps=1730 images/s, loss=0.3475, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:02.385872, arrival_time=2021-04-10 01:34:29.996105, cost_time=0:00:26.841015 2021-04-10 01:34:29,101 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.85ms, fps=1717 images/s, loss=0.3466, top1-acc=88.05%, top5-acc=99.61%, remaining_time=0:00:00.894714, arrival_time=2021-04-10 01:34:29.996619, cost_time=0:00:28.332689 2021-04-10 01:34:29,920 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.59ms, fps=1662 images/s, loss=0.3467, top1-acc=88.06%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:29.920512, cost_time=0:00:29.151294 2021-04-10 01:34:30,375 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.34ms, fps=5655 images/s, loss=0.6178, top1-acc=80.12%, top5-acc=98.63%, remaining_time=0:00:01.358130, arrival_time=2021-04-10 01:34:31.733559, cost_time=0:00:00.452714 2021-04-10 01:34:30,684 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.43ms, fps=8300 images/s, loss=0.6147, top1-acc=80.57%, top5-acc=98.81%, remaining_time=0:00:00.761680, arrival_time=2021-04-10 01:34:31.446097, cost_time=0:00:00.761679 2021-04-10 01:34:31,002 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.50ms, fps=8082 images/s, loss=0.6165, top1-acc=80.57%, top5-acc=98.59%, remaining_time=0:00:00.359790, arrival_time=2021-04-10 01:34:31.361862, cost_time=0:00:01.079372 2021-04-10 01:34:31,289 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.08ms, fps=8081 images/s, loss=0.6102, top1-acc=80.69%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:31.289876, cost_time=0:00:01.367230 2021-04-10 01:34:31,347 INFO : Epoch=0024 complete, best val top1-acc=80.96%, top5-acc=98.65% (epoch=22), remaining_time=1:29:54.614896, arrival_time=2021-04-10 03:04:25.961903, cost_time=0:12:15.629305 2021-04-10 01:34:31,348 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:34:33,022 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.37ms, fps=1529 images/s, loss=0.3356, top1-acc=88.05%, top5-acc=99.49%, remaining_time=0:00:31.138074, arrival_time=2021-04-10 01:35:04.160817, cost_time=0:00:01.674090 2021-04-10 01:34:34,503 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.3430, top1-acc=88.07%, top5-acc=99.55%, remaining_time=0:00:27.764704, arrival_time=2021-04-10 01:35:02.268464, cost_time=0:00:03.155086 2021-04-10 01:34:35,985 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.47ms, fps=1729 images/s, loss=0.3526, top1-acc=87.92%, top5-acc=99.60%, remaining_time=0:00:25.655134, arrival_time=2021-04-10 01:35:01.640425, cost_time=0:00:04.636471 2021-04-10 01:34:37,466 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.11ms, fps=1729 images/s, loss=0.3438, top1-acc=88.25%, top5-acc=99.55%, remaining_time=0:00:23.858796, arrival_time=2021-04-10 01:35:01.325176, cost_time=0:00:06.117650 2021-04-10 01:34:38,944 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.64ms, fps=1732 images/s, loss=0.3391, top1-acc=88.48%, top5-acc=99.59%, remaining_time=0:00:22.180174, arrival_time=2021-04-10 01:35:01.124814, cost_time=0:00:07.595931 2021-04-10 01:34:40,419 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.82ms, fps=1736 images/s, loss=0.3412, top1-acc=88.47%, top5-acc=99.56%, remaining_time=0:00:20.560616, arrival_time=2021-04-10 01:35:00.980304, cost_time=0:00:09.070862 2021-04-10 01:34:41,903 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.45ms, fps=1726 images/s, loss=0.3428, top1-acc=88.33%, top5-acc=99.59%, remaining_time=0:00:18.998784, arrival_time=2021-04-10 01:35:00.902391, cost_time=0:00:10.554870 2021-04-10 01:34:43,380 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.3428, top1-acc=88.20%, top5-acc=99.61%, remaining_time=0:00:17.445356, arrival_time=2021-04-10 01:35:00.825347, cost_time=0:00:12.031278 2021-04-10 01:34:44,847 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.48ms, fps=1745 images/s, loss=0.3431, top1-acc=88.14%, top5-acc=99.62%, remaining_time=0:00:15.898622, arrival_time=2021-04-10 01:35:00.746106, cost_time=0:00:13.498842 2021-04-10 01:34:46,331 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.03ms, fps=1726 images/s, loss=0.3436, top1-acc=88.12%, top5-acc=99.62%, remaining_time=0:00:14.383392, arrival_time=2021-04-10 01:35:00.714699, cost_time=0:00:14.982660 2021-04-10 01:34:47,807 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.55ms, fps=1735 images/s, loss=0.3440, top1-acc=88.09%, top5-acc=99.61%, remaining_time=0:00:12.867320, arrival_time=2021-04-10 01:35:00.674254, cost_time=0:00:16.458159 2021-04-10 01:34:49,283 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.62ms, fps=1734 images/s, loss=0.3428, top1-acc=88.12%, top5-acc=99.59%, remaining_time=0:00:11.358884, arrival_time=2021-04-10 01:35:00.642612, cost_time=0:00:17.935052 2021-04-10 01:34:50,758 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=2.25ms, fps=1736 images/s, loss=0.3422, top1-acc=88.15%, top5-acc=99.57%, remaining_time=0:00:09.854328, arrival_time=2021-04-10 01:35:00.613065, cost_time=0:00:19.410078 2021-04-10 01:34:52,260 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=2.07ms, fps=1706 images/s, loss=0.3443, top1-acc=88.15%, top5-acc=99.57%, remaining_time=0:00:08.364496, arrival_time=2021-04-10 01:35:00.624472, cost_time=0:00:20.911285 2021-04-10 01:34:53,733 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.54ms, fps=1738 images/s, loss=0.3452, top1-acc=88.11%, top5-acc=99.57%, remaining_time=0:00:06.864718, arrival_time=2021-04-10 01:35:00.598296, cost_time=0:00:22.384929 2021-04-10 01:34:55,205 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.3432, top1-acc=88.21%, top5-acc=99.57%, remaining_time=0:00:05.367780, arrival_time=2021-04-10 01:35:00.573266, cost_time=0:00:23.856791 2021-04-10 01:34:56,688 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=2.13ms, fps=1727 images/s, loss=0.3433, top1-acc=88.18%, top5-acc=99.58%, remaining_time=0:00:03.875508, arrival_time=2021-04-10 01:35:00.564186, cost_time=0:00:25.339816 2021-04-10 01:34:58,165 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.93ms, fps=1734 images/s, loss=0.3442, top1-acc=88.13%, top5-acc=99.57%, remaining_time=0:00:02.383712, arrival_time=2021-04-10 01:35:00.549458, cost_time=0:00:26.816838 2021-04-10 01:34:59,641 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=2.25ms, fps=1735 images/s, loss=0.3445, top1-acc=88.08%, top5-acc=99.58%, remaining_time=0:00:00.893466, arrival_time=2021-04-10 01:35:00.535284, cost_time=0:00:28.293060 2021-04-10 01:35:00,465 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=2.56ms, fps=1652 images/s, loss=0.3441, top1-acc=88.13%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:00.465591, cost_time=0:00:29.116842 2021-04-10 01:35:00,902 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=4.64ms, fps=5883 images/s, loss=0.8546, top1-acc=74.14%, top5-acc=97.70%, remaining_time=0:00:01.305300, arrival_time=2021-04-10 01:35:02.208126, cost_time=0:00:00.435104 2021-04-10 01:35:01,206 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.50ms, fps=8434 images/s, loss=0.8835, top1-acc=73.71%, top5-acc=97.48%, remaining_time=0:00:00.739160, arrival_time=2021-04-10 01:35:01.946027, cost_time=0:00:00.739155 2021-04-10 01:35:01,514 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.29ms, fps=8335 images/s, loss=0.8866, top1-acc=73.49%, top5-acc=97.53%, remaining_time=0:00:00.348930, arrival_time=2021-04-10 01:35:01.863415, cost_time=0:00:01.046802 2021-04-10 01:35:01,791 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.12ms, fps=8383 images/s, loss=0.8920, top1-acc=73.52%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:01.791605, cost_time=0:00:01.323942 2021-04-10 01:35:01,881 INFO : Epoch=0025 complete, best val top1-acc=80.96%, top5-acc=98.65% (epoch=22), remaining_time=1:29:23.145550, arrival_time=2021-04-10 03:04:25.026915, cost_time=0:12:46.163650 2021-04-10 01:35:01,882 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:35:03,592 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.25ms, fps=1498 images/s, loss=0.3323, top1-acc=88.98%, top5-acc=99.77%, remaining_time=0:00:31.784424, arrival_time=2021-04-10 01:35:35.376335, cost_time=0:00:01.708839 2021-04-10 01:35:05,072 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=0.3230, top1-acc=89.04%, top5-acc=99.75%, remaining_time=0:00:28.064432, arrival_time=2021-04-10 01:35:33.136658, cost_time=0:00:03.189141 2021-04-10 01:35:06,546 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.30ms, fps=1737 images/s, loss=0.3288, top1-acc=88.74%, top5-acc=99.73%, remaining_time=0:00:25.806028, arrival_time=2021-04-10 01:35:32.352813, cost_time=0:00:04.663739 2021-04-10 01:35:08,030 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.75ms, fps=1726 images/s, loss=0.3293, top1-acc=88.70%, top5-acc=99.73%, remaining_time=0:00:23.976108, arrival_time=2021-04-10 01:35:32.006982, cost_time=0:00:06.147718 2021-04-10 01:35:09,521 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.24ms, fps=1719 images/s, loss=0.3314, top1-acc=88.74%, top5-acc=99.66%, remaining_time=0:00:22.302668, arrival_time=2021-04-10 01:35:31.823669, cost_time=0:00:07.637899 2021-04-10 01:35:11,031 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.46ms, fps=1696 images/s, loss=0.3319, top1-acc=88.76%, top5-acc=99.62%, remaining_time=0:00:20.736192, arrival_time=2021-04-10 01:35:31.767537, cost_time=0:00:09.148292 2021-04-10 01:35:12,510 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.59ms, fps=1731 images/s, loss=0.3328, top1-acc=88.64%, top5-acc=99.63%, remaining_time=0:00:19.129320, arrival_time=2021-04-10 01:35:31.639731, cost_time=0:00:10.627366 2021-04-10 01:35:13,990 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.68ms, fps=1730 images/s, loss=0.3317, top1-acc=88.60%, top5-acc=99.65%, remaining_time=0:00:17.555672, arrival_time=2021-04-10 01:35:31.546002, cost_time=0:00:12.107337 2021-04-10 01:35:15,475 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=2.20ms, fps=1725 images/s, loss=0.3330, top1-acc=88.50%, top5-acc=99.65%, remaining_time=0:00:16.008226, arrival_time=2021-04-10 01:35:31.483262, cost_time=0:00:13.591920 2021-04-10 01:35:16,951 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.3355, top1-acc=88.45%, top5-acc=99.66%, remaining_time=0:00:14.466048, arrival_time=2021-04-10 01:35:31.417924, cost_time=0:00:15.068796 2021-04-10 01:35:18,462 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.50ms, fps=1696 images/s, loss=0.3367, top1-acc=88.43%, top5-acc=99.65%, remaining_time=0:00:12.961748, arrival_time=2021-04-10 01:35:31.423751, cost_time=0:00:16.578928 2021-04-10 01:35:19,936 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.57ms, fps=1737 images/s, loss=0.3393, top1-acc=88.40%, top5-acc=99.64%, remaining_time=0:00:11.433592, arrival_time=2021-04-10 01:35:31.369657, cost_time=0:00:18.053069 2021-04-10 01:35:21,414 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.78ms, fps=1732 images/s, loss=0.3414, top1-acc=88.33%, top5-acc=99.63%, remaining_time=0:00:09.915906, arrival_time=2021-04-10 01:35:31.330251, cost_time=0:00:19.531297 2021-04-10 01:35:22,910 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.88ms, fps=1711 images/s, loss=0.3425, top1-acc=88.28%, top5-acc=99.62%, remaining_time=0:00:08.411200, arrival_time=2021-04-10 01:35:31.322147, cost_time=0:00:21.027943 2021-04-10 01:35:24,391 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=0.3442, top1-acc=88.22%, top5-acc=99.60%, remaining_time=0:00:06.902622, arrival_time=2021-04-10 01:35:31.294278, cost_time=0:00:22.508611 2021-04-10 01:35:25,868 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.63ms, fps=1734 images/s, loss=0.3443, top1-acc=88.24%, top5-acc=99.61%, remaining_time=0:00:05.396724, arrival_time=2021-04-10 01:35:31.265199, cost_time=0:00:23.985432 2021-04-10 01:35:27,347 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.55ms, fps=1732 images/s, loss=0.3447, top1-acc=88.26%, top5-acc=99.60%, remaining_time=0:00:03.894540, arrival_time=2021-04-10 01:35:31.241867, cost_time=0:00:25.464271 2021-04-10 01:35:28,830 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=0.3454, top1-acc=88.26%, top5-acc=99.59%, remaining_time=0:00:02.395328, arrival_time=2021-04-10 01:35:31.225838, cost_time=0:00:26.947476 2021-04-10 01:35:30,311 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.62ms, fps=1730 images/s, loss=0.3442, top1-acc=88.30%, top5-acc=99.59%, remaining_time=0:00:00.897732, arrival_time=2021-04-10 01:35:31.208986, cost_time=0:00:28.428172 2021-04-10 01:35:31,118 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.62ms, fps=1686 images/s, loss=0.3433, top1-acc=88.33%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:31.118686, cost_time=0:00:29.235694 2021-04-10 01:35:31,530 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.47ms, fps=6242 images/s, loss=0.7476, top1-acc=77.66%, top5-acc=98.63%, remaining_time=0:00:01.230270, arrival_time=2021-04-10 01:35:32.760511, cost_time=0:00:00.410092 2021-04-10 01:35:31,838 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.84ms, fps=8316 images/s, loss=0.7526, top1-acc=77.66%, top5-acc=98.73%, remaining_time=0:00:00.718680, arrival_time=2021-04-10 01:35:32.557506, cost_time=0:00:00.718680 2021-04-10 01:35:32,142 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.77ms, fps=8438 images/s, loss=0.7753, top1-acc=77.19%, top5-acc=98.76%, remaining_time=0:00:00.340920, arrival_time=2021-04-10 01:35:32.483802, cost_time=0:00:01.022774 2021-04-10 01:35:32,420 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=8374 images/s, loss=0.7881, top1-acc=76.80%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:32.420267, cost_time=0:00:01.300188 2021-04-10 01:35:32,474 INFO : Epoch=0026 complete, best val top1-acc=80.96%, top5-acc=98.65% (epoch=22), remaining_time=1:28:52.144218, arrival_time=2021-04-10 03:04:24.619088, cost_time=0:13:16.757184 2021-04-10 01:35:32,475 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:35:34,200 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.58ms, fps=1485 images/s, loss=0.3508, top1-acc=87.77%, top5-acc=99.53%, remaining_time=0:00:32.073468, arrival_time=2021-04-10 01:36:06.273804, cost_time=0:00:01.724383 2021-04-10 01:35:35,681 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.97ms, fps=1729 images/s, loss=0.3359, top1-acc=88.14%, top5-acc=99.63%, remaining_time=0:00:28.211216, arrival_time=2021-04-10 01:36:03.893021, cost_time=0:00:03.205820 2021-04-10 01:35:37,159 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.04ms, fps=1734 images/s, loss=0.3181, top1-acc=88.83%, top5-acc=99.66%, remaining_time=0:00:25.912766, arrival_time=2021-04-10 01:36:03.071764, cost_time=0:00:04.683031 2021-04-10 01:35:38,651 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.67ms, fps=1716 images/s, loss=0.3257, top1-acc=88.71%, top5-acc=99.61%, remaining_time=0:00:24.085308, arrival_time=2021-04-10 01:36:02.737069, cost_time=0:00:06.175707 2021-04-10 01:35:40,137 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.14ms, fps=1725 images/s, loss=0.3248, top1-acc=88.80%, top5-acc=99.60%, remaining_time=0:00:22.369974, arrival_time=2021-04-10 01:36:02.507001, cost_time=0:00:07.660970 2021-04-10 01:35:41,618 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.14ms, fps=1729 images/s, loss=0.3193, top1-acc=89.05%, top5-acc=99.63%, remaining_time=0:00:20.723544, arrival_time=2021-04-10 01:36:02.342246, cost_time=0:00:09.142732 2021-04-10 01:35:43,111 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.12ms, fps=1716 images/s, loss=0.3227, top1-acc=88.85%, top5-acc=99.59%, remaining_time=0:00:19.144062, arrival_time=2021-04-10 01:36:02.255690, cost_time=0:00:10.635560 2021-04-10 01:35:44,584 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.71ms, fps=1738 images/s, loss=0.3254, top1-acc=88.79%, top5-acc=99.58%, remaining_time=0:00:17.557992, arrival_time=2021-04-10 01:36:02.142794, cost_time=0:00:12.108927 2021-04-10 01:35:46,066 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.75ms, fps=1728 images/s, loss=0.3268, top1-acc=88.78%, top5-acc=99.57%, remaining_time=0:00:16.006848, arrival_time=2021-04-10 01:36:02.073585, cost_time=0:00:13.590756 2021-04-10 01:35:47,542 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.3285, top1-acc=88.67%, top5-acc=99.55%, remaining_time=0:00:14.463840, arrival_time=2021-04-10 01:36:02.006335, cost_time=0:00:15.066540 2021-04-10 01:35:49,020 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.3279, top1-acc=88.73%, top5-acc=99.56%, remaining_time=0:00:12.934486, arrival_time=2021-04-10 01:36:01.954561, cost_time=0:00:16.544156 2021-04-10 01:35:50,495 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.3273, top1-acc=88.71%, top5-acc=99.59%, remaining_time=0:00:11.412236, arrival_time=2021-04-10 01:36:01.907498, cost_time=0:00:18.019350 2021-04-10 01:35:51,974 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.69ms, fps=1731 images/s, loss=0.3286, top1-acc=88.61%, top5-acc=99.59%, remaining_time=0:00:09.899406, arrival_time=2021-04-10 01:36:01.874158, cost_time=0:00:19.498886 2021-04-10 01:35:53,452 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.45ms, fps=1733 images/s, loss=0.3298, top1-acc=88.61%, top5-acc=99.58%, remaining_time=0:00:08.390480, arrival_time=2021-04-10 01:36:01.842580, cost_time=0:00:20.976180 2021-04-10 01:35:54,934 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.87ms, fps=1727 images/s, loss=0.3308, top1-acc=88.54%, top5-acc=99.59%, remaining_time=0:00:06.887350, arrival_time=2021-04-10 01:36:01.821987, cost_time=0:00:22.458730 2021-04-10 01:35:56,417 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.02ms, fps=1727 images/s, loss=0.3315, top1-acc=88.51%, top5-acc=99.60%, remaining_time=0:00:05.386896, arrival_time=2021-04-10 01:36:01.804575, cost_time=0:00:23.941745 2021-04-10 01:35:57,895 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.3319, top1-acc=88.52%, top5-acc=99.60%, remaining_time=0:00:03.887728, arrival_time=2021-04-10 01:36:01.783312, cost_time=0:00:25.419714 2021-04-10 01:35:59,376 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.07ms, fps=1729 images/s, loss=0.3349, top1-acc=88.44%, top5-acc=99.59%, remaining_time=0:00:02.391152, arrival_time=2021-04-10 01:36:01.767611, cost_time=0:00:26.900547 2021-04-10 01:36:00,874 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.70ms, fps=1709 images/s, loss=0.3371, top1-acc=88.37%, top5-acc=99.57%, remaining_time=0:00:00.896802, arrival_time=2021-04-10 01:36:01.771531, cost_time=0:00:28.398812 2021-04-10 01:36:01,673 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.26ms, fps=1703 images/s, loss=0.3377, top1-acc=88.37%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:01.673866, cost_time=0:00:29.197966 2021-04-10 01:36:02,088 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.40ms, fps=6210 images/s, loss=0.5447, top1-acc=81.76%, top5-acc=99.37%, remaining_time=0:00:01.236660, arrival_time=2021-04-10 01:36:03.324894, cost_time=0:00:00.412224 2021-04-10 01:36:02,394 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.84ms, fps=8365 images/s, loss=0.5450, top1-acc=82.03%, top5-acc=99.18%, remaining_time=0:00:00.718800, arrival_time=2021-04-10 01:36:03.113607, cost_time=0:00:00.718795 2021-04-10 01:36:02,697 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.70ms, fps=8491 images/s, loss=0.5426, top1-acc=82.14%, top5-acc=99.08%, remaining_time=0:00:00.340340, arrival_time=2021-04-10 01:36:03.037374, cost_time=0:00:01.021015 2021-04-10 01:36:02,978 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.09ms, fps=8270 images/s, loss=0.5589, top1-acc=82.03%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:02.978031, cost_time=0:00:01.302069 2021-04-10 01:36:03,097 INFO : Epoch=0027 complete, best val top1-acc=82.03%, top5-acc=99.08% (epoch=27), remaining_time=1:28:21.362003, arrival_time=2021-04-10 03:04:24.459901, cost_time=0:13:47.380206 2021-04-10 01:36:03,098 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:36:04,779 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=0.36ms, fps=1523 images/s, loss=0.3341, top1-acc=88.24%, top5-acc=99.61%, remaining_time=0:00:31.254138, arrival_time=2021-04-10 01:36:36.033556, cost_time=0:00:01.680326 2021-04-10 01:36:06,256 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.80ms, fps=1734 images/s, loss=0.3315, top1-acc=88.59%, top5-acc=99.55%, remaining_time=0:00:27.784240, arrival_time=2021-04-10 01:36:34.040615, cost_time=0:00:03.157301 2021-04-10 01:36:07,744 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.61ms, fps=1721 images/s, loss=0.3299, top1-acc=88.63%, top5-acc=99.62%, remaining_time=0:00:25.704602, arrival_time=2021-04-10 01:36:33.448999, cost_time=0:00:04.645397 2021-04-10 01:36:09,218 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.12ms, fps=1738 images/s, loss=0.3298, top1-acc=88.68%, top5-acc=99.63%, remaining_time=0:00:23.865192, arrival_time=2021-04-10 01:36:33.083746, cost_time=0:00:06.119298 2021-04-10 01:36:10,698 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.52ms, fps=1731 images/s, loss=0.3322, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:22.189372, arrival_time=2021-04-10 01:36:32.887458, cost_time=0:00:07.599104 2021-04-10 01:36:12,177 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.48ms, fps=1731 images/s, loss=0.3279, top1-acc=88.62%, top5-acc=99.65%, remaining_time=0:00:20.578160, arrival_time=2021-04-10 01:36:32.755704, cost_time=0:00:09.078612 2021-04-10 01:36:13,652 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.09ms, fps=1736 images/s, loss=0.3288, top1-acc=88.58%, top5-acc=99.65%, remaining_time=0:00:18.996264, arrival_time=2021-04-10 01:36:32.648706, cost_time=0:00:10.553511 2021-04-10 01:36:15,129 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.52ms, fps=1734 images/s, loss=0.3306, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:17.444080, arrival_time=2021-04-10 01:36:32.573488, cost_time=0:00:12.030428 2021-04-10 01:36:16,624 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.94ms, fps=1713 images/s, loss=0.3299, top1-acc=88.54%, top5-acc=99.64%, remaining_time=0:00:15.929786, arrival_time=2021-04-10 01:36:32.554055, cost_time=0:00:13.525311 2021-04-10 01:36:18,098 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.3312, top1-acc=88.55%, top5-acc=99.61%, remaining_time=0:00:14.399808, arrival_time=2021-04-10 01:36:32.498616, cost_time=0:00:14.999833 2021-04-10 01:36:19,578 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.42ms, fps=1731 images/s, loss=0.3311, top1-acc=88.51%, top5-acc=99.61%, remaining_time=0:00:12.883832, arrival_time=2021-04-10 01:36:32.462146, cost_time=0:00:16.479338 2021-04-10 01:36:21,063 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.89ms, fps=1724 images/s, loss=0.3317, top1-acc=88.55%, top5-acc=99.62%, remaining_time=0:00:11.377808, arrival_time=2021-04-10 01:36:32.441731, cost_time=0:00:17.964989 2021-04-10 01:36:22,539 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.00ms, fps=1736 images/s, loss=0.3314, top1-acc=88.55%, top5-acc=99.59%, remaining_time=0:00:09.869772, arrival_time=2021-04-10 01:36:32.409211, cost_time=0:00:19.440461 2021-04-10 01:36:24,034 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.57ms, fps=1712 images/s, loss=0.3346, top1-acc=88.48%, top5-acc=99.58%, remaining_time=0:00:08.374352, arrival_time=2021-04-10 01:36:32.409235, cost_time=0:00:20.935905 2021-04-10 01:36:25,516 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=0.3346, top1-acc=88.46%, top5-acc=99.59%, remaining_time=0:00:06.874608, arrival_time=2021-04-10 01:36:32.390863, cost_time=0:00:22.417269 2021-04-10 01:36:26,995 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.82ms, fps=1732 images/s, loss=0.3332, top1-acc=88.51%, top5-acc=99.60%, remaining_time=0:00:05.376600, arrival_time=2021-04-10 01:36:32.371591, cost_time=0:00:23.896008 2021-04-10 01:36:28,484 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.89ms, fps=1719 images/s, loss=0.3322, top1-acc=88.54%, top5-acc=99.60%, remaining_time=0:00:03.882502, arrival_time=2021-04-10 01:36:32.367095, cost_time=0:00:25.385563 2021-04-10 01:36:29,959 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.10ms, fps=1737 images/s, loss=0.3338, top1-acc=88.47%, top5-acc=99.61%, remaining_time=0:00:02.387552, arrival_time=2021-04-10 01:36:32.346574, cost_time=0:00:26.859898 2021-04-10 01:36:31,479 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.43ms, fps=1685 images/s, loss=0.3346, top1-acc=88.44%, top5-acc=99.61%, remaining_time=0:00:00.896220, arrival_time=2021-04-10 01:36:32.375599, cost_time=0:00:28.380308 2021-04-10 01:36:32,278 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.40ms, fps=1704 images/s, loss=0.3325, top1-acc=88.49%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:32.278410, cost_time=0:00:29.179427 2021-04-10 01:36:32,668 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=5.56ms, fps=6595 images/s, loss=0.5382, top1-acc=82.54%, top5-acc=99.69%, remaining_time=0:00:01.164420, arrival_time=2021-04-10 01:36:33.833126, cost_time=0:00:00.388140 2021-04-10 01:36:32,965 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.86ms, fps=8633 images/s, loss=0.5312, top1-acc=82.34%, top5-acc=99.45%, remaining_time=0:00:00.685220, arrival_time=2021-04-10 01:36:33.650962, cost_time=0:00:00.685224 2021-04-10 01:36:33,267 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=2.04ms, fps=8514 images/s, loss=0.5338, top1-acc=82.42%, top5-acc=99.41%, remaining_time=0:00:00.328790, arrival_time=2021-04-10 01:36:33.595797, cost_time=0:00:00.986365 2021-04-10 01:36:33,542 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=8445 images/s, loss=0.5342, top1-acc=82.15%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:33.542345, cost_time=0:00:01.261880 2021-04-10 01:36:33,774 INFO : Epoch=0028 complete, best val top1-acc=82.15%, top5-acc=99.35% (epoch=28), remaining_time=1:27:50.922800, arrival_time=2021-04-10 03:04:24.697714, cost_time=0:14:18.057207 2021-04-10 01:36:33,775 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:36:35,471 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.85ms, fps=1510 images/s, loss=0.3228, top1-acc=89.06%, top5-acc=99.73%, remaining_time=0:00:31.535184, arrival_time=2021-04-10 01:37:07.006668, cost_time=0:00:01.695442 2021-04-10 01:36:36,941 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.64ms, fps=1742 images/s, loss=0.3113, top1-acc=89.49%, top5-acc=99.71%, remaining_time=0:00:27.855872, arrival_time=2021-04-10 01:37:04.797421, cost_time=0:00:03.165444 2021-04-10 01:36:38,427 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.63ms, fps=1724 images/s, loss=0.3142, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:25.734150, arrival_time=2021-04-10 01:37:04.161073, cost_time=0:00:04.650742 2021-04-10 01:36:39,897 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.92ms, fps=1742 images/s, loss=0.3209, top1-acc=89.18%, top5-acc=99.58%, remaining_time=0:00:23.872836, arrival_time=2021-04-10 01:37:03.770130, cost_time=0:00:06.121235 2021-04-10 01:36:41,377 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.60ms, fps=1730 images/s, loss=0.3246, top1-acc=89.06%, top5-acc=99.59%, remaining_time=0:00:22.195212, arrival_time=2021-04-10 01:37:03.572369, cost_time=0:00:07.601119 2021-04-10 01:36:42,854 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.3220, top1-acc=89.08%, top5-acc=99.60%, remaining_time=0:00:20.577208, arrival_time=2021-04-10 01:37:03.431432, cost_time=0:00:09.078185 2021-04-10 01:36:44,332 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.96ms, fps=1733 images/s, loss=0.3200, top1-acc=89.21%, top5-acc=99.61%, remaining_time=0:00:19.001052, arrival_time=2021-04-10 01:37:03.333330, cost_time=0:00:10.556119 2021-04-10 01:36:45,810 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.90ms, fps=1733 images/s, loss=0.3177, top1-acc=89.23%, top5-acc=99.62%, remaining_time=0:00:17.449880, arrival_time=2021-04-10 01:37:03.260428, cost_time=0:00:12.034421 2021-04-10 01:36:47,292 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.25ms, fps=1728 images/s, loss=0.3211, top1-acc=89.09%, top5-acc=99.60%, remaining_time=0:00:15.919186, arrival_time=2021-04-10 01:37:03.211552, cost_time=0:00:13.516270 2021-04-10 01:36:48,768 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.78ms, fps=1735 images/s, loss=0.3234, top1-acc=88.96%, top5-acc=99.61%, remaining_time=0:00:14.392320, arrival_time=2021-04-10 01:37:03.160419, cost_time=0:00:14.992010 2021-04-10 01:36:50,267 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.89ms, fps=1708 images/s, loss=0.3240, top1-acc=88.87%, top5-acc=99.62%, remaining_time=0:00:12.893120, arrival_time=2021-04-10 01:37:03.160350, cost_time=0:00:16.491191 2021-04-10 01:36:51,735 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=0.3250, top1-acc=88.84%, top5-acc=99.63%, remaining_time=0:00:11.374236, arrival_time=2021-04-10 01:37:03.109620, cost_time=0:00:17.959354 2021-04-10 01:36:53,214 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=0.3261, top1-acc=88.79%, top5-acc=99.63%, remaining_time=0:00:09.868650, arrival_time=2021-04-10 01:37:03.083012, cost_time=0:00:19.438279 2021-04-10 01:36:54,693 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.33ms, fps=1732 images/s, loss=0.3265, top1-acc=88.78%, top5-acc=99.62%, remaining_time=0:00:08.366904, arrival_time=2021-04-10 01:37:03.060139, cost_time=0:00:20.917202 2021-04-10 01:36:56,164 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.32ms, fps=1740 images/s, loss=0.3264, top1-acc=88.78%, top5-acc=99.63%, remaining_time=0:00:06.865822, arrival_time=2021-04-10 01:37:03.030352, cost_time=0:00:22.388476 2021-04-10 01:36:57,644 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.57ms, fps=1731 images/s, loss=0.3271, top1-acc=88.70%, top5-acc=99.64%, remaining_time=0:00:05.370300, arrival_time=2021-04-10 01:37:03.014320, cost_time=0:00:23.867981 2021-04-10 01:36:59,116 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=0.3262, top1-acc=88.72%, top5-acc=99.65%, remaining_time=0:00:03.875638, arrival_time=2021-04-10 01:37:02.992374, cost_time=0:00:25.340637 2021-04-10 01:37:00,609 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=15.87ms, fps=1716 images/s, loss=0.3269, top1-acc=88.69%, top5-acc=99.64%, remaining_time=0:00:02.385184, arrival_time=2021-04-10 01:37:02.994764, cost_time=0:00:26.833363 2021-04-10 01:37:02,129 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.51ms, fps=1685 images/s, loss=0.3278, top1-acc=88.67%, top5-acc=99.63%, remaining_time=0:00:00.895380, arrival_time=2021-04-10 01:37:03.025158, cost_time=0:00:28.353736 2021-04-10 01:37:02,940 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.74ms, fps=1678 images/s, loss=0.3277, top1-acc=88.66%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:02.940676, cost_time=0:00:29.164549 2021-04-10 01:37:03,354 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.62ms, fps=6218 images/s, loss=0.5964, top1-acc=81.56%, top5-acc=99.14%, remaining_time=0:00:01.235070, arrival_time=2021-04-10 01:37:04.589871, cost_time=0:00:00.411693 2021-04-10 01:37:03,654 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.38ms, fps=8569 images/s, loss=0.5980, top1-acc=81.72%, top5-acc=99.12%, remaining_time=0:00:00.710800, arrival_time=2021-04-10 01:37:04.364761, cost_time=0:00:00.710794 2021-04-10 01:37:03,955 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.73ms, fps=8518 images/s, loss=0.6078, top1-acc=81.20%, top5-acc=99.06%, remaining_time=0:00:00.337380, arrival_time=2021-04-10 01:37:04.292650, cost_time=0:00:01.012131 2021-04-10 01:37:04,241 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.12ms, fps=8128 images/s, loss=0.6204, top1-acc=80.93%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:04.241194, cost_time=0:00:01.298022 2021-04-10 01:37:04,321 INFO : Epoch=0029 complete, best val top1-acc=82.15%, top5-acc=99.35% (epoch=28), remaining_time=1:27:19.696500, arrival_time=2021-04-10 03:04:24.017711, cost_time=0:14:48.603502 2021-04-10 01:37:04,322 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:37:06,021 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=2.03ms, fps=1507 images/s, loss=0.3510, top1-acc=88.16%, top5-acc=99.41%, remaining_time=0:00:31.602330, arrival_time=2021-04-10 01:37:37.624198, cost_time=0:00:01.699049 2021-04-10 01:37:07,503 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=2.36ms, fps=1728 images/s, loss=0.3427, top1-acc=88.55%, top5-acc=99.49%, remaining_time=0:00:27.992096, arrival_time=2021-04-10 01:37:35.495839, cost_time=0:00:03.180910 2021-04-10 01:37:08,978 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.3279, top1-acc=88.97%, top5-acc=99.62%, remaining_time=0:00:25.762204, arrival_time=2021-04-10 01:37:34.740824, cost_time=0:00:04.655821 2021-04-10 01:37:10,488 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.94ms, fps=1696 images/s, loss=0.3231, top1-acc=88.97%, top5-acc=99.64%, remaining_time=0:00:24.047244, arrival_time=2021-04-10 01:37:34.536008, cost_time=0:00:06.165953 2021-04-10 01:37:11,965 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=2.00ms, fps=1735 images/s, loss=0.3271, top1-acc=88.80%, top5-acc=99.66%, remaining_time=0:00:22.315224, arrival_time=2021-04-10 01:37:34.280281, cost_time=0:00:07.642204 2021-04-10 01:37:13,445 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.37ms, fps=1730 images/s, loss=0.3236, top1-acc=88.89%, top5-acc=99.65%, remaining_time=0:00:20.677304, arrival_time=2021-04-10 01:37:34.122406, cost_time=0:00:09.122349 2021-04-10 01:37:14,917 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.90ms, fps=1740 images/s, loss=0.3219, top1-acc=88.94%, top5-acc=99.67%, remaining_time=0:00:19.069470, arrival_time=2021-04-10 01:37:33.986463, cost_time=0:00:10.594178 2021-04-10 01:37:16,393 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.65ms, fps=1734 images/s, loss=0.3197, top1-acc=89.03%, top5-acc=99.69%, remaining_time=0:00:17.502544, arrival_time=2021-04-10 01:37:33.896082, cost_time=0:00:12.070727 2021-04-10 01:37:17,878 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.56ms, fps=1724 images/s, loss=0.3219, top1-acc=88.91%, top5-acc=99.70%, remaining_time=0:00:15.965932, arrival_time=2021-04-10 01:37:33.844755, cost_time=0:00:13.555985 2021-04-10 01:37:19,357 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.14ms, fps=1733 images/s, loss=0.3195, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:14.432928, arrival_time=2021-04-10 01:37:33.790003, cost_time=0:00:15.034304 2021-04-10 01:37:20,834 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=0.3159, top1-acc=89.18%, top5-acc=99.69%, remaining_time=0:00:12.909460, arrival_time=2021-04-10 01:37:33.744325, cost_time=0:00:16.512112 2021-04-10 01:37:22,314 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.87ms, fps=1731 images/s, loss=0.3159, top1-acc=89.14%, top5-acc=99.68%, remaining_time=0:00:11.394604, arrival_time=2021-04-10 01:37:33.708912, cost_time=0:00:17.991510 2021-04-10 01:37:23,799 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.45ms, fps=1724 images/s, loss=0.3179, top1-acc=89.12%, top5-acc=99.66%, remaining_time=0:00:09.888252, arrival_time=2021-04-10 01:37:33.687812, cost_time=0:00:19.476805 2021-04-10 01:37:25,279 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=0.3190, top1-acc=89.05%, top5-acc=99.65%, remaining_time=0:00:08.382472, arrival_time=2021-04-10 01:37:33.661460, cost_time=0:00:20.956237 2021-04-10 01:37:26,761 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=0.3198, top1-acc=89.02%, top5-acc=99.64%, remaining_time=0:00:06.881186, arrival_time=2021-04-10 01:37:33.642645, cost_time=0:00:22.438666 2021-04-10 01:37:28,245 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=0.3218, top1-acc=88.94%, top5-acc=99.64%, remaining_time=0:00:05.382504, arrival_time=2021-04-10 01:37:33.627658, cost_time=0:00:23.922319 2021-04-10 01:37:29,723 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.3208, top1-acc=88.95%, top5-acc=99.64%, remaining_time=0:00:03.884738, arrival_time=2021-04-10 01:37:33.607784, cost_time=0:00:25.400280 2021-04-10 01:37:31,202 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.14ms, fps=1731 images/s, loss=0.3215, top1-acc=88.90%, top5-acc=99.65%, remaining_time=0:00:02.389312, arrival_time=2021-04-10 01:37:33.591855, cost_time=0:00:26.879708 2021-04-10 01:37:32,691 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.85ms, fps=1720 images/s, loss=0.3225, top1-acc=88.88%, top5-acc=99.64%, remaining_time=0:00:00.895854, arrival_time=2021-04-10 01:37:33.587351, cost_time=0:00:28.368689 2021-04-10 01:37:33,486 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.09ms, fps=1712 images/s, loss=0.3227, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:33.486301, cost_time=0:00:29.163559 2021-04-10 01:37:33,873 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=3.99ms, fps=6631 images/s, loss=0.6353, top1-acc=79.14%, top5-acc=99.37%, remaining_time=0:00:01.158210, arrival_time=2021-04-10 01:37:35.031877, cost_time=0:00:00.386071 2021-04-10 01:37:34,176 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=2.39ms, fps=8470 images/s, loss=0.6421, top1-acc=79.51%, top5-acc=99.18%, remaining_time=0:00:00.688640, arrival_time=2021-04-10 01:37:34.864925, cost_time=0:00:00.688635 2021-04-10 01:37:34,484 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.51ms, fps=8328 images/s, loss=0.6536, top1-acc=79.32%, top5-acc=99.09%, remaining_time=0:00:00.332200, arrival_time=2021-04-10 01:37:34.816391, cost_time=0:00:00.996597 2021-04-10 01:37:34,760 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=8409 images/s, loss=0.6600, top1-acc=79.20%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:34.760435, cost_time=0:00:01.272852 2021-04-10 01:37:34,833 INFO : Epoch=0030 complete, best val top1-acc=82.15%, top5-acc=99.35% (epoch=28), remaining_time=1:26:48.322130, arrival_time=2021-04-10 03:04:23.155479, cost_time=0:15:19.115663 2021-04-10 01:37:34,834 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:37:36,590 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.66ms, fps=1458 images/s, loss=0.3349, top1-acc=88.28%, top5-acc=99.84%, remaining_time=0:00:32.665506, arrival_time=2021-04-10 01:38:09.256061, cost_time=0:00:01.756206 2021-04-10 01:37:38,072 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.64ms, fps=1728 images/s, loss=0.3211, top1-acc=89.00%, top5-acc=99.75%, remaining_time=0:00:28.496688, arrival_time=2021-04-10 01:38:06.569363, cost_time=0:00:03.238254 2021-04-10 01:37:39,555 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.45ms, fps=1727 images/s, loss=0.3233, top1-acc=88.95%, top5-acc=99.66%, remaining_time=0:00:26.122590, arrival_time=2021-04-10 01:38:05.678037, cost_time=0:00:04.720937 2021-04-10 01:37:41,035 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.20ms, fps=1731 images/s, loss=0.3214, top1-acc=88.87%, top5-acc=99.71%, remaining_time=0:00:24.184212, arrival_time=2021-04-10 01:38:05.219761, cost_time=0:00:06.201077 2021-04-10 01:37:42,517 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.94ms, fps=1728 images/s, loss=0.3204, top1-acc=88.96%, top5-acc=99.70%, remaining_time=0:00:22.435674, arrival_time=2021-04-10 01:38:04.953503, cost_time=0:00:07.683458 2021-04-10 01:37:43,999 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.42ms, fps=1729 images/s, loss=0.3229, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:20.773184, arrival_time=2021-04-10 01:38:04.772158, cost_time=0:00:09.164618 2021-04-10 01:37:45,474 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=6.74ms, fps=1736 images/s, loss=0.3240, top1-acc=88.90%, top5-acc=99.66%, remaining_time=0:00:19.152126, arrival_time=2021-04-10 01:38:04.626713, cost_time=0:00:10.640074 2021-04-10 01:37:46,959 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.62ms, fps=1725 images/s, loss=0.3226, top1-acc=88.90%, top5-acc=99.67%, remaining_time=0:00:17.581424, arrival_time=2021-04-10 01:38:04.540995, cost_time=0:00:12.125138 2021-04-10 01:37:48,442 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=0.3216, top1-acc=88.89%, top5-acc=99.64%, remaining_time=0:00:16.027200, arrival_time=2021-04-10 01:38:04.469552, cost_time=0:00:13.607976 2021-04-10 01:37:49,918 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.3198, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:14.480352, arrival_time=2021-04-10 01:38:04.398537, cost_time=0:00:15.083736 2021-04-10 01:37:51,391 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.35ms, fps=1739 images/s, loss=0.3192, top1-acc=89.03%, top5-acc=99.65%, remaining_time=0:00:12.944462, arrival_time=2021-04-10 01:38:04.335694, cost_time=0:00:16.556859 2021-04-10 01:37:52,880 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=2.58ms, fps=1719 images/s, loss=0.3203, top1-acc=88.96%, top5-acc=99.65%, remaining_time=0:00:11.429336, arrival_time=2021-04-10 01:38:04.310196, cost_time=0:00:18.046344 2021-04-10 01:37:54,357 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.3214, top1-acc=88.95%, top5-acc=99.64%, remaining_time=0:00:09.911748, arrival_time=2021-04-10 01:38:04.269305, cost_time=0:00:19.523137 2021-04-10 01:37:55,839 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.47ms, fps=1728 images/s, loss=0.3227, top1-acc=88.93%, top5-acc=99.63%, remaining_time=0:00:08.402184, arrival_time=2021-04-10 01:38:04.241990, cost_time=0:00:21.005404 2021-04-10 01:37:57,317 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.62ms, fps=1733 images/s, loss=0.3230, top1-acc=88.89%, top5-acc=99.63%, remaining_time=0:00:06.894756, arrival_time=2021-04-10 01:38:04.212029, cost_time=0:00:22.482864 2021-04-10 01:37:58,813 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.49ms, fps=1711 images/s, loss=0.3239, top1-acc=88.83%, top5-acc=99.62%, remaining_time=0:00:05.395320, arrival_time=2021-04-10 01:38:04.208984, cost_time=0:00:23.979228 2021-04-10 01:38:00,297 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.45ms, fps=1726 images/s, loss=0.3223, top1-acc=88.88%, top5-acc=99.63%, remaining_time=0:00:03.894332, arrival_time=2021-04-10 01:38:04.191854, cost_time=0:00:25.462937 2021-04-10 01:38:01,793 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=2.12ms, fps=1712 images/s, loss=0.3225, top1-acc=88.91%, top5-acc=99.62%, remaining_time=0:00:02.396368, arrival_time=2021-04-10 01:38:04.190120, cost_time=0:00:26.959131 2021-04-10 01:38:03,280 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.36ms, fps=1722 images/s, loss=0.3234, top1-acc=88.88%, top5-acc=99.63%, remaining_time=0:00:00.898308, arrival_time=2021-04-10 01:38:04.179122, cost_time=0:00:28.446391 2021-04-10 01:38:04,078 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.32ms, fps=1706 images/s, loss=0.3242, top1-acc=88.85%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:04.078534, cost_time=0:00:29.244157 2021-04-10 01:38:04,513 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.31ms, fps=5910 images/s, loss=0.7388, top1-acc=77.54%, top5-acc=99.06%, remaining_time=0:00:01.299360, arrival_time=2021-04-10 01:38:05.812636, cost_time=0:00:00.433120 2021-04-10 01:38:04,815 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.40ms, fps=8491 images/s, loss=0.7692, top1-acc=76.19%, top5-acc=98.98%, remaining_time=0:00:00.735180, arrival_time=2021-04-10 01:38:05.550557, cost_time=0:00:00.735180 2021-04-10 01:38:05,119 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.13ms, fps=8436 images/s, loss=0.7608, top1-acc=76.29%, top5-acc=98.97%, remaining_time=0:00:00.346430, arrival_time=2021-04-10 01:38:05.465850, cost_time=0:00:01.039298 2021-04-10 01:38:05,399 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=8304 images/s, loss=0.7630, top1-acc=76.22%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:05.399288, cost_time=0:00:01.319204 2021-04-10 01:38:05,454 INFO : Epoch=0031 complete, best val top1-acc=82.15%, top5-acc=99.35% (epoch=28), remaining_time=1:26:17.597399, arrival_time=2021-04-10 03:04:23.051887, cost_time=0:15:49.736795 2021-04-10 01:38:05,455 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:38:07,153 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.43ms, fps=1508 images/s, loss=0.2827, top1-acc=90.47%, top5-acc=99.80%, remaining_time=0:00:31.578336, arrival_time=2021-04-10 01:38:38.731757, cost_time=0:00:01.697758 2021-04-10 01:38:08,632 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.51ms, fps=1732 images/s, loss=0.2942, top1-acc=90.14%, top5-acc=99.71%, remaining_time=0:00:27.954784, arrival_time=2021-04-10 01:38:36.587221, cost_time=0:00:03.176682 2021-04-10 01:38:10,116 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=0.3039, top1-acc=89.74%, top5-acc=99.75%, remaining_time=0:00:25.790756, arrival_time=2021-04-10 01:38:35.907341, cost_time=0:00:04.660985 2021-04-10 01:38:11,596 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.13ms, fps=1731 images/s, loss=0.3014, top1-acc=89.76%, top5-acc=99.77%, remaining_time=0:00:23.948496, arrival_time=2021-04-10 01:38:35.544694, cost_time=0:00:06.140625 2021-04-10 01:38:13,070 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.46ms, fps=1737 images/s, loss=0.3012, top1-acc=89.60%, top5-acc=99.77%, remaining_time=0:00:22.234048, arrival_time=2021-04-10 01:38:35.304174, cost_time=0:00:07.614407 2021-04-10 01:38:14,558 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.77ms, fps=1721 images/s, loss=0.3060, top1-acc=89.47%, top5-acc=99.74%, remaining_time=0:00:20.631880, arrival_time=2021-04-10 01:38:35.189849, cost_time=0:00:09.102327 2021-04-10 01:38:16,036 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.88ms, fps=1732 images/s, loss=0.3081, top1-acc=89.40%, top5-acc=99.74%, remaining_time=0:00:19.045404, arrival_time=2021-04-10 01:38:35.081742, cost_time=0:00:10.580767 2021-04-10 01:38:17,523 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.46ms, fps=1722 images/s, loss=0.3095, top1-acc=89.30%, top5-acc=99.71%, remaining_time=0:00:17.498484, arrival_time=2021-04-10 01:38:35.022123, cost_time=0:00:12.067932 2021-04-10 01:38:19,012 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=2.10ms, fps=1721 images/s, loss=0.3122, top1-acc=89.17%, top5-acc=99.70%, remaining_time=0:00:15.966674, arrival_time=2021-04-10 01:38:34.978938, cost_time=0:00:13.556575 2021-04-10 01:38:20,493 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.57ms, fps=1729 images/s, loss=0.3124, top1-acc=89.12%, top5-acc=99.70%, remaining_time=0:00:14.436288, arrival_time=2021-04-10 01:38:34.929707, cost_time=0:00:15.037791 2021-04-10 01:38:21,975 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.18ms, fps=1728 images/s, loss=0.3123, top1-acc=89.13%, top5-acc=99.69%, remaining_time=0:00:12.915566, arrival_time=2021-04-10 01:38:34.891141, cost_time=0:00:16.519939 2021-04-10 01:38:23,469 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=2.46ms, fps=1714 images/s, loss=0.3121, top1-acc=89.15%, top5-acc=99.68%, remaining_time=0:00:11.408892, arrival_time=2021-04-10 01:38:34.878543, cost_time=0:00:18.014022 2021-04-10 01:38:24,946 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.3116, top1-acc=89.16%, top5-acc=99.68%, remaining_time=0:00:09.895248, arrival_time=2021-04-10 01:38:34.841571, cost_time=0:00:19.490659 2021-04-10 01:38:26,422 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.3128, top1-acc=89.14%, top5-acc=99.68%, remaining_time=0:00:08.386560, arrival_time=2021-04-10 01:38:34.808524, cost_time=0:00:20.966355 2021-04-10 01:38:27,909 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.63ms, fps=1722 images/s, loss=0.3153, top1-acc=89.08%, top5-acc=99.68%, remaining_time=0:00:06.885832, arrival_time=2021-04-10 01:38:34.795380, cost_time=0:00:22.453816 2021-04-10 01:38:29,392 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=0.3157, top1-acc=89.06%, top5-acc=99.68%, remaining_time=0:00:05.385708, arrival_time=2021-04-10 01:38:34.777826, cost_time=0:00:23.936457 2021-04-10 01:38:30,879 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.35ms, fps=1721 images/s, loss=0.3173, top1-acc=89.04%, top5-acc=99.66%, remaining_time=0:00:03.888404, arrival_time=2021-04-10 01:38:34.768160, cost_time=0:00:25.424190 2021-04-10 01:38:32,358 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=2.32ms, fps=1732 images/s, loss=0.3185, top1-acc=89.01%, top5-acc=99.66%, remaining_time=0:00:02.391344, arrival_time=2021-04-10 01:38:34.749465, cost_time=0:00:26.902552 2021-04-10 01:38:33,843 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.32ms, fps=1725 images/s, loss=0.3184, top1-acc=89.02%, top5-acc=99.66%, remaining_time=0:00:00.896442, arrival_time=2021-04-10 01:38:34.739503, cost_time=0:00:28.387369 2021-04-10 01:38:34,637 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.34ms, fps=1713 images/s, loss=0.3176, top1-acc=89.02%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:34.637616, cost_time=0:00:29.182014 2021-04-10 01:38:35,051 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.30ms, fps=6219 images/s, loss=0.4845, top1-acc=84.73%, top5-acc=99.49%, remaining_time=0:00:01.234950, arrival_time=2021-04-10 01:38:36.286341, cost_time=0:00:00.411649 2021-04-10 01:38:35,357 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.95ms, fps=8388 images/s, loss=0.5032, top1-acc=84.55%, top5-acc=99.39%, remaining_time=0:00:00.717300, arrival_time=2021-04-10 01:38:36.074402, cost_time=0:00:00.717303 2021-04-10 01:38:35,655 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=2.33ms, fps=8606 images/s, loss=0.4961, top1-acc=84.48%, top5-acc=99.40%, remaining_time=0:00:00.338450, arrival_time=2021-04-10 01:38:35.993503, cost_time=0:00:01.015347 2021-04-10 01:38:35,942 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.13ms, fps=8076 images/s, loss=0.5012, top1-acc=84.49%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:35.942742, cost_time=0:00:01.302955 2021-04-10 01:38:36,138 INFO : Epoch=0032 complete, best val top1-acc=84.49%, top5-acc=99.35% (epoch=32), remaining_time=1:25:47.210208, arrival_time=2021-04-10 03:04:23.348882, cost_time=0:16:20.420977 2021-04-10 01:38:36,139 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:38:37,803 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.85ms, fps=1539 images/s, loss=0.2963, top1-acc=90.00%, top5-acc=99.80%, remaining_time=0:00:30.942588, arrival_time=2021-04-10 01:39:08.745987, cost_time=0:00:01.663583 2021-04-10 01:38:39,291 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=2.15ms, fps=1721 images/s, loss=0.2888, top1-acc=90.14%, top5-acc=99.75%, remaining_time=0:00:27.737248, arrival_time=2021-04-10 01:39:07.029009, cost_time=0:00:03.151952 2021-04-10 01:38:40,772 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.60ms, fps=1730 images/s, loss=0.2859, top1-acc=90.08%, top5-acc=99.75%, remaining_time=0:00:25.634882, arrival_time=2021-04-10 01:39:06.407435, cost_time=0:00:04.632822 2021-04-10 01:38:42,259 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=11.13ms, fps=1723 images/s, loss=0.2853, top1-acc=90.01%, top5-acc=99.77%, remaining_time=0:00:23.865036, arrival_time=2021-04-10 01:39:06.124021, cost_time=0:00:06.119259 2021-04-10 01:38:43,754 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=2.13ms, fps=1712 images/s, loss=0.2889, top1-acc=90.06%, top5-acc=99.74%, remaining_time=0:00:22.236238, arrival_time=2021-04-10 01:39:05.991140, cost_time=0:00:07.615150 2021-04-10 01:38:45,222 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=0.2959, top1-acc=89.91%, top5-acc=99.72%, remaining_time=0:00:20.587000, arrival_time=2021-04-10 01:39:05.809234, cost_time=0:00:09.082505 2021-04-10 01:38:46,705 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=0.2989, top1-acc=89.69%, top5-acc=99.74%, remaining_time=0:00:19.017810, arrival_time=2021-04-10 01:39:05.722971, cost_time=0:00:10.565440 2021-04-10 01:38:48,184 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.3018, top1-acc=89.64%, top5-acc=99.71%, remaining_time=0:00:17.464960, arrival_time=2021-04-10 01:39:05.649568, cost_time=0:00:12.044782 2021-04-10 01:38:49,662 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.84ms, fps=1733 images/s, loss=0.3027, top1-acc=89.63%, top5-acc=99.72%, remaining_time=0:00:15.926288, arrival_time=2021-04-10 01:39:05.588297, cost_time=0:00:13.522298 2021-04-10 01:38:51,142 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.90ms, fps=1730 images/s, loss=0.3054, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:00:14.402496, arrival_time=2021-04-10 01:39:05.544865, cost_time=0:00:15.002615 2021-04-10 01:38:52,623 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.46ms, fps=1729 images/s, loss=0.3037, top1-acc=89.57%, top5-acc=99.72%, remaining_time=0:00:12.887444, arrival_time=2021-04-10 01:39:05.511075, cost_time=0:00:16.483892 2021-04-10 01:38:54,117 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.55ms, fps=1714 images/s, loss=0.3056, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:11.385940, arrival_time=2021-04-10 01:39:05.503463, cost_time=0:00:17.977801 2021-04-10 01:38:55,596 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.3068, top1-acc=89.47%, top5-acc=99.70%, remaining_time=0:00:09.877890, arrival_time=2021-04-10 01:39:05.474019, cost_time=0:00:19.456452 2021-04-10 01:38:57,083 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.44ms, fps=1721 images/s, loss=0.3069, top1-acc=89.48%, top5-acc=99.72%, remaining_time=0:00:08.377600, arrival_time=2021-04-10 01:39:05.461372, cost_time=0:00:20.943999 2021-04-10 01:38:58,562 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.3108, top1-acc=89.32%, top5-acc=99.71%, remaining_time=0:00:06.876172, arrival_time=2021-04-10 01:39:05.438466, cost_time=0:00:22.422355 2021-04-10 01:39:00,034 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.66ms, fps=1740 images/s, loss=0.3113, top1-acc=89.27%, top5-acc=99.73%, remaining_time=0:00:05.376204, arrival_time=2021-04-10 01:39:05.410301, cost_time=0:00:23.894312 2021-04-10 01:39:01,519 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.41ms, fps=1725 images/s, loss=0.3116, top1-acc=89.25%, top5-acc=99.73%, remaining_time=0:00:03.881566, arrival_time=2021-04-10 01:39:05.400711, cost_time=0:00:25.379464 2021-04-10 01:39:03,001 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.48ms, fps=1728 images/s, loss=0.3106, top1-acc=89.29%, top5-acc=99.72%, remaining_time=0:00:02.387664, arrival_time=2021-04-10 01:39:05.388678, cost_time=0:00:26.861264 2021-04-10 01:39:04,491 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.25ms, fps=1718 images/s, loss=0.3105, top1-acc=89.27%, top5-acc=99.73%, remaining_time=0:00:00.895314, arrival_time=2021-04-10 01:39:05.386628, cost_time=0:00:28.351548 2021-04-10 01:39:05,297 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.28ms, fps=1688 images/s, loss=0.3113, top1-acc=89.23%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:05.297829, cost_time=0:00:29.158145 2021-04-10 01:39:05,713 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.33ms, fps=6176 images/s, loss=0.6565, top1-acc=78.59%, top5-acc=98.83%, remaining_time=0:00:01.243380, arrival_time=2021-04-10 01:39:06.957128, cost_time=0:00:00.414461 2021-04-10 01:39:06,015 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.36ms, fps=8504 images/s, loss=0.6564, top1-acc=78.83%, top5-acc=98.85%, remaining_time=0:00:00.715960, arrival_time=2021-04-10 01:39:06.731223, cost_time=0:00:00.715961 2021-04-10 01:39:06,326 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=2.52ms, fps=8229 images/s, loss=0.6587, top1-acc=78.84%, top5-acc=98.88%, remaining_time=0:00:00.342530, arrival_time=2021-04-10 01:39:06.669410, cost_time=0:00:01.027578 2021-04-10 01:39:06,611 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.09ms, fps=8166 images/s, loss=0.6300, top1-acc=79.20%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:06.611421, cost_time=0:00:01.312183 2021-04-10 01:39:06,683 INFO : Epoch=0033 complete, best val top1-acc=84.49%, top5-acc=99.35% (epoch=32), remaining_time=1:25:16.099776, arrival_time=2021-04-10 03:04:22.783299, cost_time=0:16:50.965838 2021-04-10 01:39:06,686 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:39:08,393 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=2.05ms, fps=1500 images/s, loss=0.3181, top1-acc=88.32%, top5-acc=99.69%, remaining_time=0:00:31.744620, arrival_time=2021-04-10 01:39:40.138343, cost_time=0:00:01.706702 2021-04-10 01:39:09,885 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.45ms, fps=1717 images/s, loss=0.3101, top1-acc=88.91%, top5-acc=99.67%, remaining_time=0:00:28.144160, arrival_time=2021-04-10 01:39:38.029382, cost_time=0:00:03.198194 2021-04-10 01:39:11,385 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.59ms, fps=1707 images/s, loss=0.3110, top1-acc=89.24%, top5-acc=99.70%, remaining_time=0:00:26.000414, arrival_time=2021-04-10 01:39:37.386154, cost_time=0:00:04.698879 2021-04-10 01:39:12,862 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.86ms, fps=1735 images/s, loss=0.3052, top1-acc=89.40%, top5-acc=99.73%, remaining_time=0:00:24.082344, arrival_time=2021-04-10 01:39:36.944299, cost_time=0:00:06.174944 2021-04-10 01:39:14,344 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.72ms, fps=1728 images/s, loss=0.2995, top1-acc=89.66%, top5-acc=99.75%, remaining_time=0:00:22.359608, arrival_time=2021-04-10 01:39:36.703923, cost_time=0:00:07.657394 2021-04-10 01:39:15,813 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.3025, top1-acc=89.60%, top5-acc=99.74%, remaining_time=0:00:20.687368, arrival_time=2021-04-10 01:39:36.501034, cost_time=0:00:09.126771 2021-04-10 01:39:17,292 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.89ms, fps=1731 images/s, loss=0.3047, top1-acc=89.47%, top5-acc=99.73%, remaining_time=0:00:19.090890, arrival_time=2021-04-10 01:39:36.383838, cost_time=0:00:10.606083 2021-04-10 01:39:18,762 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.3070, top1-acc=89.38%, top5-acc=99.67%, remaining_time=0:00:17.509040, arrival_time=2021-04-10 01:39:36.271143, cost_time=0:00:12.075236 2021-04-10 01:39:20,239 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.56ms, fps=1734 images/s, loss=0.3072, top1-acc=89.34%, top5-acc=99.66%, remaining_time=0:00:15.961586, arrival_time=2021-04-10 01:39:36.200898, cost_time=0:00:13.552299 2021-04-10 01:39:21,725 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.16ms, fps=1723 images/s, loss=0.3090, top1-acc=89.25%, top5-acc=99.67%, remaining_time=0:00:14.437152, arrival_time=2021-04-10 01:39:36.162761, cost_time=0:00:15.038687 2021-04-10 01:39:23,199 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.98ms, fps=1738 images/s, loss=0.3107, top1-acc=89.22%, top5-acc=99.66%, remaining_time=0:00:12.909718, arrival_time=2021-04-10 01:39:36.109083, cost_time=0:00:16.512460 2021-04-10 01:39:24,682 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.86ms, fps=1727 images/s, loss=0.3081, top1-acc=89.30%, top5-acc=99.67%, remaining_time=0:00:11.396960, arrival_time=2021-04-10 01:39:36.079049, cost_time=0:00:17.995170 2021-04-10 01:39:26,162 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.46ms, fps=1729 images/s, loss=0.3065, top1-acc=89.35%, top5-acc=99.67%, remaining_time=0:00:09.887790, arrival_time=2021-04-10 01:39:36.050610, cost_time=0:00:19.475929 2021-04-10 01:39:27,645 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.12ms, fps=1727 images/s, loss=0.3050, top1-acc=89.43%, top5-acc=99.67%, remaining_time=0:00:08.383480, arrival_time=2021-04-10 01:39:36.029084, cost_time=0:00:20.958693 2021-04-10 01:39:29,120 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=2.13ms, fps=1736 images/s, loss=0.3059, top1-acc=89.43%, top5-acc=99.66%, remaining_time=0:00:06.879622, arrival_time=2021-04-10 01:39:36.000150, cost_time=0:00:22.433591 2021-04-10 01:39:30,610 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.93ms, fps=1719 images/s, loss=0.3065, top1-acc=89.39%, top5-acc=99.66%, remaining_time=0:00:05.382720, arrival_time=2021-04-10 01:39:35.992881, cost_time=0:00:23.923180 2021-04-10 01:39:32,085 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.40ms, fps=1736 images/s, loss=0.3088, top1-acc=89.27%, top5-acc=99.65%, remaining_time=0:00:03.884530, arrival_time=2021-04-10 01:39:35.970226, cost_time=0:00:25.398776 2021-04-10 01:39:33,570 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.97ms, fps=1726 images/s, loss=0.3099, top1-acc=89.26%, top5-acc=99.63%, remaining_time=0:00:02.389600, arrival_time=2021-04-10 01:39:35.959567, cost_time=0:00:26.882927 2021-04-10 01:39:35,054 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.39ms, fps=1726 images/s, loss=0.3103, top1-acc=89.21%, top5-acc=99.64%, remaining_time=0:00:00.895812, arrival_time=2021-04-10 01:39:35.950179, cost_time=0:00:28.367354 2021-04-10 01:39:35,850 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.44ms, fps=1710 images/s, loss=0.3110, top1-acc=89.19%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:35.850346, cost_time=0:00:29.163446 2021-04-10 01:39:36,258 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.22ms, fps=6291 images/s, loss=0.6468, top1-acc=79.84%, top5-acc=98.87%, remaining_time=0:00:01.220700, arrival_time=2021-04-10 01:39:37.479491, cost_time=0:00:00.406895 2021-04-10 01:39:36,559 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.30ms, fps=8528 images/s, loss=0.6352, top1-acc=80.27%, top5-acc=98.93%, remaining_time=0:00:00.707460, arrival_time=2021-04-10 01:39:37.266822, cost_time=0:00:00.707468 2021-04-10 01:39:36,864 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=2.54ms, fps=8406 images/s, loss=0.6406, top1-acc=80.08%, top5-acc=99.00%, remaining_time=0:00:00.337450, arrival_time=2021-04-10 01:39:37.201890, cost_time=0:00:01.012342 2021-04-10 01:39:37,143 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.06ms, fps=8318 images/s, loss=0.6277, top1-acc=80.24%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:37.143922, cost_time=0:00:01.292033 2021-04-10 01:39:37,225 INFO : Epoch=0034 complete, best val top1-acc=84.49%, top5-acc=99.35% (epoch=32), remaining_time=1:24:45.010604, arrival_time=2021-04-10 03:04:22.236482, cost_time=0:17:21.508188 2021-04-10 01:39:37,226 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:39:38,896 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.32ms, fps=1533 images/s, loss=0.2958, top1-acc=89.69%, top5-acc=99.69%, remaining_time=0:00:31.058466, arrival_time=2021-04-10 01:40:09.955288, cost_time=0:00:01.669808 2021-04-10 01:39:40,386 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.89ms, fps=1719 images/s, loss=0.3062, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:27.805360, arrival_time=2021-04-10 01:40:08.192053, cost_time=0:00:03.159695 2021-04-10 01:39:41,877 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.03ms, fps=1718 images/s, loss=0.3023, top1-acc=89.62%, top5-acc=99.71%, remaining_time=0:00:25.732656, arrival_time=2021-04-10 01:40:07.610173, cost_time=0:00:04.650478 2021-04-10 01:39:43,359 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.3048, top1-acc=89.52%, top5-acc=99.73%, remaining_time=0:00:23.916672, arrival_time=2021-04-10 01:40:07.276086, cost_time=0:00:06.132485 2021-04-10 01:39:44,842 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=2.08ms, fps=1727 images/s, loss=0.2994, top1-acc=89.64%, top5-acc=99.76%, remaining_time=0:00:22.236530, arrival_time=2021-04-10 01:40:07.078758, cost_time=0:00:07.615227 2021-04-10 01:39:46,323 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.91ms, fps=1730 images/s, loss=0.3046, top1-acc=89.51%, top5-acc=99.69%, remaining_time=0:00:20.617600, arrival_time=2021-04-10 01:40:06.940571, cost_time=0:00:09.096013 2021-04-10 01:39:47,800 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.91ms, fps=1734 images/s, loss=0.3037, top1-acc=89.54%, top5-acc=99.69%, remaining_time=0:00:19.031166, arrival_time=2021-04-10 01:40:06.831086, cost_time=0:00:10.572894 2021-04-10 01:39:49,273 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.56ms, fps=1738 images/s, loss=0.3060, top1-acc=89.45%, top5-acc=99.70%, remaining_time=0:00:17.467976, arrival_time=2021-04-10 01:40:06.741868, cost_time=0:00:12.046911 2021-04-10 01:39:50,747 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.67ms, fps=1738 images/s, loss=0.3051, top1-acc=89.50%, top5-acc=99.69%, remaining_time=0:00:15.924592, arrival_time=2021-04-10 01:40:06.672386, cost_time=0:00:13.520884 2021-04-10 01:39:52,219 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.94ms, fps=1739 images/s, loss=0.3049, top1-acc=89.49%, top5-acc=99.70%, remaining_time=0:00:14.393280, arrival_time=2021-04-10 01:40:06.613221, cost_time=0:00:14.993021 2021-04-10 01:39:53,734 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.00ms, fps=1691 images/s, loss=0.3047, top1-acc=89.48%, top5-acc=99.70%, remaining_time=0:00:12.905762, arrival_time=2021-04-10 01:40:06.640063, cost_time=0:00:16.507330 2021-04-10 01:39:55,219 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.45ms, fps=1725 images/s, loss=0.3053, top1-acc=89.44%, top5-acc=99.70%, remaining_time=0:00:11.395136, arrival_time=2021-04-10 01:40:06.614430, cost_time=0:00:17.992314 2021-04-10 01:39:56,694 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.86ms, fps=1735 images/s, loss=0.3082, top1-acc=89.37%, top5-acc=99.69%, remaining_time=0:00:09.883764, arrival_time=2021-04-10 01:40:06.578668, cost_time=0:00:19.467962 2021-04-10 01:39:58,173 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=2.29ms, fps=1732 images/s, loss=0.3083, top1-acc=89.36%, top5-acc=99.69%, remaining_time=0:00:08.378496, arrival_time=2021-04-10 01:40:06.551689, cost_time=0:00:20.946223 2021-04-10 01:39:59,646 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.56ms, fps=1738 images/s, loss=0.3082, top1-acc=89.39%, top5-acc=99.69%, remaining_time=0:00:06.875298, arrival_time=2021-04-10 01:40:06.521653, cost_time=0:00:22.419442 2021-04-10 01:40:01,124 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.01ms, fps=1733 images/s, loss=0.3090, top1-acc=89.36%, top5-acc=99.69%, remaining_time=0:00:05.376852, arrival_time=2021-04-10 01:40:06.500988, cost_time=0:00:23.897171 2021-04-10 01:40:02,600 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.3081, top1-acc=89.43%, top5-acc=99.70%, remaining_time=0:00:03.880578, arrival_time=2021-04-10 01:40:06.480562, cost_time=0:00:25.373014 2021-04-10 01:40:04,077 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.82ms, fps=1733 images/s, loss=0.3088, top1-acc=89.38%, top5-acc=99.69%, remaining_time=0:00:02.386704, arrival_time=2021-04-10 01:40:06.464066, cost_time=0:00:26.850403 2021-04-10 01:40:05,564 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.42ms, fps=1722 images/s, loss=0.3096, top1-acc=89.37%, top5-acc=99.69%, remaining_time=0:00:00.894876, arrival_time=2021-04-10 01:40:06.459602, cost_time=0:00:28.337810 2021-04-10 01:40:06,356 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.50ms, fps=1718 images/s, loss=0.3086, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:06.356597, cost_time=0:00:29.129686 2021-04-10 01:40:06,806 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.21ms, fps=5709 images/s, loss=0.4670, top1-acc=84.84%, top5-acc=99.22%, remaining_time=0:00:01.345320, arrival_time=2021-04-10 01:40:08.151796, cost_time=0:00:00.448437 2021-04-10 01:40:07,108 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.40ms, fps=8489 images/s, loss=0.4772, top1-acc=84.86%, top5-acc=99.22%, remaining_time=0:00:00.750480, arrival_time=2021-04-10 01:40:07.859006, cost_time=0:00:00.750472 2021-04-10 01:40:07,412 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.52ms, fps=8443 images/s, loss=0.4829, top1-acc=84.57%, top5-acc=99.28%, remaining_time=0:00:00.351390, arrival_time=2021-04-10 01:40:07.763617, cost_time=0:00:01.054169 2021-04-10 01:40:07,695 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=8192 images/s, loss=0.4763, top1-acc=84.67%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:07.695915, cost_time=0:00:01.337887 2021-04-10 01:40:07,826 INFO : Epoch=0035 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:24:14.225550, arrival_time=2021-04-10 03:04:22.051701, cost_time=0:17:52.108450 2021-04-10 01:40:07,827 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:40:09,502 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.50ms, fps=1528 images/s, loss=0.3015, top1-acc=89.65%, top5-acc=99.77%, remaining_time=0:00:31.155186, arrival_time=2021-04-10 01:40:40.657539, cost_time=0:00:01.675011 2021-04-10 01:40:10,980 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.10ms, fps=1733 images/s, loss=0.3158, top1-acc=89.34%, top5-acc=99.67%, remaining_time=0:00:27.743232, arrival_time=2021-04-10 01:40:38.723298, cost_time=0:00:03.152646 2021-04-10 01:40:12,457 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.91ms, fps=1733 images/s, loss=0.3175, top1-acc=89.18%, top5-acc=99.70%, remaining_time=0:00:25.622266, arrival_time=2021-04-10 01:40:38.080194, cost_time=0:00:04.630543 2021-04-10 01:40:13,949 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=2.10ms, fps=1717 images/s, loss=0.3171, top1-acc=89.16%, top5-acc=99.71%, remaining_time=0:00:23.875020, arrival_time=2021-04-10 01:40:37.824206, cost_time=0:00:06.121789 2021-04-10 01:40:15,420 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.54ms, fps=1740 images/s, loss=0.3106, top1-acc=89.44%, top5-acc=99.73%, remaining_time=0:00:22.173020, arrival_time=2021-04-10 01:40:37.593916, cost_time=0:00:07.593509 2021-04-10 01:40:16,893 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.85ms, fps=1739 images/s, loss=0.3059, top1-acc=89.62%, top5-acc=99.74%, remaining_time=0:00:20.550144, arrival_time=2021-04-10 01:40:37.443759, cost_time=0:00:09.066269 2021-04-10 01:40:18,375 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.66ms, fps=1729 images/s, loss=0.3046, top1-acc=89.63%, top5-acc=99.74%, remaining_time=0:00:18.985680, arrival_time=2021-04-10 01:40:37.360639, cost_time=0:00:10.547617 2021-04-10 01:40:19,851 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.47ms, fps=1735 images/s, loss=0.3048, top1-acc=89.67%, top5-acc=99.71%, remaining_time=0:00:17.434336, arrival_time=2021-04-10 01:40:37.285382, cost_time=0:00:12.023672 2021-04-10 01:40:21,331 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=2.09ms, fps=1729 images/s, loss=0.3026, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:15.905088, arrival_time=2021-04-10 01:40:37.236817, cost_time=0:00:13.504345 2021-04-10 01:40:22,814 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=2.08ms, fps=1727 images/s, loss=0.3033, top1-acc=89.65%, top5-acc=99.71%, remaining_time=0:00:14.387904, arrival_time=2021-04-10 01:40:37.202626, cost_time=0:00:14.987388 2021-04-10 01:40:24,298 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=8.18ms, fps=1726 images/s, loss=0.3027, top1-acc=89.62%, top5-acc=99.73%, remaining_time=0:00:12.877210, arrival_time=2021-04-10 01:40:37.175471, cost_time=0:00:16.470863 2021-04-10 01:40:25,779 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.57ms, fps=1729 images/s, loss=0.3041, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:11.369448, arrival_time=2021-04-10 01:40:37.148629, cost_time=0:00:17.951810 2021-04-10 01:40:27,258 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.38ms, fps=1732 images/s, loss=0.3079, top1-acc=89.44%, top5-acc=99.71%, remaining_time=0:00:09.864822, arrival_time=2021-04-10 01:40:37.122820, cost_time=0:00:19.430660 2021-04-10 01:40:28,724 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.3069, top1-acc=89.48%, top5-acc=99.70%, remaining_time=0:00:08.358616, arrival_time=2021-04-10 01:40:37.082557, cost_time=0:00:20.896556 2021-04-10 01:40:30,206 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.69ms, fps=1727 images/s, loss=0.3078, top1-acc=89.49%, top5-acc=99.71%, remaining_time=0:00:06.862924, arrival_time=2021-04-10 01:40:37.069473, cost_time=0:00:22.379166 2021-04-10 01:40:31,678 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.12ms, fps=1740 images/s, loss=0.3080, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:05.366376, arrival_time=2021-04-10 01:40:37.044335, cost_time=0:00:23.850623 2021-04-10 01:40:33,156 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.41ms, fps=1732 images/s, loss=0.3100, top1-acc=89.43%, top5-acc=99.69%, remaining_time=0:00:03.873844, arrival_time=2021-04-10 01:40:37.030202, cost_time=0:00:25.329013 2021-04-10 01:40:34,639 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.08ms, fps=1727 images/s, loss=0.3111, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:02.383296, arrival_time=2021-04-10 01:40:37.022744, cost_time=0:00:26.812036 2021-04-10 01:40:36,133 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.45ms, fps=1714 images/s, loss=0.3121, top1-acc=89.34%, top5-acc=99.69%, remaining_time=0:00:00.893892, arrival_time=2021-04-10 01:40:37.027780, cost_time=0:00:28.306492 2021-04-10 01:40:36,931 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.41ms, fps=1707 images/s, loss=0.3117, top1-acc=89.35%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:36.931259, cost_time=0:00:29.103886 2021-04-10 01:40:37,345 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.34ms, fps=6217 images/s, loss=0.5757, top1-acc=81.99%, top5-acc=98.71%, remaining_time=0:00:01.235370, arrival_time=2021-04-10 01:40:38.580546, cost_time=0:00:00.411793 2021-04-10 01:40:37,648 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.55ms, fps=8458 images/s, loss=0.5940, top1-acc=81.60%, top5-acc=98.55%, remaining_time=0:00:00.714960, arrival_time=2021-04-10 01:40:38.363318, cost_time=0:00:00.714963 2021-04-10 01:40:37,957 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.51ms, fps=8298 images/s, loss=0.5874, top1-acc=81.56%, top5-acc=98.75%, remaining_time=0:00:00.341320, arrival_time=2021-04-10 01:40:38.298786, cost_time=0:00:01.023965 2021-04-10 01:40:38,244 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.12ms, fps=8103 images/s, loss=0.5754, top1-acc=81.78%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:38.244394, cost_time=0:00:01.311023 2021-04-10 01:40:38,350 INFO : Epoch=0036 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:23:43.102864, arrival_time=2021-04-10 03:04:21.452892, cost_time=0:18:22.632326 2021-04-10 01:40:38,351 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:40:40,058 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=5.01ms, fps=1500 images/s, loss=0.3031, top1-acc=89.77%, top5-acc=99.69%, remaining_time=0:00:31.752618, arrival_time=2021-04-10 01:41:11.810994, cost_time=0:00:01.707131 2021-04-10 01:40:41,540 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=3.84ms, fps=1728 images/s, loss=0.2963, top1-acc=89.79%, top5-acc=99.73%, remaining_time=0:00:28.064960, arrival_time=2021-04-10 01:41:09.605447, cost_time=0:00:03.189199 2021-04-10 01:40:43,012 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.45ms, fps=1740 images/s, loss=0.2868, top1-acc=90.13%, top5-acc=99.79%, remaining_time=0:00:25.792914, arrival_time=2021-04-10 01:41:08.805536, cost_time=0:00:04.661371 2021-04-10 01:40:44,496 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.93ms, fps=1726 images/s, loss=0.2894, top1-acc=90.12%, top5-acc=99.80%, remaining_time=0:00:23.965812, arrival_time=2021-04-10 01:41:08.462266, cost_time=0:00:06.145099 2021-04-10 01:40:45,988 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.41ms, fps=1717 images/s, loss=0.2895, top1-acc=90.10%, top5-acc=99.77%, remaining_time=0:00:22.299456, arrival_time=2021-04-10 01:41:08.287458, cost_time=0:00:07.636785 2021-04-10 01:40:47,458 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.2920, top1-acc=89.97%, top5-acc=99.74%, remaining_time=0:00:20.642624, arrival_time=2021-04-10 01:41:08.100868, cost_time=0:00:09.107046 2021-04-10 01:40:48,932 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.96ms, fps=1737 images/s, loss=0.2978, top1-acc=89.69%, top5-acc=99.72%, remaining_time=0:00:19.045656, arrival_time=2021-04-10 01:41:07.977825, cost_time=0:00:10.580928 2021-04-10 01:40:50,421 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.47ms, fps=1720 images/s, loss=0.2961, top1-acc=89.79%, top5-acc=99.72%, remaining_time=0:00:17.501500, arrival_time=2021-04-10 01:41:07.922752, cost_time=0:00:12.070007 2021-04-10 01:40:51,899 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.51ms, fps=1732 images/s, loss=0.2964, top1-acc=89.81%, top5-acc=99.74%, remaining_time=0:00:15.957240, arrival_time=2021-04-10 01:41:07.857082, cost_time=0:00:13.548556 2021-04-10 01:40:53,378 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.2949, top1-acc=89.80%, top5-acc=99.75%, remaining_time=0:00:14.426208, arrival_time=2021-04-10 01:41:07.804748, cost_time=0:00:15.027344 2021-04-10 01:40:54,852 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.75ms, fps=1737 images/s, loss=0.2966, top1-acc=89.72%, top5-acc=99.73%, remaining_time=0:00:12.901290, arrival_time=2021-04-10 01:41:07.754151, cost_time=0:00:16.501642 2021-04-10 01:40:56,339 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=2.14ms, fps=1723 images/s, loss=0.2972, top1-acc=89.72%, top5-acc=99.72%, remaining_time=0:00:11.392324, arrival_time=2021-04-10 01:41:07.731460, cost_time=0:00:17.987937 2021-04-10 01:40:57,815 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=2.22ms, fps=1735 images/s, loss=0.2974, top1-acc=89.75%, top5-acc=99.73%, remaining_time=0:00:09.881718, arrival_time=2021-04-10 01:41:07.696933, cost_time=0:00:19.463963 2021-04-10 01:40:59,302 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.02ms, fps=1722 images/s, loss=0.2988, top1-acc=89.72%, top5-acc=99.71%, remaining_time=0:00:08.380512, arrival_time=2021-04-10 01:41:07.683043, cost_time=0:00:20.951334 2021-04-10 01:41:00,791 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=2.12ms, fps=1720 images/s, loss=0.3007, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:06.881738, arrival_time=2021-04-10 01:41:07.673421, cost_time=0:00:22.440443 2021-04-10 01:41:02,277 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.19ms, fps=1724 images/s, loss=0.3023, top1-acc=89.59%, top5-acc=99.72%, remaining_time=0:00:05.383296, arrival_time=2021-04-10 01:41:07.660245, cost_time=0:00:23.925698 2021-04-10 01:41:03,770 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.13ms, fps=1715 images/s, loss=0.3035, top1-acc=89.53%, top5-acc=99.71%, remaining_time=0:00:03.887650, arrival_time=2021-04-10 01:41:07.658317, cost_time=0:00:25.419281 2021-04-10 01:41:05,253 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.61ms, fps=1727 images/s, loss=0.3044, top1-acc=89.53%, top5-acc=99.71%, remaining_time=0:00:02.391312, arrival_time=2021-04-10 01:41:07.644934, cost_time=0:00:26.902256 2021-04-10 01:41:06,740 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.37ms, fps=1722 images/s, loss=0.3036, top1-acc=89.56%, top5-acc=99.71%, remaining_time=0:00:00.896514, arrival_time=2021-04-10 01:41:07.637410, cost_time=0:00:28.389681 2021-04-10 01:41:07,530 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.33ms, fps=1724 images/s, loss=0.3045, top1-acc=89.53%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:07.530222, cost_time=0:00:29.179033 2021-04-10 01:41:07,935 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.40ms, fps=6335 images/s, loss=0.6207, top1-acc=80.94%, top5-acc=99.30%, remaining_time=0:00:01.212300, arrival_time=2021-04-10 01:41:09.148158, cost_time=0:00:00.404105 2021-04-10 01:41:08,234 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.66ms, fps=8589 images/s, loss=0.5764, top1-acc=82.11%, top5-acc=99.34%, remaining_time=0:00:00.702920, arrival_time=2021-04-10 01:41:08.937550, cost_time=0:00:00.702928 2021-04-10 01:41:08,531 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.32ms, fps=8642 images/s, loss=0.5649, top1-acc=82.15%, top5-acc=99.27%, remaining_time=0:00:00.333160, arrival_time=2021-04-10 01:41:08.864437, cost_time=0:00:00.999485 2021-04-10 01:41:08,807 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=8425 images/s, loss=0.5580, top1-acc=82.22%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:08.807170, cost_time=0:00:01.275474 2021-04-10 01:41:08,882 INFO : Epoch=0037 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:23:12.050551, arrival_time=2021-04-10 03:04:20.933101, cost_time=0:18:53.164856 2021-04-10 01:41:08,883 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:41:10,581 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.91ms, fps=1508 images/s, loss=0.2860, top1-acc=90.27%, top5-acc=99.69%, remaining_time=0:00:31.584660, arrival_time=2021-04-10 01:41:42.166411, cost_time=0:00:01.698099 2021-04-10 01:41:12,058 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=2.09ms, fps=1734 images/s, loss=0.2819, top1-acc=90.18%, top5-acc=99.73%, remaining_time=0:00:27.938416, arrival_time=2021-04-10 01:41:39.996868, cost_time=0:00:03.174821 2021-04-10 01:41:13,527 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.2816, top1-acc=90.27%, top5-acc=99.75%, remaining_time=0:00:25.697796, arrival_time=2021-04-10 01:41:39.225660, cost_time=0:00:04.644188 2021-04-10 01:41:15,013 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=2.07ms, fps=1724 images/s, loss=0.2867, top1-acc=90.20%, top5-acc=99.76%, remaining_time=0:00:23.905128, arrival_time=2021-04-10 01:41:38.918329, cost_time=0:00:06.129513 2021-04-10 01:41:16,492 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=0.2900, top1-acc=90.02%, top5-acc=99.77%, remaining_time=0:00:22.216674, arrival_time=2021-04-10 01:41:38.708841, cost_time=0:00:07.608450 2021-04-10 01:41:17,979 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.21ms, fps=1722 images/s, loss=0.2858, top1-acc=90.15%, top5-acc=99.78%, remaining_time=0:00:20.617464, arrival_time=2021-04-10 01:41:38.597043, cost_time=0:00:09.095937 2021-04-10 01:41:19,455 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=0.2865, top1-acc=90.17%, top5-acc=99.75%, remaining_time=0:00:19.028772, arrival_time=2021-04-10 01:41:38.483972, cost_time=0:00:10.571558 2021-04-10 01:41:20,929 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.2886, top1-acc=90.15%, top5-acc=99.75%, remaining_time=0:00:17.466816, arrival_time=2021-04-10 01:41:38.396530, cost_time=0:00:12.046076 2021-04-10 01:41:22,409 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.91ms, fps=1730 images/s, loss=0.2887, top1-acc=90.19%, top5-acc=99.75%, remaining_time=0:00:15.930846, arrival_time=2021-04-10 01:41:38.340704, cost_time=0:00:13.526218 2021-04-10 01:41:23,884 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.06ms, fps=1737 images/s, loss=0.2903, top1-acc=90.11%, top5-acc=99.74%, remaining_time=0:00:14.400480, arrival_time=2021-04-10 01:41:38.284619, cost_time=0:00:15.000503 2021-04-10 01:41:25,359 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.2936, top1-acc=89.97%, top5-acc=99.75%, remaining_time=0:00:12.881080, arrival_time=2021-04-10 01:41:38.240493, cost_time=0:00:16.475780 2021-04-10 01:41:26,839 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.57ms, fps=1731 images/s, loss=0.2957, top1-acc=89.86%, top5-acc=99.74%, remaining_time=0:00:11.371728, arrival_time=2021-04-10 01:41:38.210827, cost_time=0:00:17.955415 2021-04-10 01:41:28,320 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.52ms, fps=1728 images/s, loss=0.2957, top1-acc=89.88%, top5-acc=99.74%, remaining_time=0:00:09.868122, arrival_time=2021-04-10 01:41:38.188945, cost_time=0:00:19.437188 2021-04-10 01:41:29,800 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.11ms, fps=1730 images/s, loss=0.2976, top1-acc=89.79%, top5-acc=99.75%, remaining_time=0:00:08.366904, arrival_time=2021-04-10 01:41:38.167799, cost_time=0:00:20.917245 2021-04-10 01:41:31,278 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.08ms, fps=1733 images/s, loss=0.2983, top1-acc=89.77%, top5-acc=99.74%, remaining_time=0:00:06.867800, arrival_time=2021-04-10 01:41:38.146444, cost_time=0:00:22.394949 2021-04-10 01:41:32,761 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.91ms, fps=1727 images/s, loss=0.2974, top1-acc=89.82%, top5-acc=99.74%, remaining_time=0:00:05.372532, arrival_time=2021-04-10 01:41:38.134083, cost_time=0:00:23.877887 2021-04-10 01:41:34,242 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.89ms, fps=1730 images/s, loss=0.2959, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:03.878342, arrival_time=2021-04-10 01:41:38.120422, cost_time=0:00:25.358449 2021-04-10 01:41:35,723 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.67ms, fps=1729 images/s, loss=0.2970, top1-acc=89.82%, top5-acc=99.74%, remaining_time=0:00:02.385744, arrival_time=2021-04-10 01:41:38.109062, cost_time=0:00:26.839634 2021-04-10 01:41:37,260 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.86ms, fps=1666 images/s, loss=0.2981, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:00.896124, arrival_time=2021-04-10 01:41:38.156994, cost_time=0:00:28.377183 2021-04-10 01:41:38,057 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.46ms, fps=1709 images/s, loss=0.2991, top1-acc=89.73%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:38.057321, cost_time=0:00:29.173698 2021-04-10 01:41:38,486 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.20ms, fps=5993 images/s, loss=0.6293, top1-acc=80.62%, top5-acc=99.06%, remaining_time=0:00:01.281480, arrival_time=2021-04-10 01:41:39.767447, cost_time=0:00:00.427157 2021-04-10 01:41:38,811 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=2.02ms, fps=7883 images/s, loss=0.6434, top1-acc=80.08%, top5-acc=98.98%, remaining_time=0:00:00.752340, arrival_time=2021-04-10 01:41:39.563461, cost_time=0:00:00.752343 2021-04-10 01:41:39,111 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.70ms, fps=8527 images/s, loss=0.6330, top1-acc=80.39%, top5-acc=99.06%, remaining_time=0:00:00.350980, arrival_time=2021-04-10 01:41:39.462721, cost_time=0:00:01.052926 2021-04-10 01:41:39,394 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=8208 images/s, loss=0.6450, top1-acc=79.94%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:39.394824, cost_time=0:00:01.336075 2021-04-10 01:41:39,456 INFO : Epoch=0038 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:22:41.203668, arrival_time=2021-04-10 03:04:20.660517, cost_time=0:19:23.739139 2021-04-10 01:41:39,458 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:41:41,169 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.30ms, fps=1496 images/s, loss=0.3059, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:31.828320, arrival_time=2021-04-10 01:42:12.998010, cost_time=0:00:01.711199 2021-04-10 01:41:42,646 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.58ms, fps=1735 images/s, loss=0.3028, top1-acc=89.61%, top5-acc=99.69%, remaining_time=0:00:28.054400, arrival_time=2021-04-10 01:42:10.700728, cost_time=0:00:03.188001 2021-04-10 01:41:44,129 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.85ms, fps=1727 images/s, loss=0.3106, top1-acc=89.27%, top5-acc=99.65%, remaining_time=0:00:25.844042, arrival_time=2021-04-10 01:42:09.973147, cost_time=0:00:04.670617 2021-04-10 01:41:45,612 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.02ms, fps=1727 images/s, loss=0.3039, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:23.999976, arrival_time=2021-04-10 01:42:09.612165, cost_time=0:00:06.153826 2021-04-10 01:41:47,092 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.05ms, fps=1730 images/s, loss=0.2996, top1-acc=89.87%, top5-acc=99.67%, remaining_time=0:00:22.290404, arrival_time=2021-04-10 01:42:09.382554, cost_time=0:00:07.633716 2021-04-10 01:41:48,572 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.99ms, fps=1730 images/s, loss=0.2951, top1-acc=90.03%, top5-acc=99.69%, remaining_time=0:00:20.658128, arrival_time=2021-04-10 01:42:09.230430, cost_time=0:00:09.113898 2021-04-10 01:41:50,051 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.16ms, fps=1732 images/s, loss=0.2935, top1-acc=90.06%, top5-acc=99.68%, remaining_time=0:00:19.067328, arrival_time=2021-04-10 01:42:09.118630, cost_time=0:00:10.592940 2021-04-10 01:41:51,529 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=0.2928, top1-acc=90.02%, top5-acc=99.70%, remaining_time=0:00:17.503240, arrival_time=2021-04-10 01:42:09.032756, cost_time=0:00:12.071205 2021-04-10 01:41:53,004 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=0.2941, top1-acc=89.95%, top5-acc=99.70%, remaining_time=0:00:15.954908, arrival_time=2021-04-10 01:42:08.959849, cost_time=0:00:13.546631 2021-04-10 01:41:54,480 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.87ms, fps=1735 images/s, loss=0.2953, top1-acc=89.86%, top5-acc=99.69%, remaining_time=0:00:14.421312, arrival_time=2021-04-10 01:42:08.901955, cost_time=0:00:15.022246 2021-04-10 01:41:55,962 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.89ms, fps=1728 images/s, loss=0.2969, top1-acc=89.82%, top5-acc=99.69%, remaining_time=0:00:12.903182, arrival_time=2021-04-10 01:42:08.865667, cost_time=0:00:16.504110 2021-04-10 01:41:57,436 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.34ms, fps=1737 images/s, loss=0.2999, top1-acc=89.67%, top5-acc=99.70%, remaining_time=0:00:11.386244, arrival_time=2021-04-10 01:42:08.822900, cost_time=0:00:17.978310 2021-04-10 01:41:58,906 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.2986, top1-acc=89.71%, top5-acc=99.70%, remaining_time=0:00:09.873666, arrival_time=2021-04-10 01:42:08.780056, cost_time=0:00:19.448069 2021-04-10 01:42:00,384 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.69ms, fps=1732 images/s, loss=0.2978, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:08.370544, arrival_time=2021-04-10 01:42:08.755250, cost_time=0:00:20.926346 2021-04-10 01:42:01,866 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.67ms, fps=1729 images/s, loss=0.2988, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:06.871664, arrival_time=2021-04-10 01:42:08.737612, cost_time=0:00:22.407588 2021-04-10 01:42:03,344 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.2988, top1-acc=89.79%, top5-acc=99.72%, remaining_time=0:00:05.374404, arrival_time=2021-04-10 01:42:08.719000, cost_time=0:00:23.886244 2021-04-10 01:42:04,831 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.82ms, fps=1722 images/s, loss=0.2991, top1-acc=89.78%, top5-acc=99.71%, remaining_time=0:00:03.880630, arrival_time=2021-04-10 01:42:08.712295, cost_time=0:00:25.373353 2021-04-10 01:42:06,305 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.2984, top1-acc=89.79%, top5-acc=99.72%, remaining_time=0:00:02.386416, arrival_time=2021-04-10 01:42:08.691946, cost_time=0:00:26.847171 2021-04-10 01:42:07,784 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.2988, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:00.894510, arrival_time=2021-04-10 01:42:08.679033, cost_time=0:00:28.326197 2021-04-10 01:42:08,591 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.42ms, fps=1686 images/s, loss=0.2986, top1-acc=89.76%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:08.591436, cost_time=0:00:29.133041 2021-04-10 01:42:08,992 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.20ms, fps=6409 images/s, loss=0.5934, top1-acc=81.09%, top5-acc=98.59%, remaining_time=0:00:01.198320, arrival_time=2021-04-10 01:42:10.190847, cost_time=0:00:00.399436 2021-04-10 01:42:09,293 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.82ms, fps=8524 images/s, loss=0.5766, top1-acc=81.31%, top5-acc=98.79%, remaining_time=0:00:00.700260, arrival_time=2021-04-10 01:42:09.993604, cost_time=0:00:00.700255 2021-04-10 01:42:09,598 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.93ms, fps=8406 images/s, loss=0.5723, top1-acc=81.35%, top5-acc=98.84%, remaining_time=0:00:00.335100, arrival_time=2021-04-10 01:42:09.933492, cost_time=0:00:01.005297 2021-04-10 01:42:09,881 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=8202 images/s, loss=0.5617, top1-acc=81.42%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:09.881741, cost_time=0:00:01.288660 2021-04-10 01:42:09,954 INFO : Epoch=0039 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:22:10.055221, arrival_time=2021-04-10 03:04:20.009912, cost_time=0:19:54.236998 2021-04-10 01:42:09,955 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:42:11,663 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.84ms, fps=1499 images/s, loss=0.2802, top1-acc=90.43%, top5-acc=99.73%, remaining_time=0:00:31.761732, arrival_time=2021-04-10 01:42:43.425088, cost_time=0:00:01.707621 2021-04-10 01:42:13,141 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.52ms, fps=1733 images/s, loss=0.3048, top1-acc=89.43%, top5-acc=99.69%, remaining_time=0:00:28.031168, arrival_time=2021-04-10 01:42:41.172343, cost_time=0:00:03.185370 2021-04-10 01:42:14,637 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=2.56ms, fps=1711 images/s, loss=0.3006, top1-acc=89.79%, top5-acc=99.67%, remaining_time=0:00:25.906624, arrival_time=2021-04-10 01:42:40.544380, cost_time=0:00:04.681910 2021-04-10 01:42:16,115 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.2925, top1-acc=90.00%, top5-acc=99.73%, remaining_time=0:00:24.021192, arrival_time=2021-04-10 01:42:40.136234, cost_time=0:00:06.159281 2021-04-10 01:42:17,600 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.83ms, fps=1724 images/s, loss=0.2893, top1-acc=90.05%, top5-acc=99.75%, remaining_time=0:00:22.322670, arrival_time=2021-04-10 01:42:39.923314, cost_time=0:00:07.644741 2021-04-10 01:42:19,080 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.48ms, fps=1731 images/s, loss=0.2902, top1-acc=90.08%, top5-acc=99.75%, remaining_time=0:00:20.681656, arrival_time=2021-04-10 01:42:39.761735, cost_time=0:00:09.124280 2021-04-10 01:42:20,561 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.99ms, fps=1729 images/s, loss=0.2874, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:19.090386, arrival_time=2021-04-10 01:42:39.651968, cost_time=0:00:10.605792 2021-04-10 01:42:22,044 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.63ms, fps=1727 images/s, loss=0.2846, top1-acc=90.28%, top5-acc=99.73%, remaining_time=0:00:17.528296, arrival_time=2021-04-10 01:42:39.572496, cost_time=0:00:12.088484 2021-04-10 01:42:23,524 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.92ms, fps=1730 images/s, loss=0.2847, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:15.981090, arrival_time=2021-04-10 01:42:39.505662, cost_time=0:00:13.568832 2021-04-10 01:42:24,997 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.66ms, fps=1739 images/s, loss=0.2858, top1-acc=90.26%, top5-acc=99.73%, remaining_time=0:00:14.439552, arrival_time=2021-04-10 01:42:39.436511, cost_time=0:00:15.041172 2021-04-10 01:42:26,477 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=2.20ms, fps=1730 images/s, loss=0.2893, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:12.916598, arrival_time=2021-04-10 01:42:39.393621, cost_time=0:00:16.521224 2021-04-10 01:42:27,960 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.94ms, fps=1727 images/s, loss=0.2897, top1-acc=90.11%, top5-acc=99.74%, remaining_time=0:00:11.402736, arrival_time=2021-04-10 01:42:39.362804, cost_time=0:00:18.004345 2021-04-10 01:42:29,431 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.62ms, fps=1740 images/s, loss=0.2898, top1-acc=90.12%, top5-acc=99.73%, remaining_time=0:00:09.887790, arrival_time=2021-04-10 01:42:39.319530, cost_time=0:00:19.475975 2021-04-10 01:42:30,921 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.79ms, fps=1719 images/s, loss=0.2886, top1-acc=90.17%, top5-acc=99.73%, remaining_time=0:00:08.386224, arrival_time=2021-04-10 01:42:39.307572, cost_time=0:00:20.965580 2021-04-10 01:42:32,394 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.2895, top1-acc=90.11%, top5-acc=99.73%, remaining_time=0:00:06.881094, arrival_time=2021-04-10 01:42:39.275206, cost_time=0:00:22.438347 2021-04-10 01:42:33,902 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.00ms, fps=1698 images/s, loss=0.2904, top1-acc=90.09%, top5-acc=99.73%, remaining_time=0:00:05.387904, arrival_time=2021-04-10 01:42:39.289874, cost_time=0:00:23.946215 2021-04-10 01:42:35,377 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=0.2912, top1-acc=90.03%, top5-acc=99.73%, remaining_time=0:00:03.888092, arrival_time=2021-04-10 01:42:39.265874, cost_time=0:00:25.422065 2021-04-10 01:42:36,855 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.86ms, fps=1733 images/s, loss=0.2903, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:02.391056, arrival_time=2021-04-10 01:42:39.246457, cost_time=0:00:26.899398 2021-04-10 01:42:38,343 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.70ms, fps=1721 images/s, loss=0.2911, top1-acc=90.00%, top5-acc=99.73%, remaining_time=0:00:00.896460, arrival_time=2021-04-10 01:42:39.239995, cost_time=0:00:28.387816 2021-04-10 01:42:39,139 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.09ms, fps=1709 images/s, loss=0.2914, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:39.139555, cost_time=0:00:29.183809 2021-04-10 01:42:39,542 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=5.52ms, fps=6375 images/s, loss=0.7628, top1-acc=77.81%, top5-acc=98.67%, remaining_time=0:00:01.204650, arrival_time=2021-04-10 01:42:40.747329, cost_time=0:00:00.401549 2021-04-10 01:42:39,843 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.46ms, fps=8518 images/s, loss=0.7697, top1-acc=77.73%, top5-acc=98.79%, remaining_time=0:00:00.702560, arrival_time=2021-04-10 01:42:40.546253, cost_time=0:00:00.702551 2021-04-10 01:42:40,142 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.28ms, fps=8588 images/s, loss=0.7473, top1-acc=78.11%, top5-acc=98.84%, remaining_time=0:00:00.333710, arrival_time=2021-04-10 01:42:40.475951, cost_time=0:00:01.001138 2021-04-10 01:42:40,419 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.10ms, fps=8391 images/s, loss=0.7327, top1-acc=78.08%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:40.419107, cost_time=0:00:01.278023 2021-04-10 01:42:40,473 INFO : Epoch=0040 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:21:39.024000, arrival_time=2021-04-10 03:04:19.497674, cost_time=0:20:24.755987 2021-04-10 01:42:40,474 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:42:42,179 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.33ms, fps=1501 images/s, loss=0.2923, top1-acc=90.39%, top5-acc=99.69%, remaining_time=0:00:31.716720, arrival_time=2021-04-10 01:43:13.896613, cost_time=0:00:01.705195 2021-04-10 01:42:43,667 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.09ms, fps=1722 images/s, loss=0.2887, top1-acc=90.23%, top5-acc=99.75%, remaining_time=0:00:28.096112, arrival_time=2021-04-10 01:43:11.763512, cost_time=0:00:03.192737 2021-04-10 01:42:45,142 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.03ms, fps=1736 images/s, loss=0.2875, top1-acc=90.33%, top5-acc=99.77%, remaining_time=0:00:25.828272, arrival_time=2021-04-10 01:43:10.970732, cost_time=0:00:04.667753 2021-04-10 01:42:46,618 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.67ms, fps=1735 images/s, loss=0.2828, top1-acc=90.44%, top5-acc=99.76%, remaining_time=0:00:23.960976, arrival_time=2021-04-10 01:43:10.579502, cost_time=0:00:06.143832 2021-04-10 01:42:48,091 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.38ms, fps=1738 images/s, loss=0.2861, top1-acc=90.39%, top5-acc=99.74%, remaining_time=0:00:22.241932, arrival_time=2021-04-10 01:43:10.333672, cost_time=0:00:07.617082 2021-04-10 01:42:49,568 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.74ms, fps=1734 images/s, loss=0.2818, top1-acc=90.44%, top5-acc=99.75%, remaining_time=0:00:20.612296, arrival_time=2021-04-10 01:43:10.180684, cost_time=0:00:09.093678 2021-04-10 01:42:51,047 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=0.2846, top1-acc=90.33%, top5-acc=99.77%, remaining_time=0:00:19.030662, arrival_time=2021-04-10 01:43:10.078009, cost_time=0:00:10.572597 2021-04-10 01:42:52,531 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.22ms, fps=1725 images/s, loss=0.2833, top1-acc=90.36%, top5-acc=99.77%, remaining_time=0:00:17.482940, arrival_time=2021-04-10 01:43:10.014854, cost_time=0:00:12.057193 2021-04-10 01:42:54,017 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=2.54ms, fps=1724 images/s, loss=0.2828, top1-acc=90.33%, top5-acc=99.76%, remaining_time=0:00:15.950456, arrival_time=2021-04-10 01:43:09.967955, cost_time=0:00:13.542810 2021-04-10 01:42:55,489 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=2.01ms, fps=1740 images/s, loss=0.2830, top1-acc=90.31%, top5-acc=99.74%, remaining_time=0:00:14.414208, arrival_time=2021-04-10 01:43:09.903634, cost_time=0:00:15.014768 2021-04-10 01:42:56,969 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=2.74ms, fps=1730 images/s, loss=0.2845, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:12.895786, arrival_time=2021-04-10 01:43:09.865214, cost_time=0:00:16.494586 2021-04-10 01:42:58,453 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.07ms, fps=1726 images/s, loss=0.2877, top1-acc=90.10%, top5-acc=99.72%, remaining_time=0:00:11.386396, arrival_time=2021-04-10 01:43:09.839732, cost_time=0:00:17.978516 2021-04-10 01:42:59,935 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.89ms, fps=1729 images/s, loss=0.2875, top1-acc=90.14%, top5-acc=99.74%, remaining_time=0:00:09.879804, arrival_time=2021-04-10 01:43:09.814733, cost_time=0:00:19.460158 2021-04-10 01:43:01,418 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.92ms, fps=1726 images/s, loss=0.2893, top1-acc=90.05%, top5-acc=99.73%, remaining_time=0:00:08.377712, arrival_time=2021-04-10 01:43:09.796655, cost_time=0:00:20.944282 2021-04-10 01:43:02,888 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.63ms, fps=1743 images/s, loss=0.2891, top1-acc=90.06%, top5-acc=99.74%, remaining_time=0:00:06.873550, arrival_time=2021-04-10 01:43:09.761956, cost_time=0:00:22.413755 2021-04-10 01:43:04,370 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.54ms, fps=1728 images/s, loss=0.2900, top1-acc=90.04%, top5-acc=99.74%, remaining_time=0:00:05.376528, arrival_time=2021-04-10 01:43:09.746954, cost_time=0:00:23.895631 2021-04-10 01:43:05,854 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=2.19ms, fps=1725 images/s, loss=0.2916, top1-acc=89.99%, top5-acc=99.73%, remaining_time=0:00:03.881670, arrival_time=2021-04-10 01:43:09.736464, cost_time=0:00:25.380115 2021-04-10 01:43:07,331 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.2925, top1-acc=89.95%, top5-acc=99.74%, remaining_time=0:00:02.387248, arrival_time=2021-04-10 01:43:09.718353, cost_time=0:00:26.856451 2021-04-10 01:43:08,817 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.22ms, fps=1723 images/s, loss=0.2920, top1-acc=89.99%, top5-acc=99.73%, remaining_time=0:00:00.895032, arrival_time=2021-04-10 01:43:09.712327, cost_time=0:00:28.342634 2021-04-10 01:43:09,610 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.09ms, fps=1715 images/s, loss=0.2929, top1-acc=89.99%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:09.610487, cost_time=0:00:29.135840 2021-04-10 01:43:09,999 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=2.81ms, fps=6599 images/s, loss=0.4868, top1-acc=84.18%, top5-acc=99.30%, remaining_time=0:00:01.163790, arrival_time=2021-04-10 01:43:11.163603, cost_time=0:00:00.387934 2021-04-10 01:43:10,301 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.62ms, fps=8493 images/s, loss=0.5003, top1-acc=84.18%, top5-acc=99.22%, remaining_time=0:00:00.689880, arrival_time=2021-04-10 01:43:10.991657, cost_time=0:00:00.689882 2021-04-10 01:43:10,603 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.81ms, fps=8509 images/s, loss=0.4896, top1-acc=84.48%, top5-acc=99.24%, remaining_time=0:00:00.330400, arrival_time=2021-04-10 01:43:10.933480, cost_time=0:00:00.991189 2021-04-10 01:43:10,891 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.10ms, fps=8070 images/s, loss=0.4935, top1-acc=84.28%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:10.891045, cost_time=0:00:01.279217 2021-04-10 01:43:10,973 INFO : Epoch=0041 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:21:07.943523, arrival_time=2021-04-10 03:04:18.917127, cost_time=0:20:55.255894 2021-04-10 01:43:10,975 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:43:12,652 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.49ms, fps=1527 images/s, loss=0.3059, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:31.190526, arrival_time=2021-04-10 01:43:43.842716, cost_time=0:00:01.676910 2021-04-10 01:43:14,131 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=0.2875, top1-acc=89.69%, top5-acc=99.77%, remaining_time=0:00:27.774032, arrival_time=2021-04-10 01:43:41.905568, cost_time=0:00:03.156134 2021-04-10 01:43:15,610 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.50ms, fps=1732 images/s, loss=0.2830, top1-acc=90.01%, top5-acc=99.75%, remaining_time=0:00:25.648162, arrival_time=2021-04-10 01:43:41.258729, cost_time=0:00:04.635219 2021-04-10 01:43:17,098 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.47ms, fps=1722 images/s, loss=0.2836, top1-acc=90.09%, top5-acc=99.78%, remaining_time=0:00:23.877828, arrival_time=2021-04-10 01:43:40.975759, cost_time=0:00:06.122509 2021-04-10 01:43:18,568 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.62ms, fps=1741 images/s, loss=0.2824, top1-acc=90.20%, top5-acc=99.79%, remaining_time=0:00:22.173020, arrival_time=2021-04-10 01:43:40.741884, cost_time=0:00:07.593508 2021-04-10 01:43:20,061 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.43ms, fps=1716 images/s, loss=0.2871, top1-acc=89.99%, top5-acc=99.75%, remaining_time=0:00:20.595024, arrival_time=2021-04-10 01:43:40.656335, cost_time=0:00:09.086036 2021-04-10 01:43:21,539 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.51ms, fps=1732 images/s, loss=0.2841, top1-acc=90.14%, top5-acc=99.74%, remaining_time=0:00:19.015668, arrival_time=2021-04-10 01:43:40.555219, cost_time=0:00:10.564243 2021-04-10 01:43:23,015 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.2874, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:17.458696, arrival_time=2021-04-10 01:43:40.474455, cost_time=0:00:12.040501 2021-04-10 01:43:24,486 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.47ms, fps=1741 images/s, loss=0.2877, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:15.913144, arrival_time=2021-04-10 01:43:40.399634, cost_time=0:00:13.511156 2021-04-10 01:43:25,976 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.64ms, fps=1719 images/s, loss=0.2890, top1-acc=90.07%, top5-acc=99.73%, remaining_time=0:00:14.400864, arrival_time=2021-04-10 01:43:40.377115, cost_time=0:00:15.000900 2021-04-10 01:43:27,457 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=2.24ms, fps=1730 images/s, loss=0.2919, top1-acc=89.93%, top5-acc=99.73%, remaining_time=0:00:12.885810, arrival_time=2021-04-10 01:43:40.342884, cost_time=0:00:16.481810 2021-04-10 01:43:28,934 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.54ms, fps=1733 images/s, loss=0.2932, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:11.374388, arrival_time=2021-04-10 01:43:40.309287, cost_time=0:00:17.959515 2021-04-10 01:43:30,434 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.95ms, fps=1708 images/s, loss=0.2930, top1-acc=89.91%, top5-acc=99.73%, remaining_time=0:00:09.879408, arrival_time=2021-04-10 01:43:40.314198, cost_time=0:00:19.459432 2021-04-10 01:43:31,929 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=2.16ms, fps=1714 images/s, loss=0.2928, top1-acc=89.93%, top5-acc=99.73%, remaining_time=0:00:08.381632, arrival_time=2021-04-10 01:43:40.311084, cost_time=0:00:20.954064 2021-04-10 01:43:33,432 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.63ms, fps=1704 images/s, loss=0.2928, top1-acc=89.95%, top5-acc=99.73%, remaining_time=0:00:06.886982, arrival_time=2021-04-10 01:43:40.319812, cost_time=0:00:22.457531 2021-04-10 01:43:34,904 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.49ms, fps=1741 images/s, loss=0.2913, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:05.383944, arrival_time=2021-04-10 01:43:40.287953, cost_time=0:00:23.928701 2021-04-10 01:43:36,385 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.2918, top1-acc=89.97%, top5-acc=99.73%, remaining_time=0:00:03.886272, arrival_time=2021-04-10 01:43:40.271901, cost_time=0:00:25.410276 2021-04-10 01:43:37,855 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.57ms, fps=1742 images/s, loss=0.2915, top1-acc=89.95%, top5-acc=99.72%, remaining_time=0:00:02.389376, arrival_time=2021-04-10 01:43:40.245129, cost_time=0:00:26.880406 2021-04-10 01:43:39,328 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.29ms, fps=1739 images/s, loss=0.2914, top1-acc=89.97%, top5-acc=99.72%, remaining_time=0:00:00.895362, arrival_time=2021-04-10 01:43:40.223735, cost_time=0:00:28.353071 2021-04-10 01:43:40,132 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.64ms, fps=1693 images/s, loss=0.2918, top1-acc=89.95%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:40.132120, cost_time=0:00:29.156858 2021-04-10 01:43:40,533 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=3.48ms, fps=6404 images/s, loss=0.4992, top1-acc=84.49%, top5-acc=99.37%, remaining_time=0:00:01.199130, arrival_time=2021-04-10 01:43:41.732494, cost_time=0:00:00.399707 2021-04-10 01:43:40,828 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.19ms, fps=8678 images/s, loss=0.4990, top1-acc=84.39%, top5-acc=99.24%, remaining_time=0:00:00.695040, arrival_time=2021-04-10 01:43:41.523777, cost_time=0:00:00.695050 2021-04-10 01:43:41,127 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.05ms, fps=8575 images/s, loss=0.5012, top1-acc=84.24%, top5-acc=99.17%, remaining_time=0:00:00.331350, arrival_time=2021-04-10 01:43:41.459114, cost_time=0:00:00.994064 2021-04-10 01:43:41,419 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.11ms, fps=7965 images/s, loss=0.5170, top1-acc=84.24%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:41.419535, cost_time=0:00:01.285841 2021-04-10 01:43:41,511 INFO : Epoch=0042 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:20:37.032698, arrival_time=2021-04-10 03:04:18.543899, cost_time=0:21:25.793489 2021-04-10 01:43:41,513 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:43:43,252 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=0.26ms, fps=1472 images/s, loss=0.3113, top1-acc=89.06%, top5-acc=99.65%, remaining_time=0:00:32.349678, arrival_time=2021-04-10 01:44:15.602199, cost_time=0:00:01.739234 2021-04-10 01:43:44,737 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.18ms, fps=1725 images/s, loss=0.2890, top1-acc=89.79%, top5-acc=99.75%, remaining_time=0:00:28.373312, arrival_time=2021-04-10 01:44:13.110725, cost_time=0:00:03.224230 2021-04-10 01:43:46,214 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.2835, top1-acc=89.99%, top5-acc=99.75%, remaining_time=0:00:26.013196, arrival_time=2021-04-10 01:44:12.227759, cost_time=0:00:04.701169 2021-04-10 01:43:47,700 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.40ms, fps=1724 images/s, loss=0.2824, top1-acc=90.11%, top5-acc=99.75%, remaining_time=0:00:24.128052, arrival_time=2021-04-10 01:44:11.827941, cost_time=0:00:06.186670 2021-04-10 01:43:49,181 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=0.2809, top1-acc=90.12%, top5-acc=99.76%, remaining_time=0:00:22.392020, arrival_time=2021-04-10 01:44:11.573736, cost_time=0:00:07.668504 2021-04-10 01:43:50,669 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.97ms, fps=1722 images/s, loss=0.2827, top1-acc=90.08%, top5-acc=99.75%, remaining_time=0:00:20.753056, arrival_time=2021-04-10 01:44:11.421998, cost_time=0:00:09.155774 2021-04-10 01:43:52,146 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.49ms, fps=1733 images/s, loss=0.2856, top1-acc=90.01%, top5-acc=99.72%, remaining_time=0:00:19.139652, arrival_time=2021-04-10 01:44:11.286065, cost_time=0:00:10.633129 2021-04-10 01:43:53,624 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=0.2889, top1-acc=89.86%, top5-acc=99.69%, remaining_time=0:00:17.560892, arrival_time=2021-04-10 01:44:11.185027, cost_time=0:00:12.110969 2021-04-10 01:43:55,119 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.62ms, fps=1713 images/s, loss=0.2896, top1-acc=89.85%, top5-acc=99.70%, remaining_time=0:00:16.024974, arrival_time=2021-04-10 01:44:11.144197, cost_time=0:00:13.606101 2021-04-10 01:43:56,593 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.62ms, fps=1737 images/s, loss=0.2885, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:14.477280, arrival_time=2021-04-10 01:44:11.070961, cost_time=0:00:15.080523 2021-04-10 01:43:58,071 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.63ms, fps=1733 images/s, loss=0.2894, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:12.945494, arrival_time=2021-04-10 01:44:11.016819, cost_time=0:00:16.558173 2021-04-10 01:43:59,561 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=2.17ms, fps=1719 images/s, loss=0.2868, top1-acc=89.91%, top5-acc=99.72%, remaining_time=0:00:11.430324, arrival_time=2021-04-10 01:44:10.991367, cost_time=0:00:18.047861 2021-04-10 01:44:01,042 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.46ms, fps=1728 images/s, loss=0.2846, top1-acc=90.00%, top5-acc=99.72%, remaining_time=0:00:09.915114, arrival_time=2021-04-10 01:44:10.957975, cost_time=0:00:19.529707 2021-04-10 01:44:02,528 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.99ms, fps=1724 images/s, loss=0.2845, top1-acc=89.98%, top5-acc=99.72%, remaining_time=0:00:08.405936, arrival_time=2021-04-10 01:44:10.934015, cost_time=0:00:21.014898 2021-04-10 01:44:04,007 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.47ms, fps=1731 images/s, loss=0.2836, top1-acc=90.05%, top5-acc=99.72%, remaining_time=0:00:06.898252, arrival_time=2021-04-10 01:44:10.905712, cost_time=0:00:22.494298 2021-04-10 01:44:05,509 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=21.70ms, fps=1705 images/s, loss=0.2847, top1-acc=90.04%, top5-acc=99.72%, remaining_time=0:00:05.399172, arrival_time=2021-04-10 01:44:10.908600, cost_time=0:00:23.996303 2021-04-10 01:44:06,986 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=0.2851, top1-acc=90.09%, top5-acc=99.72%, remaining_time=0:00:03.895866, arrival_time=2021-04-10 01:44:10.881996, cost_time=0:00:25.473012 2021-04-10 01:44:08,458 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.59ms, fps=1739 images/s, loss=0.2858, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:02.395168, arrival_time=2021-04-10 01:44:10.853929, cost_time=0:00:26.945596 2021-04-10 01:44:09,959 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.76ms, fps=1706 images/s, loss=0.2842, top1-acc=90.11%, top5-acc=99.73%, remaining_time=0:00:00.898308, arrival_time=2021-04-10 01:44:10.857880, cost_time=0:00:28.446407 2021-04-10 01:44:10,769 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=3.43ms, fps=1680 images/s, loss=0.2847, top1-acc=90.12%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:10.769683, cost_time=0:00:29.256516 2021-04-10 01:44:11,198 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=4.75ms, fps=6005 images/s, loss=0.5152, top1-acc=84.14%, top5-acc=98.87%, remaining_time=0:00:01.278870, arrival_time=2021-04-10 01:44:12.477104, cost_time=0:00:00.426293 2021-04-10 01:44:11,508 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.46ms, fps=8270 images/s, loss=0.4965, top1-acc=84.71%, top5-acc=99.12%, remaining_time=0:00:00.736360, arrival_time=2021-04-10 01:44:12.244769, cost_time=0:00:00.736357 2021-04-10 01:44:11,814 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=2.59ms, fps=8391 images/s, loss=0.4900, top1-acc=84.60%, top5-acc=99.21%, remaining_time=0:00:00.347430, arrival_time=2021-04-10 01:44:12.161667, cost_time=0:00:01.042291 2021-04-10 01:44:12,119 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=7619 images/s, loss=0.5149, top1-acc=83.99%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:12.119214, cost_time=0:00:01.347337 2021-04-10 01:44:12,179 INFO : Epoch=0043 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:20:06.616387, arrival_time=2021-04-10 03:04:18.795900, cost_time=0:21:56.461816 2021-04-10 01:44:12,180 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:44:13,895 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=2.20ms, fps=1492 images/s, loss=0.2783, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:31.903650, arrival_time=2021-04-10 01:44:45.799482, cost_time=0:00:01.715246 2021-04-10 01:44:15,378 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=0.2736, top1-acc=90.08%, top5-acc=99.79%, remaining_time=0:00:28.142752, arrival_time=2021-04-10 01:44:43.521371, cost_time=0:00:03.198036 2021-04-10 01:44:16,849 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.2733, top1-acc=90.26%, top5-acc=99.80%, remaining_time=0:00:25.835576, arrival_time=2021-04-10 01:44:42.685220, cost_time=0:00:04.669081 2021-04-10 01:44:18,324 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.2735, top1-acc=90.26%, top5-acc=99.81%, remaining_time=0:00:23.960352, arrival_time=2021-04-10 01:44:42.284613, cost_time=0:00:06.143664 2021-04-10 01:44:19,798 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.2740, top1-acc=90.20%, top5-acc=99.82%, remaining_time=0:00:22.243538, arrival_time=2021-04-10 01:44:42.041768, cost_time=0:00:07.617644 2021-04-10 01:44:21,280 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.82ms, fps=1728 images/s, loss=0.2758, top1-acc=90.21%, top5-acc=99.85%, remaining_time=0:00:20.626032, arrival_time=2021-04-10 01:44:41.906321, cost_time=0:00:09.099697 2021-04-10 01:44:22,760 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=2.53ms, fps=1730 images/s, loss=0.2775, top1-acc=90.26%, top5-acc=99.82%, remaining_time=0:00:19.044144, arrival_time=2021-04-10 01:44:41.804843, cost_time=0:00:10.580104 2021-04-10 01:44:24,244 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.91ms, fps=1726 images/s, loss=0.2789, top1-acc=90.23%, top5-acc=99.82%, remaining_time=0:00:17.492104, arrival_time=2021-04-10 01:44:41.736155, cost_time=0:00:12.063503 2021-04-10 01:44:25,719 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.75ms, fps=1736 images/s, loss=0.2821, top1-acc=90.17%, top5-acc=99.80%, remaining_time=0:00:15.945474, arrival_time=2021-04-10 01:44:41.664659, cost_time=0:00:13.538618 2021-04-10 01:44:27,192 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.2816, top1-acc=90.25%, top5-acc=99.80%, remaining_time=0:00:14.411232, arrival_time=2021-04-10 01:44:41.603556, cost_time=0:00:15.011725 2021-04-10 01:44:28,682 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.37ms, fps=1718 images/s, loss=0.2814, top1-acc=90.27%, top5-acc=99.80%, remaining_time=0:00:12.901720, arrival_time=2021-04-10 01:44:41.584483, cost_time=0:00:16.502175 2021-04-10 01:44:30,164 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.82ms, fps=1729 images/s, loss=0.2822, top1-acc=90.25%, top5-acc=99.79%, remaining_time=0:00:11.389740, arrival_time=2021-04-10 01:44:41.554028, cost_time=0:00:17.983752 2021-04-10 01:44:31,646 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.86ms, fps=1728 images/s, loss=0.2817, top1-acc=90.25%, top5-acc=99.78%, remaining_time=0:00:09.882510, arrival_time=2021-04-10 01:44:41.528664, cost_time=0:00:19.465597 2021-04-10 01:44:33,121 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.87ms, fps=1736 images/s, loss=0.2839, top1-acc=90.17%, top5-acc=99.77%, remaining_time=0:00:08.376368, arrival_time=2021-04-10 01:44:41.497811, cost_time=0:00:20.940905 2021-04-10 01:44:34,604 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.91ms, fps=1727 images/s, loss=0.2833, top1-acc=90.17%, top5-acc=99.77%, remaining_time=0:00:06.876724, arrival_time=2021-04-10 01:44:41.481419, cost_time=0:00:22.424054 2021-04-10 01:44:36,074 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.61ms, fps=1742 images/s, loss=0.2834, top1-acc=90.15%, top5-acc=99.77%, remaining_time=0:00:05.376204, arrival_time=2021-04-10 01:44:41.450998, cost_time=0:00:23.894252 2021-04-10 01:44:37,553 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.39ms, fps=1731 images/s, loss=0.2856, top1-acc=90.09%, top5-acc=99.76%, remaining_time=0:00:03.880630, arrival_time=2021-04-10 01:44:41.434506, cost_time=0:00:25.373299 2021-04-10 01:44:39,036 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.23ms, fps=1727 images/s, loss=0.2872, top1-acc=90.01%, top5-acc=99.75%, remaining_time=0:00:02.387168, arrival_time=2021-04-10 01:44:41.423446, cost_time=0:00:26.855720 2021-04-10 01:44:40,526 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.93ms, fps=1719 images/s, loss=0.2890, top1-acc=89.92%, top5-acc=99.75%, remaining_time=0:00:00.895122, arrival_time=2021-04-10 01:44:41.421268, cost_time=0:00:28.345565 2021-04-10 01:44:41,328 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.60ms, fps=1696 images/s, loss=0.2894, top1-acc=89.94%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:41.328569, cost_time=0:00:29.147979 2021-04-10 01:44:41,732 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=3.77ms, fps=6370 images/s, loss=0.6555, top1-acc=80.27%, top5-acc=98.48%, remaining_time=0:00:01.205580, arrival_time=2021-04-10 01:44:42.938238, cost_time=0:00:00.401855 2021-04-10 01:44:42,036 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.40ms, fps=8447 images/s, loss=0.6369, top1-acc=80.88%, top5-acc=98.55%, remaining_time=0:00:00.705420, arrival_time=2021-04-10 01:44:42.741639, cost_time=0:00:00.705422 2021-04-10 01:44:42,334 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.85ms, fps=8595 images/s, loss=0.6337, top1-acc=80.95%, top5-acc=98.68%, remaining_time=0:00:00.334670, arrival_time=2021-04-10 01:44:42.669482, cost_time=0:00:01.004018 2021-04-10 01:44:42,611 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=8400 images/s, loss=0.6457, top1-acc=81.01%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:42.611425, cost_time=0:00:01.280680 2021-04-10 01:44:42,693 INFO : Epoch=0044 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:19:35.640480, arrival_time=2021-04-10 03:04:18.333698, cost_time=0:22:26.975501 2021-04-10 01:44:42,694 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:44:44,405 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.24ms, fps=1497 images/s, loss=0.2911, top1-acc=90.62%, top5-acc=99.77%, remaining_time=0:00:31.813812, arrival_time=2021-04-10 01:45:16.219298, cost_time=0:00:01.710419 2021-04-10 01:44:45,882 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.42ms, fps=1734 images/s, loss=0.2786, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:28.044368, arrival_time=2021-04-10 01:45:13.926339, cost_time=0:00:03.186854 2021-04-10 01:44:47,360 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.66ms, fps=1732 images/s, loss=0.2681, top1-acc=90.99%, top5-acc=99.79%, remaining_time=0:00:25.813996, arrival_time=2021-04-10 01:45:13.174249, cost_time=0:00:04.665166 2021-04-10 01:44:48,853 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.47ms, fps=1715 images/s, loss=0.2717, top1-acc=90.84%, top5-acc=99.76%, remaining_time=0:00:24.018228, arrival_time=2021-04-10 01:45:12.871996, cost_time=0:00:06.158509 2021-04-10 01:44:50,332 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.65ms, fps=1732 images/s, loss=0.2721, top1-acc=90.76%, top5-acc=99.72%, remaining_time=0:00:22.300332, arrival_time=2021-04-10 01:45:12.632653, cost_time=0:00:07.637092 2021-04-10 01:44:51,810 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=0.2740, top1-acc=90.62%, top5-acc=99.74%, remaining_time=0:00:20.662072, arrival_time=2021-04-10 01:45:12.472756, cost_time=0:00:09.115592 2021-04-10 01:44:53,287 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.94ms, fps=1734 images/s, loss=0.2734, top1-acc=90.74%, top5-acc=99.74%, remaining_time=0:00:19.066320, arrival_time=2021-04-10 01:45:12.353738, cost_time=0:00:10.592368 2021-04-10 01:44:54,760 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=2.15ms, fps=1739 images/s, loss=0.2723, top1-acc=90.76%, top5-acc=99.76%, remaining_time=0:00:17.494076, arrival_time=2021-04-10 01:45:12.254112, cost_time=0:00:12.064897 2021-04-10 01:44:56,232 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.2715, top1-acc=90.80%, top5-acc=99.75%, remaining_time=0:00:15.944096, arrival_time=2021-04-10 01:45:12.176643, cost_time=0:00:13.537470 2021-04-10 01:44:57,712 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=0.2705, top1-acc=90.84%, top5-acc=99.74%, remaining_time=0:00:14.416320, arrival_time=2021-04-10 01:45:12.128384, cost_time=0:00:15.016964 2021-04-10 01:44:59,194 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.23ms, fps=1728 images/s, loss=0.2700, top1-acc=90.83%, top5-acc=99.73%, remaining_time=0:00:12.899484, arrival_time=2021-04-10 01:45:12.093835, cost_time=0:00:16.499298 2021-04-10 01:45:00,675 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.90ms, fps=1729 images/s, loss=0.2686, top1-acc=90.85%, top5-acc=99.74%, remaining_time=0:00:11.387612, arrival_time=2021-04-10 01:45:12.063164, cost_time=0:00:17.980452 2021-04-10 01:45:02,154 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.37ms, fps=1732 images/s, loss=0.2735, top1-acc=90.70%, top5-acc=99.73%, remaining_time=0:00:09.879276, arrival_time=2021-04-10 01:45:12.033566, cost_time=0:00:19.459154 2021-04-10 01:45:03,634 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.42ms, fps=1731 images/s, loss=0.2759, top1-acc=90.57%, top5-acc=99.72%, remaining_time=0:00:08.375584, arrival_time=2021-04-10 01:45:12.009708, cost_time=0:00:20.939021 2021-04-10 01:45:05,111 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.28ms, fps=1734 images/s, loss=0.2777, top1-acc=90.54%, top5-acc=99.72%, remaining_time=0:00:06.874240, arrival_time=2021-04-10 01:45:11.985278, cost_time=0:00:22.415928 2021-04-10 01:45:06,583 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.63ms, fps=1739 images/s, loss=0.2784, top1-acc=90.51%, top5-acc=99.72%, remaining_time=0:00:05.374908, arrival_time=2021-04-10 01:45:11.958443, cost_time=0:00:23.888490 2021-04-10 01:45:08,058 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.2786, top1-acc=90.47%, top5-acc=99.72%, remaining_time=0:00:03.879148, arrival_time=2021-04-10 01:45:11.937772, cost_time=0:00:25.363575 2021-04-10 01:45:09,543 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.93ms, fps=1724 images/s, loss=0.2794, top1-acc=90.43%, top5-acc=99.72%, remaining_time=0:00:02.386544, arrival_time=2021-04-10 01:45:11.930185, cost_time=0:00:26.848541 2021-04-10 01:45:11,018 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.46ms, fps=1736 images/s, loss=0.2800, top1-acc=90.42%, top5-acc=99.72%, remaining_time=0:00:00.894438, arrival_time=2021-04-10 01:45:11.913273, cost_time=0:00:28.323785 2021-04-10 01:45:11,836 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.72ms, fps=1663 images/s, loss=0.2808, top1-acc=90.39%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:11.836871, cost_time=0:00:29.141777 2021-04-10 01:45:12,245 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=5.00ms, fps=6307 images/s, loss=0.6299, top1-acc=81.37%, top5-acc=98.40%, remaining_time=0:00:01.217700, arrival_time=2021-04-10 01:45:13.462730, cost_time=0:00:00.405902 2021-04-10 01:45:12,547 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=2.43ms, fps=8490 images/s, loss=0.6219, top1-acc=81.41%, top5-acc=98.63%, remaining_time=0:00:00.707920, arrival_time=2021-04-10 01:45:13.254949, cost_time=0:00:00.707922 2021-04-10 01:45:12,848 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=2.03ms, fps=8506 images/s, loss=0.6426, top1-acc=80.65%, top5-acc=98.61%, remaining_time=0:00:00.336430, arrival_time=2021-04-10 01:45:13.184819, cost_time=0:00:01.009283 2021-04-10 01:45:13,136 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.11ms, fps=8061 images/s, loss=0.6722, top1-acc=80.27%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:13.136683, cost_time=0:00:01.297525 2021-04-10 01:45:13,216 INFO : Epoch=0045 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:19:04.718485, arrival_time=2021-04-10 03:04:17.935144, cost_time=0:22:57.498931 2021-04-10 01:45:13,218 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:45:14,907 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.66ms, fps=1516 images/s, loss=0.2833, top1-acc=89.49%, top5-acc=99.88%, remaining_time=0:00:31.404240, arrival_time=2021-04-10 01:45:46.311228, cost_time=0:00:01.688404 2021-04-10 01:45:16,388 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.96ms, fps=1729 images/s, loss=0.2949, top1-acc=89.32%, top5-acc=99.79%, remaining_time=0:00:27.893184, arrival_time=2021-04-10 01:45:44.281243, cost_time=0:00:03.169684 2021-04-10 01:45:17,857 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.53ms, fps=1743 images/s, loss=0.2834, top1-acc=89.99%, top5-acc=99.79%, remaining_time=0:00:25.669742, arrival_time=2021-04-10 01:45:43.527386, cost_time=0:00:04.639118 2021-04-10 01:45:19,343 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.24ms, fps=1723 images/s, loss=0.2749, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:23.889684, arrival_time=2021-04-10 01:45:43.233587, cost_time=0:00:06.125544 2021-04-10 01:45:20,824 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.88ms, fps=1730 images/s, loss=0.2728, top1-acc=90.55%, top5-acc=99.74%, remaining_time=0:00:22.209374, arrival_time=2021-04-10 01:45:43.033758, cost_time=0:00:07.605952 2021-04-10 01:45:22,302 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=0.2757, top1-acc=90.47%, top5-acc=99.76%, remaining_time=0:00:20.589448, arrival_time=2021-04-10 01:45:42.891450, cost_time=0:00:09.083566 2021-04-10 01:45:23,789 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.91ms, fps=1722 images/s, loss=0.2777, top1-acc=90.34%, top5-acc=99.75%, remaining_time=0:00:19.027386, arrival_time=2021-04-10 01:45:42.816555, cost_time=0:00:10.570756 2021-04-10 01:45:25,262 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.2806, top1-acc=90.24%, top5-acc=99.76%, remaining_time=0:00:17.463800, arrival_time=2021-04-10 01:45:42.726186, cost_time=0:00:12.044027 2021-04-10 01:45:26,736 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.66ms, fps=1738 images/s, loss=0.2843, top1-acc=90.17%, top5-acc=99.74%, remaining_time=0:00:15.920670, arrival_time=2021-04-10 01:45:42.656616, cost_time=0:00:13.517536 2021-04-10 01:45:28,218 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.10ms, fps=1727 images/s, loss=0.2826, top1-acc=90.22%, top5-acc=99.75%, remaining_time=0:00:14.400288, arrival_time=2021-04-10 01:45:42.619124, cost_time=0:00:15.000341 2021-04-10 01:45:29,701 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.53ms, fps=1728 images/s, loss=0.2827, top1-acc=90.23%, top5-acc=99.75%, remaining_time=0:00:12.886498, arrival_time=2021-04-10 01:45:42.587744, cost_time=0:00:16.482784 2021-04-10 01:45:31,188 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.97ms, fps=1722 images/s, loss=0.2829, top1-acc=90.25%, top5-acc=99.76%, remaining_time=0:00:11.381228, arrival_time=2021-04-10 01:45:42.570126, cost_time=0:00:17.970411 2021-04-10 01:45:32,661 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.39ms, fps=1739 images/s, loss=0.2811, top1-acc=90.32%, top5-acc=99.76%, remaining_time=0:00:09.871356, arrival_time=2021-04-10 01:45:42.533244, cost_time=0:00:19.443525 2021-04-10 01:45:34,170 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.45ms, fps=1697 images/s, loss=0.2821, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:08.380848, arrival_time=2021-04-10 01:45:42.551554, cost_time=0:00:20.952145 2021-04-10 01:45:35,651 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.43ms, fps=1730 images/s, loss=0.2832, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:06.879484, arrival_time=2021-04-10 01:45:42.531135, cost_time=0:00:22.433111 2021-04-10 01:45:37,121 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.67ms, fps=1743 images/s, loss=0.2840, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:05.378076, arrival_time=2021-04-10 01:45:42.499046, cost_time=0:00:23.902524 2021-04-10 01:45:38,643 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.57ms, fps=1683 images/s, loss=0.2859, top1-acc=90.20%, top5-acc=99.74%, remaining_time=0:00:03.888482, arrival_time=2021-04-10 01:45:42.531471, cost_time=0:00:25.424626 2021-04-10 01:45:40,116 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.73ms, fps=1738 images/s, loss=0.2860, top1-acc=90.16%, top5-acc=99.74%, remaining_time=0:00:02.390944, arrival_time=2021-04-10 01:45:42.507657, cost_time=0:00:26.898173 2021-04-10 01:45:41,606 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.71ms, fps=1720 images/s, loss=0.2853, top1-acc=90.19%, top5-acc=99.73%, remaining_time=0:00:00.896454, arrival_time=2021-04-10 01:45:42.502571, cost_time=0:00:28.387697 2021-04-10 01:45:42,422 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=2.27ms, fps=1667 images/s, loss=0.2852, top1-acc=90.22%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:42.422209, cost_time=0:00:29.203847 2021-04-10 01:45:42,843 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=2.39ms, fps=6095 images/s, loss=0.5688, top1-acc=82.38%, top5-acc=99.30%, remaining_time=0:00:01.260090, arrival_time=2021-04-10 01:45:44.103807, cost_time=0:00:00.420030 2021-04-10 01:45:43,170 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=17.94ms, fps=7859 images/s, loss=0.5940, top1-acc=82.01%, top5-acc=99.28%, remaining_time=0:00:00.746240, arrival_time=2021-04-10 01:45:43.916183, cost_time=0:00:00.746234 2021-04-10 01:45:43,480 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.77ms, fps=8254 images/s, loss=0.5807, top1-acc=82.63%, top5-acc=99.24%, remaining_time=0:00:00.352300, arrival_time=2021-04-10 01:45:43.832900, cost_time=0:00:01.056902 2021-04-10 01:45:43,770 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.11ms, fps=8008 images/s, loss=0.5743, top1-acc=82.34%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:43.770777, cost_time=0:00:01.347101 2021-04-10 01:45:43,851 INFO : Epoch=0046 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:18:34.188402, arrival_time=2021-04-10 03:04:18.040281, cost_time=0:23:28.134182 2021-04-10 01:45:43,853 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:45:45,513 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.51ms, fps=1542 images/s, loss=0.2605, top1-acc=91.37%, top5-acc=99.77%, remaining_time=0:00:30.885486, arrival_time=2021-04-10 01:46:16.399214, cost_time=0:00:01.660509 2021-04-10 01:45:46,982 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.2739, top1-acc=90.62%, top5-acc=99.82%, remaining_time=0:00:27.532560, arrival_time=2021-04-10 01:46:14.514477, cost_time=0:00:03.128694 2021-04-10 01:45:48,463 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.91ms, fps=1728 images/s, loss=0.2626, top1-acc=90.89%, top5-acc=99.82%, remaining_time=0:00:25.511544, arrival_time=2021-04-10 01:46:13.975208, cost_time=0:00:04.610517 2021-04-10 01:45:49,940 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.59ms, fps=1734 images/s, loss=0.2646, top1-acc=90.88%, top5-acc=99.83%, remaining_time=0:00:23.739768, arrival_time=2021-04-10 01:46:13.680021, cost_time=0:00:06.087131 2021-04-10 01:45:51,422 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.94ms, fps=1728 images/s, loss=0.2703, top1-acc=90.73%, top5-acc=99.80%, remaining_time=0:00:22.100604, arrival_time=2021-04-10 01:46:13.522567, cost_time=0:00:07.568677 2021-04-10 01:45:52,899 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.74ms, fps=1734 images/s, loss=0.2677, top1-acc=90.81%, top5-acc=99.81%, remaining_time=0:00:20.503904, arrival_time=2021-04-10 01:46:13.402935, cost_time=0:00:09.045830 2021-04-10 01:45:54,383 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.51ms, fps=1725 images/s, loss=0.2754, top1-acc=90.61%, top5-acc=99.77%, remaining_time=0:00:18.954054, arrival_time=2021-04-10 01:46:13.337280, cost_time=0:00:10.530060 2021-04-10 01:45:55,858 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=2.08ms, fps=1736 images/s, loss=0.2775, top1-acc=90.56%, top5-acc=99.76%, remaining_time=0:00:17.408004, arrival_time=2021-04-10 01:46:13.266608, cost_time=0:00:12.005482 2021-04-10 01:45:57,352 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.45ms, fps=1714 images/s, loss=0.2759, top1-acc=90.59%, top5-acc=99.75%, remaining_time=0:00:15.898940, arrival_time=2021-04-10 01:46:13.251340, cost_time=0:00:13.499142 2021-04-10 01:45:58,831 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.64ms, fps=1731 images/s, loss=0.2770, top1-acc=90.49%, top5-acc=99.73%, remaining_time=0:00:14.379456, arrival_time=2021-04-10 01:46:13.211299, cost_time=0:00:14.978639 2021-04-10 01:46:00,328 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=23.15ms, fps=1712 images/s, loss=0.2782, top1-acc=90.43%, top5-acc=99.73%, remaining_time=0:00:12.880306, arrival_time=2021-04-10 01:46:13.208245, cost_time=0:00:16.474761 2021-04-10 01:46:01,813 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.79ms, fps=1724 images/s, loss=0.2784, top1-acc=90.42%, top5-acc=99.74%, remaining_time=0:00:11.374768, arrival_time=2021-04-10 01:46:13.188131, cost_time=0:00:17.960142 2021-04-10 01:46:03,298 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.87ms, fps=1725 images/s, loss=0.2751, top1-acc=90.57%, top5-acc=99.74%, remaining_time=0:00:09.872016, arrival_time=2021-04-10 01:46:13.170055, cost_time=0:00:19.444915 2021-04-10 01:46:04,774 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.2746, top1-acc=90.58%, top5-acc=99.74%, remaining_time=0:00:08.368472, arrival_time=2021-04-10 01:46:13.142823, cost_time=0:00:20.921182 2021-04-10 01:46:06,260 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.89ms, fps=1723 images/s, loss=0.2756, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:06.871618, arrival_time=2021-04-10 01:46:13.132255, cost_time=0:00:22.407447 2021-04-10 01:46:07,751 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.60ms, fps=1718 images/s, loss=0.2768, top1-acc=90.48%, top5-acc=99.73%, remaining_time=0:00:05.377104, arrival_time=2021-04-10 01:46:13.128496, cost_time=0:00:23.898268 2021-04-10 01:46:09,225 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.2792, top1-acc=90.37%, top5-acc=99.74%, remaining_time=0:00:03.880526, arrival_time=2021-04-10 01:46:13.106354, cost_time=0:00:25.372608 2021-04-10 01:46:10,711 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.08ms, fps=1725 images/s, loss=0.2790, top1-acc=90.37%, top5-acc=99.74%, remaining_time=0:00:02.387344, arrival_time=2021-04-10 01:46:13.098318, cost_time=0:00:26.857665 2021-04-10 01:46:12,222 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.22ms, fps=1694 images/s, loss=0.2789, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:00.895884, arrival_time=2021-04-10 01:46:13.118709, cost_time=0:00:28.369692 2021-04-10 01:46:13,042 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.96ms, fps=1659 images/s, loss=0.2793, top1-acc=90.37%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:13.042807, cost_time=0:00:29.189643 2021-04-10 01:46:13,488 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.37ms, fps=5776 images/s, loss=0.9941, top1-acc=70.47%, top5-acc=98.59%, remaining_time=0:00:01.329720, arrival_time=2021-04-10 01:46:14.818112, cost_time=0:00:00.443238 2021-04-10 01:46:13,795 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.31ms, fps=8359 images/s, loss=0.9925, top1-acc=70.82%, top5-acc=98.48%, remaining_time=0:00:00.750080, arrival_time=2021-04-10 01:46:14.545271, cost_time=0:00:00.750073 2021-04-10 01:46:14,106 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.44ms, fps=8231 images/s, loss=1.0053, top1-acc=70.78%, top5-acc=98.39%, remaining_time=0:00:00.353870, arrival_time=2021-04-10 01:46:14.460598, cost_time=0:00:01.061608 2021-04-10 01:46:14,383 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=8387 images/s, loss=1.0753, top1-acc=70.51%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:14.383804, cost_time=0:00:01.338734 2021-04-10 01:46:14,441 INFO : Epoch=0047 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:18:03.506256, arrival_time=2021-04-10 03:04:17.948092, cost_time=0:23:58.724146 2021-04-10 01:46:14,442 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:46:16,137 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.92ms, fps=1511 images/s, loss=0.3106, top1-acc=89.96%, top5-acc=99.61%, remaining_time=0:00:31.520304, arrival_time=2021-04-10 01:46:47.657882, cost_time=0:00:01.694636 2021-04-10 01:46:17,615 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.74ms, fps=1733 images/s, loss=0.2953, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:27.916944, arrival_time=2021-04-10 01:46:45.532254, cost_time=0:00:03.172385 2021-04-10 01:46:19,090 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.48ms, fps=1736 images/s, loss=0.2772, top1-acc=90.53%, top5-acc=99.77%, remaining_time=0:00:25.716222, arrival_time=2021-04-10 01:46:44.806758, cost_time=0:00:04.647523 2021-04-10 01:46:20,570 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=0.2807, top1-acc=90.39%, top5-acc=99.76%, remaining_time=0:00:23.897016, arrival_time=2021-04-10 01:46:44.467358, cost_time=0:00:06.127435 2021-04-10 01:46:22,038 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=2.06ms, fps=1744 images/s, loss=0.2732, top1-acc=90.69%, top5-acc=99.77%, remaining_time=0:00:22.179590, arrival_time=2021-04-10 01:46:44.218327, cost_time=0:00:07.595755 2021-04-10 01:46:23,515 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.47ms, fps=1734 images/s, loss=0.2719, top1-acc=90.76%, top5-acc=99.78%, remaining_time=0:00:20.564152, arrival_time=2021-04-10 01:46:44.079470, cost_time=0:00:09.072423 2021-04-10 01:46:24,990 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.12ms, fps=1736 images/s, loss=0.2734, top1-acc=90.78%, top5-acc=99.78%, remaining_time=0:00:18.986184, arrival_time=2021-04-10 01:46:43.976935, cost_time=0:00:10.547900 2021-04-10 01:46:26,469 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.89ms, fps=1732 images/s, loss=0.2758, top1-acc=90.65%, top5-acc=99.78%, remaining_time=0:00:17.438512, arrival_time=2021-04-10 01:46:43.907994, cost_time=0:00:12.026596 2021-04-10 01:46:27,953 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.24ms, fps=1726 images/s, loss=0.2759, top1-acc=90.60%, top5-acc=99.79%, remaining_time=0:00:15.912508, arrival_time=2021-04-10 01:46:43.865992, cost_time=0:00:13.510582 2021-04-10 01:46:29,431 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.58ms, fps=1733 images/s, loss=0.2763, top1-acc=90.61%, top5-acc=99.78%, remaining_time=0:00:14.389056, arrival_time=2021-04-10 01:46:43.820572, cost_time=0:00:14.988598 2021-04-10 01:46:30,916 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=0.2758, top1-acc=90.59%, top5-acc=99.77%, remaining_time=0:00:12.879360, arrival_time=2021-04-10 01:46:43.795811, cost_time=0:00:16.473572 2021-04-10 01:46:32,401 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.89ms, fps=1724 images/s, loss=0.2765, top1-acc=90.56%, top5-acc=99.77%, remaining_time=0:00:11.373932, arrival_time=2021-04-10 01:46:43.775671, cost_time=0:00:17.958820 2021-04-10 01:46:33,880 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.87ms, fps=1732 images/s, loss=0.2762, top1-acc=90.59%, top5-acc=99.76%, remaining_time=0:00:09.868056, arrival_time=2021-04-10 01:46:43.748051, cost_time=0:00:19.437145 2021-04-10 01:46:35,361 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.46ms, fps=1728 images/s, loss=0.2752, top1-acc=90.61%, top5-acc=99.75%, remaining_time=0:00:08.367632, arrival_time=2021-04-10 01:46:43.729527, cost_time=0:00:20.919044 2021-04-10 01:46:36,841 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.03ms, fps=1731 images/s, loss=0.2771, top1-acc=90.55%, top5-acc=99.75%, remaining_time=0:00:06.868904, arrival_time=2021-04-10 01:46:43.710410, cost_time=0:00:22.398647 2021-04-10 01:46:38,318 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.94ms, fps=1734 images/s, loss=0.2801, top1-acc=90.46%, top5-acc=99.74%, remaining_time=0:00:05.371992, arrival_time=2021-04-10 01:46:43.690348, cost_time=0:00:23.875505 2021-04-10 01:46:39,780 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.2807, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:03.875196, arrival_time=2021-04-10 01:46:43.655800, cost_time=0:00:25.337738 2021-04-10 01:46:41,252 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.93ms, fps=1740 images/s, loss=0.2802, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:02.383072, arrival_time=2021-04-10 01:46:43.635401, cost_time=0:00:26.809472 2021-04-10 01:46:42,734 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.62ms, fps=1729 images/s, loss=0.2814, top1-acc=90.38%, top5-acc=99.75%, remaining_time=0:00:00.893394, arrival_time=2021-04-10 01:46:43.627313, cost_time=0:00:28.290883 2021-04-10 01:46:43,534 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.25ms, fps=1701 images/s, loss=0.2823, top1-acc=90.39%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:43.534193, cost_time=0:00:29.091319 2021-04-10 01:46:43,991 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.22ms, fps=5629 images/s, loss=0.6206, top1-acc=81.13%, top5-acc=98.91%, remaining_time=0:00:01.364340, arrival_time=2021-04-10 01:46:45.355377, cost_time=0:00:00.454776 2021-04-10 01:46:44,302 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.72ms, fps=8235 images/s, loss=0.5775, top1-acc=81.97%, top5-acc=99.08%, remaining_time=0:00:00.766160, arrival_time=2021-04-10 01:46:45.068688, cost_time=0:00:00.766154 2021-04-10 01:46:44,602 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.20ms, fps=8540 images/s, loss=0.5808, top1-acc=82.07%, top5-acc=99.09%, remaining_time=0:00:00.355570, arrival_time=2021-04-10 01:46:44.958512, cost_time=0:00:01.066724 2021-04-10 01:46:44,897 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.09ms, fps=7893 images/s, loss=0.5671, top1-acc=82.26%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:44.897292, cost_time=0:00:01.361020 2021-04-10 01:46:45,022 INFO : Epoch=0048 complete, best val top1-acc=84.67%, top5-acc=99.30% (epoch=35), remaining_time=1:17:32.798432, arrival_time=2021-04-10 03:04:17.820919, cost_time=0:24:29.304761 2021-04-10 01:46:45,024 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:46:46,806 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.50ms, fps=1437 images/s, loss=0.2910, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:33.138876, arrival_time=2021-04-10 01:47:19.944930, cost_time=0:00:01.781663 2021-04-10 01:46:48,283 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=2.14ms, fps=1733 images/s, loss=0.2819, top1-acc=90.70%, top5-acc=99.63%, remaining_time=0:00:28.681664, arrival_time=2021-04-10 01:47:16.965370, cost_time=0:00:03.259273 2021-04-10 01:46:49,758 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.2728, top1-acc=90.83%, top5-acc=99.69%, remaining_time=0:00:26.192642, arrival_time=2021-04-10 01:47:15.950559, cost_time=0:00:04.733609 2021-04-10 01:46:51,232 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=0.2718, top1-acc=90.75%, top5-acc=99.72%, remaining_time=0:00:24.212760, arrival_time=2021-04-10 01:47:15.445430, cost_time=0:00:06.208398 2021-04-10 01:46:52,709 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.2794, top1-acc=90.45%, top5-acc=99.73%, remaining_time=0:00:22.439032, arrival_time=2021-04-10 01:47:15.148031, cost_time=0:00:07.684590 2021-04-10 01:46:54,186 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.2783, top1-acc=90.54%, top5-acc=99.73%, remaining_time=0:00:20.767744, arrival_time=2021-04-10 01:47:14.954322, cost_time=0:00:09.162239 2021-04-10 01:46:55,663 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.2767, top1-acc=90.53%, top5-acc=99.74%, remaining_time=0:00:19.150992, arrival_time=2021-04-10 01:47:14.814749, cost_time=0:00:10.639445 2021-04-10 01:46:57,140 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.47ms, fps=1734 images/s, loss=0.2751, top1-acc=90.57%, top5-acc=99.73%, remaining_time=0:00:17.568084, arrival_time=2021-04-10 01:47:14.708293, cost_time=0:00:12.115941 2021-04-10 01:46:58,617 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.97ms, fps=1734 images/s, loss=0.2758, top1-acc=90.57%, top5-acc=99.72%, remaining_time=0:00:16.009498, arrival_time=2021-04-10 01:47:14.626790, cost_time=0:00:13.592981 2021-04-10 01:47:00,100 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.04ms, fps=1727 images/s, loss=0.2726, top1-acc=90.67%, top5-acc=99.73%, remaining_time=0:00:14.472864, arrival_time=2021-04-10 01:47:14.573212, cost_time=0:00:15.075927 2021-04-10 01:47:01,580 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.2732, top1-acc=90.70%, top5-acc=99.74%, remaining_time=0:00:12.943946, arrival_time=2021-04-10 01:47:14.524435, cost_time=0:00:16.556180 2021-04-10 01:47:03,066 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.92ms, fps=1723 images/s, loss=0.2767, top1-acc=90.55%, top5-acc=99.74%, remaining_time=0:00:11.426828, arrival_time=2021-04-10 01:47:14.493540, cost_time=0:00:18.042364 2021-04-10 01:47:04,539 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.2780, top1-acc=90.51%, top5-acc=99.74%, remaining_time=0:00:09.907920, arrival_time=2021-04-10 01:47:14.447783, cost_time=0:00:19.515599 2021-04-10 01:47:06,016 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.21ms, fps=1734 images/s, loss=0.2769, top1-acc=90.56%, top5-acc=99.73%, remaining_time=0:00:08.397032, arrival_time=2021-04-10 01:47:14.413863, cost_time=0:00:20.992529 2021-04-10 01:47:07,497 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=0.2768, top1-acc=90.53%, top5-acc=99.74%, remaining_time=0:00:06.891766, arrival_time=2021-04-10 01:47:14.389247, cost_time=0:00:22.473171 2021-04-10 01:47:08,975 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.2772, top1-acc=90.51%, top5-acc=99.74%, remaining_time=0:00:05.389020, arrival_time=2021-04-10 01:47:14.364503, cost_time=0:00:23.951162 2021-04-10 01:47:10,472 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=2.01ms, fps=1710 images/s, loss=0.2774, top1-acc=90.52%, top5-acc=99.74%, remaining_time=0:00:03.892148, arrival_time=2021-04-10 01:47:14.365017, cost_time=0:00:25.448597 2021-04-10 01:47:11,955 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.10ms, fps=1727 images/s, loss=0.2776, top1-acc=90.50%, top5-acc=99.74%, remaining_time=0:00:02.393872, arrival_time=2021-04-10 01:47:14.349162, cost_time=0:00:26.930980 2021-04-10 01:47:13,440 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=2.13ms, fps=1724 images/s, loss=0.2771, top1-acc=90.51%, top5-acc=99.75%, remaining_time=0:00:00.897354, arrival_time=2021-04-10 01:47:14.338010, cost_time=0:00:28.416222 2021-04-10 01:47:14,263 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=5.31ms, fps=1655 images/s, loss=0.2769, top1-acc=90.49%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:14.263288, cost_time=0:00:29.239025 2021-04-10 01:47:14,673 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.21ms, fps=6261 images/s, loss=0.4259, top1-acc=85.86%, top5-acc=99.22%, remaining_time=0:00:01.226670, arrival_time=2021-04-10 01:47:15.900261, cost_time=0:00:00.408890 2021-04-10 01:47:14,981 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.58ms, fps=8340 images/s, loss=0.4205, top1-acc=86.17%, top5-acc=99.34%, remaining_time=0:00:00.716320, arrival_time=2021-04-10 01:47:15.697311, cost_time=0:00:00.716330 2021-04-10 01:47:15,284 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.85ms, fps=8447 images/s, loss=0.4258, top1-acc=85.91%, top5-acc=99.41%, remaining_time=0:00:00.339920, arrival_time=2021-04-10 01:47:15.624353, cost_time=0:00:01.019774 2021-04-10 01:47:15,564 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=8286 images/s, loss=0.4135, top1-acc=86.12%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:15.564775, cost_time=0:00:01.300143 2021-04-10 01:47:15,721 INFO : Epoch=0049 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:17:02.461226, arrival_time=2021-04-10 03:04:18.182919, cost_time=0:25:00.003994 2021-04-10 01:47:15,722 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:47:17,435 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.56ms, fps=1495 images/s, loss=0.2679, top1-acc=91.17%, top5-acc=99.65%, remaining_time=0:00:31.854360, arrival_time=2021-04-10 01:47:49.289803, cost_time=0:00:01.712600 2021-04-10 01:47:18,922 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.60ms, fps=1722 images/s, loss=0.2657, top1-acc=91.19%, top5-acc=99.69%, remaining_time=0:00:28.159472, arrival_time=2021-04-10 01:47:47.082277, cost_time=0:00:03.199931 2021-04-10 01:47:20,400 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.2634, top1-acc=91.29%, top5-acc=99.69%, remaining_time=0:00:25.884878, arrival_time=2021-04-10 01:47:46.285617, cost_time=0:00:04.677982 2021-04-10 01:47:21,885 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.78ms, fps=1725 images/s, loss=0.2675, top1-acc=91.08%, top5-acc=99.71%, remaining_time=0:00:24.033204, arrival_time=2021-04-10 01:47:45.918265, cost_time=0:00:06.162344 2021-04-10 01:47:23,367 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.41ms, fps=1728 images/s, loss=0.2668, top1-acc=90.99%, top5-acc=99.73%, remaining_time=0:00:22.321064, arrival_time=2021-04-10 01:47:45.688061, cost_time=0:00:07.644196 2021-04-10 01:47:24,843 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=0.2670, top1-acc=90.96%, top5-acc=99.76%, remaining_time=0:00:20.673768, arrival_time=2021-04-10 01:47:45.517282, cost_time=0:00:09.120784 2021-04-10 01:47:26,317 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.69ms, fps=1738 images/s, loss=0.2623, top1-acc=91.21%, top5-acc=99.75%, remaining_time=0:00:19.069974, arrival_time=2021-04-10 01:47:45.387134, cost_time=0:00:10.594438 2021-04-10 01:47:27,792 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.14ms, fps=1736 images/s, loss=0.2611, top1-acc=91.21%, top5-acc=99.76%, remaining_time=0:00:17.500572, arrival_time=2021-04-10 01:47:45.292707, cost_time=0:00:12.069370 2021-04-10 01:47:29,290 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.87ms, fps=1709 images/s, loss=0.2618, top1-acc=91.10%, top5-acc=99.77%, remaining_time=0:00:15.980242, arrival_time=2021-04-10 01:47:45.271125, cost_time=0:00:13.568169 2021-04-10 01:47:30,772 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=0.2584, top1-acc=91.18%, top5-acc=99.78%, remaining_time=0:00:14.447136, arrival_time=2021-04-10 01:47:45.219069, cost_time=0:00:15.049078 2021-04-10 01:47:32,288 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=2.18ms, fps=1688 images/s, loss=0.2609, top1-acc=91.07%, top5-acc=99.77%, remaining_time=0:00:12.951600, arrival_time=2021-04-10 01:47:45.240381, cost_time=0:00:16.565977 2021-04-10 01:47:33,773 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.86ms, fps=1725 images/s, loss=0.2618, top1-acc=91.06%, top5-acc=99.77%, remaining_time=0:00:11.432072, arrival_time=2021-04-10 01:47:45.205519, cost_time=0:00:18.050594 2021-04-10 01:47:35,248 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.47ms, fps=1736 images/s, loss=0.2641, top1-acc=90.95%, top5-acc=99.78%, remaining_time=0:00:09.913068, arrival_time=2021-04-10 01:47:45.161725, cost_time=0:00:19.525801 2021-04-10 01:47:36,727 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.51ms, fps=1732 images/s, loss=0.2652, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:08.401904, arrival_time=2021-04-10 01:47:45.129445, cost_time=0:00:21.004731 2021-04-10 01:47:38,201 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.93ms, fps=1738 images/s, loss=0.2657, top1-acc=90.95%, top5-acc=99.77%, remaining_time=0:00:06.893376, arrival_time=2021-04-10 01:47:45.094582, cost_time=0:00:22.478442 2021-04-10 01:47:39,676 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.2668, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:05.389488, arrival_time=2021-04-10 01:47:45.065639, cost_time=0:00:23.953347 2021-04-10 01:47:41,150 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.2669, top1-acc=90.91%, top5-acc=99.77%, remaining_time=0:00:03.889002, arrival_time=2021-04-10 01:47:45.039822, cost_time=0:00:25.428052 2021-04-10 01:47:42,653 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.57ms, fps=1705 images/s, loss=0.2679, top1-acc=90.87%, top5-acc=99.77%, remaining_time=0:00:02.393792, arrival_time=2021-04-10 01:47:45.046770, cost_time=0:00:26.930209 2021-04-10 01:47:44,177 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.35ms, fps=1680 images/s, loss=0.2682, top1-acc=90.84%, top5-acc=99.77%, remaining_time=0:00:00.898566, arrival_time=2021-04-10 01:47:45.075887, cost_time=0:00:28.454603 2021-04-10 01:47:44,971 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.28ms, fps=1714 images/s, loss=0.2681, top1-acc=90.87%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:44.971349, cost_time=0:00:29.248474 2021-04-10 01:47:45,380 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.70ms, fps=6282 images/s, loss=0.7441, top1-acc=79.69%, top5-acc=99.18%, remaining_time=0:00:01.222350, arrival_time=2021-04-10 01:47:46.603023, cost_time=0:00:00.407451 2021-04-10 01:47:45,684 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.66ms, fps=8437 images/s, loss=0.7371, top1-acc=79.67%, top5-acc=99.28%, remaining_time=0:00:00.711400, arrival_time=2021-04-10 01:47:46.395955, cost_time=0:00:00.711393 2021-04-10 01:47:45,989 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.81ms, fps=8408 images/s, loss=0.7395, top1-acc=79.31%, top5-acc=99.23%, remaining_time=0:00:00.338740, arrival_time=2021-04-10 01:47:46.328131, cost_time=0:00:01.016207 2021-04-10 01:47:46,265 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.09ms, fps=8433 images/s, loss=0.7675, top1-acc=79.11%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:46.265005, cost_time=0:00:01.291805 2021-04-10 01:47:46,340 INFO : Epoch=0050 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:16:31.868100, arrival_time=2021-04-10 03:04:18.208469, cost_time=0:25:30.622676 2021-04-10 01:47:46,341 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:47:48,004 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.82ms, fps=1540 images/s, loss=0.2712, top1-acc=90.59%, top5-acc=99.61%, remaining_time=0:00:30.918594, arrival_time=2021-04-10 01:48:18.922478, cost_time=0:00:01.662292 2021-04-10 01:47:49,485 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.56ms, fps=1729 images/s, loss=0.2514, top1-acc=91.54%, top5-acc=99.69%, remaining_time=0:00:27.666672, arrival_time=2021-04-10 01:48:17.152101, cost_time=0:00:03.143935 2021-04-10 01:47:50,972 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.57ms, fps=1723 images/s, loss=0.2603, top1-acc=91.28%, top5-acc=99.73%, remaining_time=0:00:25.621602, arrival_time=2021-04-10 01:48:16.593628, cost_time=0:00:04.630419 2021-04-10 01:47:52,452 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.56ms, fps=1731 images/s, loss=0.2611, top1-acc=91.24%, top5-acc=99.75%, remaining_time=0:00:23.831028, arrival_time=2021-04-10 01:48:16.282984, cost_time=0:00:06.110521 2021-04-10 01:47:53,929 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.99ms, fps=1733 images/s, loss=0.2548, top1-acc=91.42%, top5-acc=99.77%, remaining_time=0:00:22.156230, arrival_time=2021-04-10 01:48:16.085538, cost_time=0:00:07.587752 2021-04-10 01:47:55,411 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=2.30ms, fps=1728 images/s, loss=0.2547, top1-acc=91.40%, top5-acc=99.78%, remaining_time=0:00:20.558984, arrival_time=2021-04-10 01:48:15.970623, cost_time=0:00:09.070113 2021-04-10 01:47:56,890 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.2550, top1-acc=91.45%, top5-acc=99.79%, remaining_time=0:00:18.988326, arrival_time=2021-04-10 01:48:15.878906, cost_time=0:00:10.549048 2021-04-10 01:47:58,372 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=2.31ms, fps=1728 images/s, loss=0.2556, top1-acc=91.31%, top5-acc=99.79%, remaining_time=0:00:17.445008, arrival_time=2021-04-10 01:48:15.817644, cost_time=0:00:12.031010 2021-04-10 01:47:59,864 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=2.19ms, fps=1717 images/s, loss=0.2585, top1-acc=91.25%, top5-acc=99.77%, remaining_time=0:00:15.926924, arrival_time=2021-04-10 01:48:15.791372, cost_time=0:00:13.522820 2021-04-10 01:48:01,354 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.55ms, fps=1719 images/s, loss=0.2607, top1-acc=91.17%, top5-acc=99.75%, remaining_time=0:00:14.412192, arrival_time=2021-04-10 01:48:15.766345, cost_time=0:00:15.012706 2021-04-10 01:48:02,843 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.21ms, fps=1720 images/s, loss=0.2619, top1-acc=91.13%, top5-acc=99.74%, remaining_time=0:00:12.901290, arrival_time=2021-04-10 01:48:15.744453, cost_time=0:00:16.501625 2021-04-10 01:48:04,332 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.76ms, fps=1720 images/s, loss=0.2631, top1-acc=91.06%, top5-acc=99.75%, remaining_time=0:00:11.394148, arrival_time=2021-04-10 01:48:15.726384, cost_time=0:00:17.990763 2021-04-10 01:48:05,812 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.69ms, fps=1730 images/s, loss=0.2641, top1-acc=90.99%, top5-acc=99.74%, remaining_time=0:00:09.885348, arrival_time=2021-04-10 01:48:15.698076, cost_time=0:00:19.471085 2021-04-10 01:48:07,293 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.90ms, fps=1730 images/s, loss=0.2664, top1-acc=90.93%, top5-acc=99.73%, remaining_time=0:00:08.380680, arrival_time=2021-04-10 01:48:15.673812, cost_time=0:00:20.951680 2021-04-10 01:48:08,766 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.59ms, fps=1738 images/s, loss=0.2681, top1-acc=90.88%, top5-acc=99.74%, remaining_time=0:00:06.877138, arrival_time=2021-04-10 01:48:15.644034, cost_time=0:00:22.425460 2021-04-10 01:48:10,249 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.89ms, fps=1727 images/s, loss=0.2702, top1-acc=90.81%, top5-acc=99.75%, remaining_time=0:00:05.379372, arrival_time=2021-04-10 01:48:15.629065, cost_time=0:00:23.908252 2021-04-10 01:48:11,730 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.39ms, fps=1729 images/s, loss=0.2707, top1-acc=90.77%, top5-acc=99.75%, remaining_time=0:00:03.883048, arrival_time=2021-04-10 01:48:15.613644, cost_time=0:00:25.389162 2021-04-10 01:48:13,205 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.18ms, fps=1736 images/s, loss=0.2714, top1-acc=90.71%, top5-acc=99.75%, remaining_time=0:00:02.387920, arrival_time=2021-04-10 01:48:15.593585, cost_time=0:00:26.864044 2021-04-10 01:48:14,717 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.89ms, fps=1694 images/s, loss=0.2712, top1-acc=90.72%, top5-acc=99.75%, remaining_time=0:00:00.896082, arrival_time=2021-04-10 01:48:15.613590, cost_time=0:00:28.375882 2021-04-10 01:48:15,517 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.48ms, fps=1702 images/s, loss=0.2710, top1-acc=90.74%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:15.517156, cost_time=0:00:29.175688 2021-04-10 01:48:15,920 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=2.93ms, fps=6364 images/s, loss=0.5948, top1-acc=81.13%, top5-acc=99.30%, remaining_time=0:00:01.206780, arrival_time=2021-04-10 01:48:17.127708, cost_time=0:00:00.402257 2021-04-10 01:48:16,221 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=2.19ms, fps=8533 images/s, loss=0.6218, top1-acc=80.72%, top5-acc=99.20%, remaining_time=0:00:00.702600, arrival_time=2021-04-10 01:48:16.923911, cost_time=0:00:00.702600 2021-04-10 01:48:16,521 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.28ms, fps=8529 images/s, loss=0.6095, top1-acc=81.39%, top5-acc=99.01%, remaining_time=0:00:00.334400, arrival_time=2021-04-10 01:48:16.856329, cost_time=0:00:01.003214 2021-04-10 01:48:16,814 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.11ms, fps=7936 images/s, loss=0.6065, top1-acc=81.54%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:16.814833, cost_time=0:00:01.296058 2021-04-10 01:48:16,914 INFO : Epoch=0051 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:16:01.142704, arrival_time=2021-04-10 03:04:18.056876, cost_time=0:26:01.196474 2021-04-10 01:48:16,915 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:48:18,598 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.70ms, fps=1521 images/s, loss=0.2562, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:31.299522, arrival_time=2021-04-10 01:48:49.897613, cost_time=0:00:01.682774 2021-04-10 01:48:20,085 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.63ms, fps=1722 images/s, loss=0.2639, top1-acc=90.68%, top5-acc=99.65%, remaining_time=0:00:27.896880, arrival_time=2021-04-10 01:48:47.982365, cost_time=0:00:03.170097 2021-04-10 01:48:21,562 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.98ms, fps=1734 images/s, loss=0.2631, top1-acc=90.57%, top5-acc=99.64%, remaining_time=0:00:25.716720, arrival_time=2021-04-10 01:48:47.279546, cost_time=0:00:04.647613 2021-04-10 01:48:23,033 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.93ms, fps=1741 images/s, loss=0.2628, top1-acc=90.69%, top5-acc=99.70%, remaining_time=0:00:23.862228, arrival_time=2021-04-10 01:48:46.896093, cost_time=0:00:06.118535 2021-04-10 01:48:24,521 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.87ms, fps=1722 images/s, loss=0.2706, top1-acc=90.52%, top5-acc=99.72%, remaining_time=0:00:22.209958, arrival_time=2021-04-10 01:48:46.731361, cost_time=0:00:07.606136 2021-04-10 01:48:26,002 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.47ms, fps=1729 images/s, loss=0.2671, top1-acc=90.65%, top5-acc=99.70%, remaining_time=0:00:20.597336, arrival_time=2021-04-10 01:48:46.599608, cost_time=0:00:09.087060 2021-04-10 01:48:27,474 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.13ms, fps=1739 images/s, loss=0.2675, top1-acc=90.73%, top5-acc=99.72%, remaining_time=0:00:19.007226, arrival_time=2021-04-10 01:48:46.481975, cost_time=0:00:10.559536 2021-04-10 01:48:28,979 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.59ms, fps=1702 images/s, loss=0.2696, top1-acc=90.64%, top5-acc=99.73%, remaining_time=0:00:17.493148, arrival_time=2021-04-10 01:48:46.472636, cost_time=0:00:12.064241 2021-04-10 01:48:30,462 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.39ms, fps=1727 images/s, loss=0.2703, top1-acc=90.71%, top5-acc=99.73%, remaining_time=0:00:15.955650, arrival_time=2021-04-10 01:48:46.418283, cost_time=0:00:13.547270 2021-04-10 01:48:31,946 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=2.16ms, fps=1727 images/s, loss=0.2715, top1-acc=90.66%, top5-acc=99.71%, remaining_time=0:00:14.429280, arrival_time=2021-04-10 01:48:46.375204, cost_time=0:00:15.030545 2021-04-10 01:48:33,433 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.41ms, fps=1722 images/s, loss=0.2711, top1-acc=90.64%, top5-acc=99.72%, remaining_time=0:00:12.914190, arrival_time=2021-04-10 01:48:46.347646, cost_time=0:00:16.518179 2021-04-10 01:48:34,916 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=2.10ms, fps=1727 images/s, loss=0.2703, top1-acc=90.66%, top5-acc=99.73%, remaining_time=0:00:11.400760, arrival_time=2021-04-10 01:48:46.317160, cost_time=0:00:18.001189 2021-04-10 01:48:36,396 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.44ms, fps=1730 images/s, loss=0.2686, top1-acc=90.71%, top5-acc=99.72%, remaining_time=0:00:09.890562, arrival_time=2021-04-10 01:48:46.287361, cost_time=0:00:19.481438 2021-04-10 01:48:37,878 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.76ms, fps=1729 images/s, loss=0.2684, top1-acc=90.71%, top5-acc=99.73%, remaining_time=0:00:08.385160, arrival_time=2021-04-10 01:48:46.263293, cost_time=0:00:20.962906 2021-04-10 01:48:39,361 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.50ms, fps=1727 images/s, loss=0.2687, top1-acc=90.75%, top5-acc=99.74%, remaining_time=0:00:06.883440, arrival_time=2021-04-10 01:48:46.244681, cost_time=0:00:22.445981 2021-04-10 01:48:40,835 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.29ms, fps=1737 images/s, loss=0.2676, top1-acc=90.76%, top5-acc=99.75%, remaining_time=0:00:05.382144, arrival_time=2021-04-10 01:48:46.217939, cost_time=0:00:23.920574 2021-04-10 01:48:42,318 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.42ms, fps=1728 images/s, loss=0.2676, top1-acc=90.78%, top5-acc=99.75%, remaining_time=0:00:03.885102, arrival_time=2021-04-10 01:48:46.203111, cost_time=0:00:25.402616 2021-04-10 01:48:43,786 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=2.56ms, fps=1744 images/s, loss=0.2674, top1-acc=90.78%, top5-acc=99.75%, remaining_time=0:00:02.388544, arrival_time=2021-04-10 01:48:46.175037, cost_time=0:00:26.871191 2021-04-10 01:48:45,276 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.91ms, fps=1719 images/s, loss=0.2680, top1-acc=90.79%, top5-acc=99.75%, remaining_time=0:00:00.895608, arrival_time=2021-04-10 01:48:46.171783, cost_time=0:00:28.360917 2021-04-10 01:48:46,069 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.21ms, fps=1716 images/s, loss=0.2697, top1-acc=90.74%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:46.069247, cost_time=0:00:29.154045 2021-04-10 01:48:46,449 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=6.02ms, fps=6754 images/s, loss=0.6682, top1-acc=79.96%, top5-acc=98.95%, remaining_time=0:00:01.137000, arrival_time=2021-04-10 01:48:47.586628, cost_time=0:00:00.379003 2021-04-10 01:48:46,747 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.83ms, fps=8608 images/s, loss=0.6722, top1-acc=79.59%, top5-acc=98.79%, remaining_time=0:00:00.676880, arrival_time=2021-04-10 01:48:47.424386, cost_time=0:00:00.676881 2021-04-10 01:48:47,045 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=2.54ms, fps=8602 images/s, loss=0.6788, top1-acc=79.56%, top5-acc=98.89%, remaining_time=0:00:00.324990, arrival_time=2021-04-10 01:48:47.370579, cost_time=0:00:00.974959 2021-04-10 01:48:47,332 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.10ms, fps=8090 images/s, loss=0.6912, top1-acc=79.41%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:47.332835, cost_time=0:00:01.262230 2021-04-10 01:48:47,402 INFO : Epoch=0052 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:15:30.180988, arrival_time=2021-04-10 03:04:17.583873, cost_time=0:26:31.685195 2021-04-10 01:48:47,403 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:48:49,116 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.94ms, fps=1495 images/s, loss=0.2947, top1-acc=89.88%, top5-acc=99.69%, remaining_time=0:00:31.845990, arrival_time=2021-04-10 01:49:20.962073, cost_time=0:00:01.712154 2021-04-10 01:48:50,590 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.65ms, fps=1737 images/s, loss=0.2837, top1-acc=90.45%, top5-acc=99.75%, remaining_time=0:00:28.042784, arrival_time=2021-04-10 01:49:18.633348, cost_time=0:00:03.186685 2021-04-10 01:48:52,066 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.04ms, fps=1735 images/s, loss=0.2833, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:25.798392, arrival_time=2021-04-10 01:49:17.864683, cost_time=0:00:04.662362 2021-04-10 01:48:53,543 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.56ms, fps=1734 images/s, loss=0.2867, top1-acc=90.26%, top5-acc=99.71%, remaining_time=0:00:23.942568, arrival_time=2021-04-10 01:49:17.485636, cost_time=0:00:06.139126 2021-04-10 01:48:55,028 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.76ms, fps=1724 images/s, loss=0.2750, top1-acc=90.68%, top5-acc=99.73%, remaining_time=0:00:22.263248, arrival_time=2021-04-10 01:49:17.291550, cost_time=0:00:07.624422 2021-04-10 01:48:56,504 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.66ms, fps=1735 images/s, loss=0.2678, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:00:20.627528, arrival_time=2021-04-10 01:49:17.131867, cost_time=0:00:09.100383 2021-04-10 01:48:57,979 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.93ms, fps=1736 images/s, loss=0.2681, top1-acc=90.86%, top5-acc=99.74%, remaining_time=0:00:19.036080, arrival_time=2021-04-10 01:49:17.015597, cost_time=0:00:10.575614 2021-04-10 01:48:59,457 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.51ms, fps=1733 images/s, loss=0.2649, top1-acc=90.98%, top5-acc=99.75%, remaining_time=0:00:17.477488, arrival_time=2021-04-10 01:49:16.934980, cost_time=0:00:12.053464 2021-04-10 01:49:00,941 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.48ms, fps=1726 images/s, loss=0.2650, top1-acc=91.00%, top5-acc=99.76%, remaining_time=0:00:15.943884, arrival_time=2021-04-10 01:49:16.885055, cost_time=0:00:13.537220 2021-04-10 01:49:02,412 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=0.2680, top1-acc=90.87%, top5-acc=99.75%, remaining_time=0:00:14.408064, arrival_time=2021-04-10 01:49:16.820439, cost_time=0:00:15.008443 2021-04-10 01:49:03,885 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.40ms, fps=1739 images/s, loss=0.2684, top1-acc=90.86%, top5-acc=99.75%, remaining_time=0:00:12.885380, arrival_time=2021-04-10 01:49:16.770681, cost_time=0:00:16.481348 2021-04-10 01:49:05,356 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.2706, top1-acc=90.74%, top5-acc=99.75%, remaining_time=0:00:11.370056, arrival_time=2021-04-10 01:49:16.726801, cost_time=0:00:17.952745 2021-04-10 01:49:06,830 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.12ms, fps=1738 images/s, loss=0.2701, top1-acc=90.75%, top5-acc=99.75%, remaining_time=0:00:09.862644, arrival_time=2021-04-10 01:49:16.693010, cost_time=0:00:19.426395 2021-04-10 01:49:08,316 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=2.07ms, fps=1723 images/s, loss=0.2705, top1-acc=90.73%, top5-acc=99.76%, remaining_time=0:00:08.365056, arrival_time=2021-04-10 01:49:16.681818, cost_time=0:00:20.912686 2021-04-10 01:49:09,798 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.97ms, fps=1729 images/s, loss=0.2701, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:06.867570, arrival_time=2021-04-10 01:49:16.665753, cost_time=0:00:22.394203 2021-04-10 01:49:11,277 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.2702, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:05.371524, arrival_time=2021-04-10 01:49:16.648983, cost_time=0:00:23.873465 2021-04-10 01:49:12,744 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.70ms, fps=1746 images/s, loss=0.2706, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:03.875586, arrival_time=2021-04-10 01:49:16.619780, cost_time=0:00:25.340316 2021-04-10 01:49:14,245 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=2.29ms, fps=1706 images/s, loss=0.2699, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:02.385920, arrival_time=2021-04-10 01:49:16.631527, cost_time=0:00:26.841662 2021-04-10 01:49:15,728 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.53ms, fps=1727 images/s, loss=0.2692, top1-acc=90.76%, top5-acc=99.77%, remaining_time=0:00:00.894462, arrival_time=2021-04-10 01:49:16.623030, cost_time=0:00:28.324631 2021-04-10 01:49:16,526 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.62ms, fps=1706 images/s, loss=0.2688, top1-acc=90.76%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:16.526455, cost_time=0:00:29.122573 2021-04-10 01:49:16,929 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.53ms, fps=6371 images/s, loss=0.7551, top1-acc=78.95%, top5-acc=98.95%, remaining_time=0:00:01.205400, arrival_time=2021-04-10 01:49:18.135173, cost_time=0:00:00.401802 2021-04-10 01:49:17,227 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.44ms, fps=8602 images/s, loss=0.8228, top1-acc=77.70%, top5-acc=98.93%, remaining_time=0:00:00.699920, arrival_time=2021-04-10 01:49:17.927801, cost_time=0:00:00.699915 2021-04-10 01:49:17,531 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.98ms, fps=8459 images/s, loss=0.8573, top1-acc=77.04%, top5-acc=98.89%, remaining_time=0:00:00.334350, arrival_time=2021-04-10 01:49:17.865380, cost_time=0:00:01.003050 2021-04-10 01:49:17,808 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=8382 images/s, loss=0.8532, top1-acc=77.21%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:17.808275, cost_time=0:00:01.280371 2021-04-10 01:49:17,862 INFO : Epoch=0053 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:14:59.157411, arrival_time=2021-04-10 03:04:17.020289, cost_time=0:27:02.145192 2021-04-10 01:49:17,863 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:49:19,534 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.24ms, fps=1532 images/s, loss=0.2323, top1-acc=91.91%, top5-acc=99.80%, remaining_time=0:00:31.074834, arrival_time=2021-04-10 01:49:50.609453, cost_time=0:00:01.670686 2021-04-10 01:49:21,023 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.94ms, fps=1720 images/s, loss=0.2413, top1-acc=91.78%, top5-acc=99.86%, remaining_time=0:00:27.802544, arrival_time=2021-04-10 01:49:48.825817, cost_time=0:00:03.159385 2021-04-10 01:49:22,502 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.66ms, fps=1731 images/s, loss=0.2430, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:25.665758, arrival_time=2021-04-10 01:49:48.168038, cost_time=0:00:04.638378 2021-04-10 01:49:23,985 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=2.18ms, fps=1727 images/s, loss=0.2434, top1-acc=91.87%, top5-acc=99.85%, remaining_time=0:00:23.872992, arrival_time=2021-04-10 01:49:47.858328, cost_time=0:00:06.121286 2021-04-10 01:49:25,464 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.10ms, fps=1731 images/s, loss=0.2488, top1-acc=91.59%, top5-acc=99.84%, remaining_time=0:00:22.194336, arrival_time=2021-04-10 01:49:47.659110, cost_time=0:00:07.600825 2021-04-10 01:49:26,947 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.75ms, fps=1728 images/s, loss=0.2499, top1-acc=91.59%, top5-acc=99.82%, remaining_time=0:00:20.588632, arrival_time=2021-04-10 01:49:47.535808, cost_time=0:00:09.083222 2021-04-10 01:49:28,430 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.43ms, fps=1727 images/s, loss=0.2510, top1-acc=91.55%, top5-acc=99.84%, remaining_time=0:00:19.019574, arrival_time=2021-04-10 01:49:47.449904, cost_time=0:00:10.566396 2021-04-10 01:49:29,911 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.11ms, fps=1729 images/s, loss=0.2558, top1-acc=91.40%, top5-acc=99.83%, remaining_time=0:00:17.469484, arrival_time=2021-04-10 01:49:47.381367, cost_time=0:00:12.047939 2021-04-10 01:49:31,393 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.2628, top1-acc=91.13%, top5-acc=99.81%, remaining_time=0:00:15.935192, arrival_time=2021-04-10 01:49:47.328988, cost_time=0:00:13.529915 2021-04-10 01:49:32,869 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.88ms, fps=1735 images/s, loss=0.2647, top1-acc=90.98%, top5-acc=99.82%, remaining_time=0:00:14.405280, arrival_time=2021-04-10 01:49:47.274657, cost_time=0:00:15.005494 2021-04-10 01:49:34,343 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.2663, top1-acc=90.92%, top5-acc=99.81%, remaining_time=0:00:12.883832, arrival_time=2021-04-10 01:49:47.227026, cost_time=0:00:16.479269 2021-04-10 01:49:35,819 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.93ms, fps=1735 images/s, loss=0.2699, top1-acc=90.76%, top5-acc=99.80%, remaining_time=0:00:11.371880, arrival_time=2021-04-10 01:49:47.191469, cost_time=0:00:17.955647 2021-04-10 01:49:37,312 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.96ms, fps=1716 images/s, loss=0.2722, top1-acc=90.64%, top5-acc=99.79%, remaining_time=0:00:09.873732, arrival_time=2021-04-10 01:49:47.185948, cost_time=0:00:19.448196 2021-04-10 01:49:38,793 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.50ms, fps=1729 images/s, loss=0.2728, top1-acc=90.63%, top5-acc=99.79%, remaining_time=0:00:08.371664, arrival_time=2021-04-10 01:49:47.164710, cost_time=0:00:20.929114 2021-04-10 01:49:40,277 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.96ms, fps=1725 images/s, loss=0.2722, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:06.873504, arrival_time=2021-04-10 01:49:47.151059, cost_time=0:00:22.413577 2021-04-10 01:49:41,757 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.43ms, fps=1730 images/s, loss=0.2709, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:05.376096, arrival_time=2021-04-10 01:49:47.133747, cost_time=0:00:23.893761 2021-04-10 01:49:43,236 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=2.15ms, fps=1732 images/s, loss=0.2705, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:03.880474, arrival_time=2021-04-10 01:49:47.116626, cost_time=0:00:25.372254 2021-04-10 01:49:44,724 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.95ms, fps=1720 images/s, loss=0.2695, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:00:02.387632, arrival_time=2021-04-10 01:49:47.112364, cost_time=0:00:26.860805 2021-04-10 01:49:46,209 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.73ms, fps=1725 images/s, loss=0.2691, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:00.895116, arrival_time=2021-04-10 01:49:47.104456, cost_time=0:00:28.345418 2021-04-10 01:49:47,028 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=11.54ms, fps=1662 images/s, loss=0.2695, top1-acc=90.68%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:47.028132, cost_time=0:00:29.164206 2021-04-10 01:49:47,442 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.43ms, fps=6216 images/s, loss=0.5575, top1-acc=81.05%, top5-acc=99.37%, remaining_time=0:00:01.235460, arrival_time=2021-04-10 01:49:48.677600, cost_time=0:00:00.411817 2021-04-10 01:49:47,745 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.20ms, fps=8460 images/s, loss=0.5698, top1-acc=80.72%, top5-acc=99.34%, remaining_time=0:00:00.714920, arrival_time=2021-04-10 01:49:48.460108, cost_time=0:00:00.714921 2021-04-10 01:49:48,043 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.45ms, fps=8601 images/s, loss=0.5686, top1-acc=80.73%, top5-acc=99.32%, remaining_time=0:00:00.337630, arrival_time=2021-04-10 01:49:48.380941, cost_time=0:00:01.012881 2021-04-10 01:49:48,326 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.09ms, fps=8215 images/s, loss=0.5874, top1-acc=80.72%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:48.326301, cost_time=0:00:01.296024 2021-04-10 01:49:48,428 INFO : Epoch=0054 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:14:28.440960, arrival_time=2021-04-10 03:04:16.869740, cost_time=0:27:32.711048 2021-04-10 01:49:48,430 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:49:50,180 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.23ms, fps=1463 images/s, loss=0.2515, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:32.550930, arrival_time=2021-04-10 01:50:22.731644, cost_time=0:00:01.750054 2021-04-10 01:49:51,673 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.01ms, fps=1716 images/s, loss=0.2571, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:00:28.537344, arrival_time=2021-04-10 01:50:20.210894, cost_time=0:00:03.242886 2021-04-10 01:49:53,154 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.76ms, fps=1730 images/s, loss=0.2654, top1-acc=90.65%, top5-acc=99.78%, remaining_time=0:00:26.136368, arrival_time=2021-04-10 01:50:19.290536, cost_time=0:00:04.723442 2021-04-10 01:49:54,637 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.63ms, fps=1727 images/s, loss=0.2664, top1-acc=90.72%, top5-acc=99.76%, remaining_time=0:00:24.204960, arrival_time=2021-04-10 01:50:18.841993, cost_time=0:00:06.206402 2021-04-10 01:49:56,114 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=0.2632, top1-acc=90.80%, top5-acc=99.73%, remaining_time=0:00:22.436112, arrival_time=2021-04-10 01:50:18.550339, cost_time=0:00:07.683609 2021-04-10 01:49:57,601 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.06ms, fps=1723 images/s, loss=0.2606, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:20.785968, arrival_time=2021-04-10 01:50:18.386981, cost_time=0:00:09.170288 2021-04-10 01:49:59,089 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=2.18ms, fps=1721 images/s, loss=0.2616, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:19.185894, arrival_time=2021-04-10 01:50:18.275289, cost_time=0:00:10.658811 2021-04-10 01:50:00,573 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.41ms, fps=1725 images/s, loss=0.2605, top1-acc=90.98%, top5-acc=99.79%, remaining_time=0:00:17.607408, arrival_time=2021-04-10 01:50:18.181046, cost_time=0:00:12.143027 2021-04-10 01:50:02,052 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.00ms, fps=1731 images/s, loss=0.2578, top1-acc=91.03%, top5-acc=99.80%, remaining_time=0:00:16.043948, arrival_time=2021-04-10 01:50:18.096715, cost_time=0:00:13.622199 2021-04-10 01:50:03,525 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.2601, top1-acc=90.97%, top5-acc=99.81%, remaining_time=0:00:14.491008, arrival_time=2021-04-10 01:50:18.016612, cost_time=0:00:15.094762 2021-04-10 01:50:05,031 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.81ms, fps=1701 images/s, loss=0.2623, top1-acc=90.91%, top5-acc=99.80%, remaining_time=0:00:12.978862, arrival_time=2021-04-10 01:50:18.010351, cost_time=0:00:16.600886 2021-04-10 01:50:06,513 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.48ms, fps=1728 images/s, loss=0.2635, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:11.452744, arrival_time=2021-04-10 01:50:17.966579, cost_time=0:00:18.083256 2021-04-10 01:50:07,990 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.79ms, fps=1735 images/s, loss=0.2665, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:09.930228, arrival_time=2021-04-10 01:50:17.920364, cost_time=0:00:19.559566 2021-04-10 01:50:09,471 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=2.12ms, fps=1728 images/s, loss=0.2663, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:08.416464, arrival_time=2021-04-10 01:50:17.888175, cost_time=0:00:21.041100 2021-04-10 01:50:10,947 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.2673, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:06.905244, arrival_time=2021-04-10 01:50:17.852921, cost_time=0:00:22.517063 2021-04-10 01:50:12,418 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.55ms, fps=1742 images/s, loss=0.2667, top1-acc=90.83%, top5-acc=99.77%, remaining_time=0:00:05.397192, arrival_time=2021-04-10 01:50:17.815256, cost_time=0:00:23.987452 2021-04-10 01:50:13,897 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.35ms, fps=1731 images/s, loss=0.2676, top1-acc=90.85%, top5-acc=99.77%, remaining_time=0:00:03.894956, arrival_time=2021-04-10 01:50:17.792734, cost_time=0:00:25.467038 2021-04-10 01:50:15,387 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.92ms, fps=1720 images/s, loss=0.2669, top1-acc=90.87%, top5-acc=99.77%, remaining_time=0:00:02.396144, arrival_time=2021-04-10 01:50:17.783362, cost_time=0:00:26.956654 2021-04-10 01:50:16,870 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.61ms, fps=1727 images/s, loss=0.2661, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:00.898092, arrival_time=2021-04-10 01:50:17.768244, cost_time=0:00:28.439542 2021-04-10 01:50:17,666 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.12ms, fps=1710 images/s, loss=0.2657, top1-acc=90.91%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:17.666105, cost_time=0:00:29.235527 2021-04-10 01:50:18,091 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.21ms, fps=6034 images/s, loss=0.7504, top1-acc=78.01%, top5-acc=98.36%, remaining_time=0:00:01.272780, arrival_time=2021-04-10 01:50:19.364628, cost_time=0:00:00.424262 2021-04-10 01:50:18,397 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.31ms, fps=8382 images/s, loss=0.7547, top1-acc=78.07%, top5-acc=98.26%, remaining_time=0:00:00.730200, arrival_time=2021-04-10 01:50:19.127984, cost_time=0:00:00.730201 2021-04-10 01:50:18,727 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=4.60ms, fps=7795 images/s, loss=0.7220, top1-acc=78.95%, top5-acc=98.31%, remaining_time=0:00:00.353140, arrival_time=2021-04-10 01:50:19.080144, cost_time=0:00:01.059418 2021-04-10 01:50:19,010 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.12ms, fps=8195 images/s, loss=0.7433, top1-acc=79.33%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:19.010568, cost_time=0:00:01.343032 2021-04-10 01:50:19,065 INFO : Epoch=0055 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:13:57.916980, arrival_time=2021-04-10 03:04:16.982495, cost_time=0:28:03.347827 2021-04-10 01:50:19,066 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:50:20,776 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.36ms, fps=1497 images/s, loss=0.2315, top1-acc=91.64%, top5-acc=99.77%, remaining_time=0:00:31.812324, arrival_time=2021-04-10 01:50:52.589171, cost_time=0:00:01.710344 2021-04-10 01:50:22,254 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=2.20ms, fps=1733 images/s, loss=0.2413, top1-acc=91.64%, top5-acc=99.84%, remaining_time=0:00:28.051056, arrival_time=2021-04-10 01:50:50.305273, cost_time=0:00:03.187611 2021-04-10 01:50:23,732 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.45ms, fps=1733 images/s, loss=0.2497, top1-acc=91.29%, top5-acc=99.82%, remaining_time=0:00:25.816486, arrival_time=2021-04-10 01:50:49.548678, cost_time=0:00:04.665619 2021-04-10 01:50:25,211 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.2512, top1-acc=91.39%, top5-acc=99.82%, remaining_time=0:00:23.964096, arrival_time=2021-04-10 01:50:49.175324, cost_time=0:00:06.144632 2021-04-10 01:50:26,684 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.58ms, fps=1738 images/s, loss=0.2486, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:22.244268, arrival_time=2021-04-10 01:50:48.928713, cost_time=0:00:07.617901 2021-04-10 01:50:28,170 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.54ms, fps=1724 images/s, loss=0.2502, top1-acc=91.45%, top5-acc=99.78%, remaining_time=0:00:20.635280, arrival_time=2021-04-10 01:50:48.805707, cost_time=0:00:09.103775 2021-04-10 01:50:29,652 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.63ms, fps=1728 images/s, loss=0.2487, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:19.055232, arrival_time=2021-04-10 01:50:48.708036, cost_time=0:00:10.586235 2021-04-10 01:50:31,153 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.95ms, fps=1706 images/s, loss=0.2472, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:17.526324, arrival_time=2021-04-10 01:50:48.679908, cost_time=0:00:12.087086 2021-04-10 01:50:32,631 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.91ms, fps=1732 images/s, loss=0.2506, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:15.976744, arrival_time=2021-04-10 01:50:48.608438, cost_time=0:00:13.565184 2021-04-10 01:50:34,114 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.91ms, fps=1727 images/s, loss=0.2534, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:14.445888, arrival_time=2021-04-10 01:50:48.560471, cost_time=0:00:15.047788 2021-04-10 01:50:35,590 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.15ms, fps=1736 images/s, loss=0.2578, top1-acc=91.11%, top5-acc=99.78%, remaining_time=0:00:12.918662, arrival_time=2021-04-10 01:50:48.509064, cost_time=0:00:16.523823 2021-04-10 01:50:37,074 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.08ms, fps=1726 images/s, loss=0.2591, top1-acc=91.06%, top5-acc=99.76%, remaining_time=0:00:11.405016, arrival_time=2021-04-10 01:50:48.479484, cost_time=0:00:18.007876 2021-04-10 01:50:38,566 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.63ms, fps=1728 images/s, loss=0.2577, top1-acc=91.14%, top5-acc=99.76%, remaining_time=0:00:09.899868, arrival_time=2021-04-10 01:50:48.466107, cost_time=0:00:19.499733 2021-04-10 01:50:40,042 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.76ms, fps=1734 images/s, loss=0.2602, top1-acc=91.06%, top5-acc=99.76%, remaining_time=0:00:08.390424, arrival_time=2021-04-10 01:50:48.433037, cost_time=0:00:20.976069 2021-04-10 01:50:41,513 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.79ms, fps=1740 images/s, loss=0.2607, top1-acc=91.06%, top5-acc=99.76%, remaining_time=0:00:06.883900, arrival_time=2021-04-10 01:50:48.397847, cost_time=0:00:22.447447 2021-04-10 01:50:42,987 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.81ms, fps=1738 images/s, loss=0.2600, top1-acc=91.08%, top5-acc=99.76%, remaining_time=0:00:05.382252, arrival_time=2021-04-10 01:50:48.369870, cost_time=0:00:23.921065 2021-04-10 01:50:44,470 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.90ms, fps=1727 images/s, loss=0.2604, top1-acc=91.04%, top5-acc=99.75%, remaining_time=0:00:03.885310, arrival_time=2021-04-10 01:50:48.355767, cost_time=0:00:25.403950 2021-04-10 01:50:45,955 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=2.96ms, fps=1724 images/s, loss=0.2610, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:02.390176, arrival_time=2021-04-10 01:50:48.346093, cost_time=0:00:26.889420 2021-04-10 01:50:47,438 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.40ms, fps=1728 images/s, loss=0.2606, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:00.895944, arrival_time=2021-04-10 01:50:48.334208, cost_time=0:00:28.371606 2021-04-10 01:50:48,235 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.12ms, fps=1707 images/s, loss=0.2607, top1-acc=91.04%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:48.235692, cost_time=0:00:29.169084 2021-04-10 01:50:48,668 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.31ms, fps=5943 images/s, loss=0.4433, top1-acc=86.29%, top5-acc=99.10%, remaining_time=0:00:01.292160, arrival_time=2021-04-10 01:50:49.960251, cost_time=0:00:00.430720 2021-04-10 01:50:48,970 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.57ms, fps=8486 images/s, loss=0.4522, top1-acc=85.57%, top5-acc=99.16%, remaining_time=0:00:00.732880, arrival_time=2021-04-10 01:50:49.703098, cost_time=0:00:00.732888 2021-04-10 01:50:49,278 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=3.50ms, fps=8328 images/s, loss=0.4655, top1-acc=85.26%, top5-acc=99.21%, remaining_time=0:00:00.346880, arrival_time=2021-04-10 01:50:49.624881, cost_time=0:00:01.040635 2021-04-10 01:50:49,559 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=8264 images/s, loss=0.4724, top1-acc=85.12%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:49.559294, cost_time=0:00:01.321848 2021-04-10 01:50:49,637 INFO : Epoch=0056 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:13:27.221952, arrival_time=2021-04-10 03:04:16.859315, cost_time=0:28:33.919655 2021-04-10 01:50:49,638 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:50:51,329 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.06ms, fps=1514 images/s, loss=0.2422, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:31.445904, arrival_time=2021-04-10 01:51:22.775633, cost_time=0:00:01.690639 2021-04-10 01:50:52,810 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.2564, top1-acc=91.45%, top5-acc=99.82%, remaining_time=0:00:27.910608, arrival_time=2021-04-10 01:51:20.721386, cost_time=0:00:03.171669 2021-04-10 01:50:54,284 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.2592, top1-acc=91.32%, top5-acc=99.84%, remaining_time=0:00:25.705930, arrival_time=2021-04-10 01:51:19.990681, cost_time=0:00:04.645654 2021-04-10 01:50:55,767 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=2.11ms, fps=1727 images/s, loss=0.2542, top1-acc=91.50%, top5-acc=99.83%, remaining_time=0:00:23.900916, arrival_time=2021-04-10 01:51:19.668588, cost_time=0:00:06.128442 2021-04-10 01:50:57,236 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=2.21ms, fps=1743 images/s, loss=0.2496, top1-acc=91.80%, top5-acc=99.83%, remaining_time=0:00:22.185284, arrival_time=2021-04-10 01:51:19.422077, cost_time=0:00:07.597707 2021-04-10 01:50:58,732 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.58ms, fps=1712 images/s, loss=0.2547, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:20.611888, arrival_time=2021-04-10 01:51:19.344508, cost_time=0:00:09.093490 2021-04-10 01:51:00,207 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.2578, top1-acc=91.42%, top5-acc=99.82%, remaining_time=0:00:19.022220, arrival_time=2021-04-10 01:51:19.229446, cost_time=0:00:10.567908 2021-04-10 01:51:01,696 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.62ms, fps=1720 images/s, loss=0.2608, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:17.482476, arrival_time=2021-04-10 01:51:19.178438, cost_time=0:00:12.056846 2021-04-10 01:51:03,170 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.77ms, fps=1737 images/s, loss=0.2614, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:15.936888, arrival_time=2021-04-10 01:51:19.107278, cost_time=0:00:13.531300 2021-04-10 01:51:04,648 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=2.33ms, fps=1732 images/s, loss=0.2622, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:14.409120, arrival_time=2021-04-10 01:51:19.057798, cost_time=0:00:15.009549 2021-04-10 01:51:06,130 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.51ms, fps=1729 images/s, loss=0.2625, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:12.893120, arrival_time=2021-04-10 01:51:19.023382, cost_time=0:00:16.491208 2021-04-10 01:51:07,603 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.98ms, fps=1738 images/s, loss=0.2644, top1-acc=91.07%, top5-acc=99.78%, remaining_time=0:00:11.377352, arrival_time=2021-04-10 01:51:18.980626, cost_time=0:00:17.964191 2021-04-10 01:51:09,083 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.56ms, fps=1730 images/s, loss=0.2635, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:09.871686, arrival_time=2021-04-10 01:51:18.955041, cost_time=0:00:19.444269 2021-04-10 01:51:10,562 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=0.2636, top1-acc=91.14%, top5-acc=99.78%, remaining_time=0:00:08.369536, arrival_time=2021-04-10 01:51:18.932404, cost_time=0:00:20.923828 2021-04-10 01:51:12,038 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=0.2617, top1-acc=91.22%, top5-acc=99.78%, remaining_time=0:00:06.869180, arrival_time=2021-04-10 01:51:18.907811, cost_time=0:00:22.399526 2021-04-10 01:51:13,513 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.68ms, fps=1736 images/s, loss=0.2618, top1-acc=91.20%, top5-acc=99.78%, remaining_time=0:00:05.371776, arrival_time=2021-04-10 01:51:18.885449, cost_time=0:00:23.874600 2021-04-10 01:51:14,987 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.43ms, fps=1738 images/s, loss=0.2623, top1-acc=91.16%, top5-acc=99.77%, remaining_time=0:00:03.876730, arrival_time=2021-04-10 01:51:18.863747, cost_time=0:00:25.347926 2021-04-10 01:51:16,474 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=2.04ms, fps=1721 images/s, loss=0.2610, top1-acc=91.20%, top5-acc=99.77%, remaining_time=0:00:02.385408, arrival_time=2021-04-10 01:51:18.860319, cost_time=0:00:26.835825 2021-04-10 01:51:17,956 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.50ms, fps=1729 images/s, loss=0.2620, top1-acc=91.13%, top5-acc=99.76%, remaining_time=0:00:00.894228, arrival_time=2021-04-10 01:51:18.850575, cost_time=0:00:28.317256 2021-04-10 01:51:18,766 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.63ms, fps=1681 images/s, loss=0.2613, top1-acc=91.15%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:18.765955, cost_time=0:00:29.126872 2021-04-10 01:51:19,163 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=2.73ms, fps=6474 images/s, loss=0.4678, top1-acc=83.55%, top5-acc=99.49%, remaining_time=0:00:01.186200, arrival_time=2021-04-10 01:51:20.349754, cost_time=0:00:00.395400 2021-04-10 01:51:19,473 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.89ms, fps=8281 images/s, loss=0.4661, top1-acc=84.14%, top5-acc=99.43%, remaining_time=0:00:00.705060, arrival_time=2021-04-10 01:51:20.178219, cost_time=0:00:00.705069 2021-04-10 01:51:19,776 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.88ms, fps=8456 images/s, loss=0.4553, top1-acc=84.58%, top5-acc=99.43%, remaining_time=0:00:00.336040, arrival_time=2021-04-10 01:51:20.112406, cost_time=0:00:01.008134 2021-04-10 01:51:20,061 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.11ms, fps=8154 images/s, loss=0.4512, top1-acc=84.83%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:20.061733, cost_time=0:00:01.293445 2021-04-10 01:51:20,120 INFO : Epoch=0057 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:12:56.307650, arrival_time=2021-04-10 03:04:16.427665, cost_time=0:29:04.402325 2021-04-10 01:51:20,121 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:51:21,810 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=2.54ms, fps=1515 images/s, loss=0.2722, top1-acc=91.25%, top5-acc=99.69%, remaining_time=0:00:31.424886, arrival_time=2021-04-10 01:51:53.235682, cost_time=0:00:01.689509 2021-04-10 01:51:23,290 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.56ms, fps=1731 images/s, loss=0.2620, top1-acc=91.15%, top5-acc=99.69%, remaining_time=0:00:27.893360, arrival_time=2021-04-10 01:51:51.184190, cost_time=0:00:03.169706 2021-04-10 01:51:24,767 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.59ms, fps=1734 images/s, loss=0.2483, top1-acc=91.56%, top5-acc=99.73%, remaining_time=0:00:25.709748, arrival_time=2021-04-10 01:51:50.477374, cost_time=0:00:04.646350 2021-04-10 01:51:26,252 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.83ms, fps=1725 images/s, loss=0.2472, top1-acc=91.65%, top5-acc=99.79%, remaining_time=0:00:23.911368, arrival_time=2021-04-10 01:51:50.163580, cost_time=0:00:06.131101 2021-04-10 01:51:27,735 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.47ms, fps=1726 images/s, loss=0.2471, top1-acc=91.58%, top5-acc=99.80%, remaining_time=0:00:22.234340, arrival_time=2021-04-10 01:51:49.969994, cost_time=0:00:07.614480 2021-04-10 01:51:29,215 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.26ms, fps=1731 images/s, loss=0.2532, top1-acc=91.44%, top5-acc=99.79%, remaining_time=0:00:20.612568, arrival_time=2021-04-10 01:51:49.827531, cost_time=0:00:09.093809 2021-04-10 01:51:30,726 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.04ms, fps=1694 images/s, loss=0.2593, top1-acc=91.29%, top5-acc=99.74%, remaining_time=0:00:19.089630, arrival_time=2021-04-10 01:51:49.816256, cost_time=0:00:10.605356 2021-04-10 01:51:32,216 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.44ms, fps=1720 images/s, loss=0.2567, top1-acc=91.36%, top5-acc=99.76%, remaining_time=0:00:17.537576, arrival_time=2021-04-10 01:51:49.753626, cost_time=0:00:12.094868 2021-04-10 01:51:33,699 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.45ms, fps=1726 images/s, loss=0.2562, top1-acc=91.35%, top5-acc=99.77%, remaining_time=0:00:15.992538, arrival_time=2021-04-10 01:51:49.692328, cost_time=0:00:13.578542 2021-04-10 01:51:35,183 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.51ms, fps=1727 images/s, loss=0.2548, top1-acc=91.38%, top5-acc=99.78%, remaining_time=0:00:14.459424, arrival_time=2021-04-10 01:51:49.642469, cost_time=0:00:15.061941 2021-04-10 01:51:36,656 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.95ms, fps=1738 images/s, loss=0.2549, top1-acc=91.34%, top5-acc=99.78%, remaining_time=0:00:12.927692, arrival_time=2021-04-10 01:51:49.584415, cost_time=0:00:16.535413 2021-04-10 01:51:38,134 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.56ms, fps=1734 images/s, loss=0.2586, top1-acc=91.22%, top5-acc=99.78%, remaining_time=0:00:11.408208, arrival_time=2021-04-10 01:51:49.542313, cost_time=0:00:18.012925 2021-04-10 01:51:39,614 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=2.03ms, fps=1730 images/s, loss=0.2566, top1-acc=91.30%, top5-acc=99.78%, remaining_time=0:00:09.896502, arrival_time=2021-04-10 01:51:49.510777, cost_time=0:00:19.493163 2021-04-10 01:51:41,092 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.2569, top1-acc=91.28%, top5-acc=99.78%, remaining_time=0:00:08.388576, arrival_time=2021-04-10 01:51:49.481233, cost_time=0:00:20.971486 2021-04-10 01:51:42,565 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.2579, top1-acc=91.24%, top5-acc=99.78%, remaining_time=0:00:06.882934, arrival_time=2021-04-10 01:51:49.448434, cost_time=0:00:22.444387 2021-04-10 01:51:44,060 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.15ms, fps=1713 images/s, loss=0.2582, top1-acc=91.20%, top5-acc=99.78%, remaining_time=0:00:05.386392, arrival_time=2021-04-10 01:51:49.447183, cost_time=0:00:23.939557 2021-04-10 01:51:45,549 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.42ms, fps=1720 images/s, loss=0.2590, top1-acc=91.18%, top5-acc=99.78%, remaining_time=0:00:03.889080, arrival_time=2021-04-10 01:51:49.438946, cost_time=0:00:25.428657 2021-04-10 01:51:47,028 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=2.19ms, fps=1732 images/s, loss=0.2597, top1-acc=91.16%, top5-acc=99.78%, remaining_time=0:00:02.391776, arrival_time=2021-04-10 01:51:49.420484, cost_time=0:00:26.907486 2021-04-10 01:51:48,519 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.59ms, fps=1718 images/s, loss=0.2601, top1-acc=91.17%, top5-acc=99.77%, remaining_time=0:00:00.896784, arrival_time=2021-04-10 01:51:49.416111, cost_time=0:00:28.398202 2021-04-10 01:51:49,326 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.61ms, fps=1686 images/s, loss=0.2591, top1-acc=91.21%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:49.326555, cost_time=0:00:29.205357 2021-04-10 01:51:49,746 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.48ms, fps=6116 images/s, loss=0.5558, top1-acc=84.14%, top5-acc=98.75%, remaining_time=0:00:01.255680, arrival_time=2021-04-10 01:51:51.002416, cost_time=0:00:00.418555 2021-04-10 01:51:50,052 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.33ms, fps=8389 images/s, loss=0.5450, top1-acc=84.36%, top5-acc=98.77%, remaining_time=0:00:00.724280, arrival_time=2021-04-10 01:51:50.776681, cost_time=0:00:00.724276 2021-04-10 01:51:50,347 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=2.53ms, fps=8698 images/s, loss=0.5345, top1-acc=84.56%, top5-acc=98.91%, remaining_time=0:00:00.339660, arrival_time=2021-04-10 01:51:50.686804, cost_time=0:00:01.018969 2021-04-10 01:51:50,627 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.08ms, fps=8282 images/s, loss=0.5235, top1-acc=84.39%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:50.627745, cost_time=0:00:01.299653 2021-04-10 01:51:50,681 INFO : Epoch=0058 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:12:25.601576, arrival_time=2021-04-10 03:04:16.283290, cost_time=0:29:34.964027 2021-04-10 01:51:50,682 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:51:52,426 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.85ms, fps=1469 images/s, loss=0.2376, top1-acc=91.80%, top5-acc=99.80%, remaining_time=0:00:32.423148, arrival_time=2021-04-10 01:52:24.849198, cost_time=0:00:01.743175 2021-04-10 01:51:53,913 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.73ms, fps=1722 images/s, loss=0.2354, top1-acc=91.82%, top5-acc=99.82%, remaining_time=0:00:28.429104, arrival_time=2021-04-10 01:52:22.342481, cost_time=0:00:03.230580 2021-04-10 01:51:55,395 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.50ms, fps=1728 images/s, loss=0.2416, top1-acc=91.54%, top5-acc=99.79%, remaining_time=0:00:26.075280, arrival_time=2021-04-10 01:52:21.470495, cost_time=0:00:04.712412 2021-04-10 01:51:56,869 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.2386, top1-acc=91.74%, top5-acc=99.79%, remaining_time=0:00:24.126648, arrival_time=2021-04-10 01:52:20.995699, cost_time=0:00:06.186335 2021-04-10 01:51:58,340 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=2.63ms, fps=1740 images/s, loss=0.2421, top1-acc=91.67%, top5-acc=99.77%, remaining_time=0:00:22.360630, arrival_time=2021-04-10 01:52:20.701260, cost_time=0:00:07.657746 2021-04-10 01:51:59,830 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.86ms, fps=1720 images/s, loss=0.2419, top1-acc=91.64%, top5-acc=99.79%, remaining_time=0:00:20.734152, arrival_time=2021-04-10 01:52:20.564321, cost_time=0:00:09.147441 2021-04-10 01:52:01,308 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.23ms, fps=1732 images/s, loss=0.2437, top1-acc=91.45%, top5-acc=99.79%, remaining_time=0:00:19.126170, arrival_time=2021-04-10 01:52:20.434547, cost_time=0:00:10.625657 2021-04-10 01:52:02,790 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.37ms, fps=1728 images/s, loss=0.2480, top1-acc=91.36%, top5-acc=99.78%, remaining_time=0:00:17.555788, arrival_time=2021-04-10 01:52:20.345962, cost_time=0:00:12.107413 2021-04-10 01:52:04,275 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.95ms, fps=1724 images/s, loss=0.2506, top1-acc=91.39%, top5-acc=99.78%, remaining_time=0:00:16.009498, arrival_time=2021-04-10 01:52:20.285282, cost_time=0:00:13.592994 2021-04-10 01:52:05,751 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=0.2524, top1-acc=91.28%, top5-acc=99.77%, remaining_time=0:00:14.466048, arrival_time=2021-04-10 01:52:20.217551, cost_time=0:00:15.068759 2021-04-10 01:52:07,225 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.29ms, fps=1738 images/s, loss=0.2529, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:12.933282, arrival_time=2021-04-10 01:52:20.158688, cost_time=0:00:16.542574 2021-04-10 01:52:08,705 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.68ms, fps=1731 images/s, loss=0.2545, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:11.414288, arrival_time=2021-04-10 01:52:20.119595, cost_time=0:00:18.022585 2021-04-10 01:52:10,176 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.2563, top1-acc=91.18%, top5-acc=99.79%, remaining_time=0:00:09.896634, arrival_time=2021-04-10 01:52:20.072747, cost_time=0:00:19.493348 2021-04-10 01:52:11,655 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.95ms, fps=1731 images/s, loss=0.2559, top1-acc=91.17%, top5-acc=99.79%, remaining_time=0:00:08.388968, arrival_time=2021-04-10 01:52:20.044154, cost_time=0:00:20.972470 2021-04-10 01:52:13,129 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.72ms, fps=1737 images/s, loss=0.2564, top1-acc=91.16%, top5-acc=99.78%, remaining_time=0:00:06.883624, arrival_time=2021-04-10 01:52:20.013000, cost_time=0:00:22.446612 2021-04-10 01:52:14,636 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.95ms, fps=1699 images/s, loss=0.2576, top1-acc=91.12%, top5-acc=99.78%, remaining_time=0:00:05.389668, arrival_time=2021-04-10 01:52:20.026502, cost_time=0:00:23.954076 2021-04-10 01:52:16,130 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.78ms, fps=1715 images/s, loss=0.2575, top1-acc=91.14%, top5-acc=99.78%, remaining_time=0:00:03.891888, arrival_time=2021-04-10 01:52:20.021794, cost_time=0:00:25.447038 2021-04-10 01:52:17,616 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.66ms, fps=1723 images/s, loss=0.2576, top1-acc=91.13%, top5-acc=99.79%, remaining_time=0:00:02.394112, arrival_time=2021-04-10 01:52:20.010672, cost_time=0:00:26.933704 2021-04-10 01:52:19,124 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.75ms, fps=1698 images/s, loss=0.2572, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:00.898170, arrival_time=2021-04-10 01:52:20.022869, cost_time=0:00:28.441978 2021-04-10 01:52:19,917 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.42ms, fps=1717 images/s, loss=0.2573, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:19.917241, cost_time=0:00:29.234532 2021-04-10 01:52:20,349 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=3.17ms, fps=5940 images/s, loss=0.6020, top1-acc=81.72%, top5-acc=99.18%, remaining_time=0:00:01.292790, arrival_time=2021-04-10 01:52:21.642536, cost_time=0:00:00.430927 2021-04-10 01:52:20,649 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.75ms, fps=8558 images/s, loss=0.5909, top1-acc=82.17%, top5-acc=99.18%, remaining_time=0:00:00.730880, arrival_time=2021-04-10 01:52:21.380504, cost_time=0:00:00.730871 2021-04-10 01:52:20,952 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.98ms, fps=8473 images/s, loss=0.5648, top1-acc=82.64%, top5-acc=99.17%, remaining_time=0:00:00.344550, arrival_time=2021-04-10 01:52:21.296844, cost_time=0:00:01.033645 2021-04-10 01:52:21,231 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.08ms, fps=8311 images/s, loss=0.5705, top1-acc=82.63%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:21.231775, cost_time=0:00:01.313151 2021-04-10 01:52:21,286 INFO : Epoch=0059 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:11:55.002414, arrival_time=2021-04-10 03:04:16.288511, cost_time=0:30:05.568406 2021-04-10 01:52:21,286 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:52:22,970 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.58ms, fps=1521 images/s, loss=0.2686, top1-acc=90.16%, top5-acc=99.69%, remaining_time=0:00:31.304358, arrival_time=2021-04-10 01:52:54.274687, cost_time=0:00:01.683034 2021-04-10 01:52:24,452 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.56ms, fps=1729 images/s, loss=0.2612, top1-acc=90.82%, top5-acc=99.73%, remaining_time=0:00:27.848656, arrival_time=2021-04-10 01:52:52.300563, cost_time=0:00:03.164628 2021-04-10 01:52:25,929 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.59ms, fps=1734 images/s, loss=0.2553, top1-acc=90.90%, top5-acc=99.74%, remaining_time=0:00:25.686010, arrival_time=2021-04-10 01:52:51.615223, cost_time=0:00:04.642055 2021-04-10 01:52:27,432 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.01ms, fps=1703 images/s, loss=0.2530, top1-acc=91.08%, top5-acc=99.77%, remaining_time=0:00:23.967528, arrival_time=2021-04-10 01:52:51.400201, cost_time=0:00:06.145511 2021-04-10 01:52:28,909 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=2.20ms, fps=1734 images/s, loss=0.2519, top1-acc=91.10%, top5-acc=99.81%, remaining_time=0:00:22.256970, arrival_time=2021-04-10 01:52:51.166495, cost_time=0:00:07.622241 2021-04-10 01:52:30,389 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.85ms, fps=1730 images/s, loss=0.2483, top1-acc=91.28%, top5-acc=99.83%, remaining_time=0:00:20.632832, arrival_time=2021-04-10 01:52:51.022697, cost_time=0:00:09.102700 2021-04-10 01:52:31,877 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.87ms, fps=1721 images/s, loss=0.2473, top1-acc=91.38%, top5-acc=99.81%, remaining_time=0:00:19.063170, arrival_time=2021-04-10 01:52:50.941007, cost_time=0:00:10.590644 2021-04-10 01:52:33,368 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=2.31ms, fps=1719 images/s, loss=0.2448, top1-acc=91.49%, top5-acc=99.82%, remaining_time=0:00:17.517276, arrival_time=2021-04-10 01:52:50.885448, cost_time=0:00:12.080911 2021-04-10 01:52:34,851 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.88ms, fps=1727 images/s, loss=0.2440, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:15.975896, arrival_time=2021-04-10 01:52:50.827468, cost_time=0:00:13.564402 2021-04-10 01:52:36,334 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=2.10ms, fps=1727 images/s, loss=0.2463, top1-acc=91.50%, top5-acc=99.82%, remaining_time=0:00:14.445408, arrival_time=2021-04-10 01:52:50.779811, cost_time=0:00:15.047297 2021-04-10 01:52:37,810 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.2467, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:12.917974, arrival_time=2021-04-10 01:52:50.728118, cost_time=0:00:16.522965 2021-04-10 01:52:39,294 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=2.12ms, fps=1725 images/s, loss=0.2474, top1-acc=91.47%, top5-acc=99.81%, remaining_time=0:00:11.404940, arrival_time=2021-04-10 01:52:50.699856, cost_time=0:00:18.007796 2021-04-10 01:52:40,777 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=2.26ms, fps=1727 images/s, loss=0.2486, top1-acc=91.42%, top5-acc=99.80%, remaining_time=0:00:09.895116, arrival_time=2021-04-10 01:52:50.672710, cost_time=0:00:19.490441 2021-04-10 01:52:42,255 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.71ms, fps=1733 images/s, loss=0.2502, top1-acc=91.38%, top5-acc=99.79%, remaining_time=0:00:08.387288, arrival_time=2021-04-10 01:52:50.642692, cost_time=0:00:20.968256 2021-04-10 01:52:43,737 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.90ms, fps=1728 images/s, loss=0.2526, top1-acc=91.29%, top5-acc=99.79%, remaining_time=0:00:06.884682, arrival_time=2021-04-10 01:52:50.621963, cost_time=0:00:22.450064 2021-04-10 01:52:45,214 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.2527, top1-acc=91.30%, top5-acc=99.79%, remaining_time=0:00:05.383620, arrival_time=2021-04-10 01:52:50.597944, cost_time=0:00:23.927121 2021-04-10 01:52:46,696 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.75ms, fps=1728 images/s, loss=0.2539, top1-acc=91.24%, top5-acc=99.78%, remaining_time=0:00:03.886142, arrival_time=2021-04-10 01:52:50.582778, cost_time=0:00:25.409424 2021-04-10 01:52:48,172 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=0.2555, top1-acc=91.21%, top5-acc=99.78%, remaining_time=0:00:02.389808, arrival_time=2021-04-10 01:52:50.562348, cost_time=0:00:26.885427 2021-04-10 01:52:49,652 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.37ms, fps=1730 images/s, loss=0.2559, top1-acc=91.19%, top5-acc=99.78%, remaining_time=0:00:00.895746, arrival_time=2021-04-10 01:52:50.548241, cost_time=0:00:28.365354 2021-04-10 01:52:50,481 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.61ms, fps=1642 images/s, loss=0.2570, top1-acc=91.18%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:50.481311, cost_time=0:00:29.194164 2021-04-10 01:52:50,883 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=3.74ms, fps=6396 images/s, loss=0.5665, top1-acc=81.60%, top5-acc=99.10%, remaining_time=0:00:01.200660, arrival_time=2021-04-10 01:52:52.084486, cost_time=0:00:00.400225 2021-04-10 01:52:51,187 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.20ms, fps=8454 images/s, loss=0.5554, top1-acc=82.40%, top5-acc=99.14%, remaining_time=0:00:00.703540, arrival_time=2021-04-10 01:52:51.890639, cost_time=0:00:00.703537 2021-04-10 01:52:51,484 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.01ms, fps=8627 images/s, loss=0.5675, top1-acc=82.24%, top5-acc=98.97%, remaining_time=0:00:00.333550, arrival_time=2021-04-10 01:52:51.817801, cost_time=0:00:01.000647 2021-04-10 01:52:51,766 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.09ms, fps=8241 images/s, loss=0.5497, top1-acc=82.57%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:51.766269, cost_time=0:00:01.282665 2021-04-10 01:52:51,884 INFO : Epoch=0060 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:11:24.389620, arrival_time=2021-04-10 03:04:16.274301, cost_time=0:30:36.166963 2021-04-10 01:52:51,886 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:52:53,573 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.57ms, fps=1518 images/s, loss=0.2487, top1-acc=91.25%, top5-acc=99.77%, remaining_time=0:00:31.376340, arrival_time=2021-04-10 01:53:24.949730, cost_time=0:00:01.686901 2021-04-10 01:52:55,046 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.81ms, fps=1739 images/s, loss=0.2558, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:27.809408, arrival_time=2021-04-10 01:53:22.856061, cost_time=0:00:03.160162 2021-04-10 01:52:56,531 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.95ms, fps=1725 images/s, loss=0.2513, top1-acc=91.29%, top5-acc=99.84%, remaining_time=0:00:25.701448, arrival_time=2021-04-10 01:53:22.232812, cost_time=0:00:04.644835 2021-04-10 01:52:58,015 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.40ms, fps=1726 images/s, loss=0.2536, top1-acc=91.12%, top5-acc=99.84%, remaining_time=0:00:23.904348, arrival_time=2021-04-10 01:53:21.920034, cost_time=0:00:06.129309 2021-04-10 01:52:59,503 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.87ms, fps=1721 images/s, loss=0.2501, top1-acc=91.27%, top5-acc=99.84%, remaining_time=0:00:22.241494, arrival_time=2021-04-10 01:53:21.744914, cost_time=0:00:07.616931 2021-04-10 01:53:00,981 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=0.2496, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:20.614608, arrival_time=2021-04-10 01:53:21.595625, cost_time=0:00:09.094696 2021-04-10 01:53:02,460 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.2534, top1-acc=91.28%, top5-acc=99.77%, remaining_time=0:00:19.032678, arrival_time=2021-04-10 01:53:21.492860, cost_time=0:00:10.573718 2021-04-10 01:53:03,937 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.47ms, fps=1733 images/s, loss=0.2552, top1-acc=91.23%, top5-acc=99.77%, remaining_time=0:00:17.474356, arrival_time=2021-04-10 01:53:21.412059, cost_time=0:00:12.051297 2021-04-10 01:53:05,416 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=0.2550, top1-acc=91.25%, top5-acc=99.77%, remaining_time=0:00:15.935298, arrival_time=2021-04-10 01:53:21.351675, cost_time=0:00:13.530005 2021-04-10 01:53:06,901 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.47ms, fps=1725 images/s, loss=0.2542, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:14.414208, arrival_time=2021-04-10 01:53:21.315404, cost_time=0:00:15.014834 2021-04-10 01:53:08,371 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.47ms, fps=1742 images/s, loss=0.2532, top1-acc=91.32%, top5-acc=99.79%, remaining_time=0:00:12.888304, arrival_time=2021-04-10 01:53:21.259677, cost_time=0:00:16.485019 2021-04-10 01:53:09,853 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.69ms, fps=1727 images/s, loss=0.2533, top1-acc=91.31%, top5-acc=99.78%, remaining_time=0:00:11.379404, arrival_time=2021-04-10 01:53:21.233315, cost_time=0:00:17.967477 2021-04-10 01:53:11,337 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.44ms, fps=1727 images/s, loss=0.2543, top1-acc=91.32%, top5-acc=99.77%, remaining_time=0:00:09.874986, arrival_time=2021-04-10 01:53:21.212061, cost_time=0:00:19.450718 2021-04-10 01:53:12,820 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.59ms, fps=1726 images/s, loss=0.2536, top1-acc=91.32%, top5-acc=99.79%, remaining_time=0:00:08.373680, arrival_time=2021-04-10 01:53:21.194288, cost_time=0:00:20.934188 2021-04-10 01:53:14,324 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.34ms, fps=1703 images/s, loss=0.2519, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:06.881048, arrival_time=2021-04-10 01:53:21.205661, cost_time=0:00:22.438266 2021-04-10 01:53:15,801 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.37ms, fps=1734 images/s, loss=0.2531, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:05.380848, arrival_time=2021-04-10 01:53:21.182060, cost_time=0:00:23.914857 2021-04-10 01:53:17,283 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.34ms, fps=1728 images/s, loss=0.2533, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:03.884192, arrival_time=2021-04-10 01:53:21.167208, cost_time=0:00:25.396698 2021-04-10 01:53:18,757 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.19ms, fps=1737 images/s, loss=0.2544, top1-acc=91.36%, top5-acc=99.78%, remaining_time=0:00:02.388512, arrival_time=2021-04-10 01:53:21.145597, cost_time=0:00:26.870760 2021-04-10 01:53:20,247 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.24ms, fps=1718 images/s, loss=0.2563, top1-acc=91.27%, top5-acc=99.77%, remaining_time=0:00:00.895620, arrival_time=2021-04-10 01:53:21.143141, cost_time=0:00:28.361209 2021-04-10 01:53:21,047 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.34ms, fps=1701 images/s, loss=0.2566, top1-acc=91.26%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:21.047432, cost_time=0:00:29.161058 2021-04-10 01:53:21,481 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.45ms, fps=5933 images/s, loss=0.4561, top1-acc=84.80%, top5-acc=99.49%, remaining_time=0:00:01.294320, arrival_time=2021-04-10 01:53:22.775560, cost_time=0:00:00.431438 2021-04-10 01:53:21,780 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.88ms, fps=8585 images/s, loss=0.4455, top1-acc=85.10%, top5-acc=99.32%, remaining_time=0:00:00.730360, arrival_time=2021-04-10 01:53:22.510418, cost_time=0:00:00.730367 2021-04-10 01:53:22,083 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.50ms, fps=8466 images/s, loss=0.4410, top1-acc=85.35%, top5-acc=99.34%, remaining_time=0:00:00.344430, arrival_time=2021-04-10 01:53:22.427412, cost_time=0:00:01.033302 2021-04-10 01:53:22,363 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=8295 images/s, loss=0.4354, top1-acc=85.57%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:22.363048, cost_time=0:00:01.313385 2021-04-10 01:53:22,478 INFO : Epoch=0061 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:10:53.765848, arrival_time=2021-04-10 03:04:16.244127, cost_time=0:31:06.760580 2021-04-10 01:53:22,479 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:53:24,159 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.94ms, fps=1524 images/s, loss=0.2274, top1-acc=91.99%, top5-acc=99.92%, remaining_time=0:00:31.238886, arrival_time=2021-04-10 01:53:55.397807, cost_time=0:00:01.679513 2021-04-10 01:53:25,636 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.93ms, fps=1734 images/s, loss=0.2322, top1-acc=91.93%, top5-acc=99.96%, remaining_time=0:00:27.780544, arrival_time=2021-04-10 01:53:53.416767, cost_time=0:00:03.156870 2021-04-10 01:53:27,115 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.53ms, fps=1732 images/s, loss=0.2380, top1-acc=91.73%, top5-acc=99.90%, remaining_time=0:00:25.651316, arrival_time=2021-04-10 01:53:52.766500, cost_time=0:00:04.635790 2021-04-10 01:53:28,598 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=0.2380, top1-acc=91.71%, top5-acc=99.88%, remaining_time=0:00:23.862072, arrival_time=2021-04-10 01:53:52.459984, cost_time=0:00:06.118471 2021-04-10 01:53:30,073 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.58ms, fps=1736 images/s, loss=0.2367, top1-acc=91.77%, top5-acc=99.89%, remaining_time=0:00:22.173896, arrival_time=2021-04-10 01:53:52.247038, cost_time=0:00:07.593776 2021-04-10 01:53:31,560 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=2.02ms, fps=1722 images/s, loss=0.2359, top1-acc=91.75%, top5-acc=99.88%, remaining_time=0:00:20.583872, arrival_time=2021-04-10 01:53:52.144366, cost_time=0:00:09.081133 2021-04-10 01:53:33,038 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.02ms, fps=1733 images/s, loss=0.2380, top1-acc=91.60%, top5-acc=99.86%, remaining_time=0:00:19.005714, arrival_time=2021-04-10 01:53:52.043792, cost_time=0:00:10.558755 2021-04-10 01:53:34,513 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.47ms, fps=1736 images/s, loss=0.2349, top1-acc=91.71%, top5-acc=99.86%, remaining_time=0:00:17.448720, arrival_time=2021-04-10 01:53:51.961772, cost_time=0:00:12.033601 2021-04-10 01:53:35,992 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.55ms, fps=1731 images/s, loss=0.2389, top1-acc=91.63%, top5-acc=99.84%, remaining_time=0:00:15.915794, arrival_time=2021-04-10 01:53:51.908637, cost_time=0:00:13.513438 2021-04-10 01:53:37,470 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.2409, top1-acc=91.60%, top5-acc=99.84%, remaining_time=0:00:14.391648, arrival_time=2021-04-10 01:53:51.862356, cost_time=0:00:14.991314 2021-04-10 01:53:38,970 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=5.25ms, fps=1708 images/s, loss=0.2417, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:12.893120, arrival_time=2021-04-10 01:53:51.863641, cost_time=0:00:16.491147 2021-04-10 01:53:40,455 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.44ms, fps=1724 images/s, loss=0.2439, top1-acc=91.57%, top5-acc=99.80%, remaining_time=0:00:11.384952, arrival_time=2021-04-10 01:53:51.840706, cost_time=0:00:17.976256 2021-04-10 01:53:41,938 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.79ms, fps=1727 images/s, loss=0.2428, top1-acc=91.60%, top5-acc=99.82%, remaining_time=0:00:09.879210, arrival_time=2021-04-10 01:53:51.817742, cost_time=0:00:19.459113 2021-04-10 01:53:43,434 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.32ms, fps=1713 images/s, loss=0.2443, top1-acc=91.54%, top5-acc=99.82%, remaining_time=0:00:08.381800, arrival_time=2021-04-10 01:53:51.815728, cost_time=0:00:20.954534 2021-04-10 01:53:44,905 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.2460, top1-acc=91.47%, top5-acc=99.82%, remaining_time=0:00:06.877138, arrival_time=2021-04-10 01:53:51.782051, cost_time=0:00:22.425472 2021-04-10 01:53:46,383 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.97ms, fps=1733 images/s, loss=0.2471, top1-acc=91.47%, top5-acc=99.81%, remaining_time=0:00:05.378328, arrival_time=2021-04-10 01:53:51.761378, cost_time=0:00:23.903611 2021-04-10 01:53:47,870 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.56ms, fps=1722 images/s, loss=0.2470, top1-acc=91.47%, top5-acc=99.81%, remaining_time=0:00:03.883334, arrival_time=2021-04-10 01:53:51.753829, cost_time=0:00:25.391071 2021-04-10 01:53:49,355 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.14ms, fps=1725 images/s, loss=0.2491, top1-acc=91.40%, top5-acc=99.81%, remaining_time=0:00:02.388992, arrival_time=2021-04-10 01:53:51.744508, cost_time=0:00:26.876157 2021-04-10 01:53:50,866 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.88ms, fps=1695 images/s, loss=0.2501, top1-acc=91.36%, top5-acc=99.81%, remaining_time=0:00:00.896430, arrival_time=2021-04-10 01:53:51.762723, cost_time=0:00:28.386884 2021-04-10 01:53:51,656 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.09ms, fps=1724 images/s, loss=0.2503, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:51.655980, cost_time=0:00:29.176631 2021-04-10 01:53:52,060 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.22ms, fps=6356 images/s, loss=0.7128, top1-acc=78.40%, top5-acc=98.79%, remaining_time=0:00:01.208250, arrival_time=2021-04-10 01:53:53.268969, cost_time=0:00:00.402749 2021-04-10 01:53:52,363 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.57ms, fps=8482 images/s, loss=0.7220, top1-acc=78.26%, top5-acc=98.77%, remaining_time=0:00:00.704900, arrival_time=2021-04-10 01:53:53.067930, cost_time=0:00:00.704897 2021-04-10 01:53:52,672 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.47ms, fps=8310 images/s, loss=0.7128, top1-acc=78.70%, top5-acc=98.88%, remaining_time=0:00:00.338000, arrival_time=2021-04-10 01:53:53.010018, cost_time=0:00:01.014003 2021-04-10 01:53:52,955 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=8203 images/s, loss=0.7051, top1-acc=78.88%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:52.955278, cost_time=0:00:01.297303 2021-04-10 01:53:53,031 INFO : Epoch=0062 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:10:23.053644, arrival_time=2021-04-10 03:04:16.085317, cost_time=0:31:37.313972 2021-04-10 01:53:53,032 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:53:54,732 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.28ms, fps=1506 images/s, loss=0.2231, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:31.612932, arrival_time=2021-04-10 01:54:26.345431, cost_time=0:00:01.699620 2021-04-10 01:53:56,211 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.22ms, fps=1731 images/s, loss=0.2153, top1-acc=92.50%, top5-acc=99.92%, remaining_time=0:00:27.975552, arrival_time=2021-04-10 01:54:24.187434, cost_time=0:00:03.179041 2021-04-10 01:53:57,691 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.87ms, fps=1730 images/s, loss=0.2181, top1-acc=92.51%, top5-acc=99.88%, remaining_time=0:00:25.780796, arrival_time=2021-04-10 01:54:23.472709, cost_time=0:00:04.659178 2021-04-10 01:53:59,170 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=2.04ms, fps=1732 images/s, loss=0.2210, top1-acc=92.41%, top5-acc=99.89%, remaining_time=0:00:23.936172, arrival_time=2021-04-10 01:54:23.106412, cost_time=0:00:06.137477 2021-04-10 01:54:00,644 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=0.2221, top1-acc=92.35%, top5-acc=99.87%, remaining_time=0:00:22.224996, arrival_time=2021-04-10 01:54:22.869198, cost_time=0:00:07.611294 2021-04-10 01:54:02,178 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.80ms, fps=1669 images/s, loss=0.2264, top1-acc=92.24%, top5-acc=99.88%, remaining_time=0:00:20.730616, arrival_time=2021-04-10 01:54:22.909282, cost_time=0:00:09.145869 2021-04-10 01:54:03,659 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.36ms, fps=1730 images/s, loss=0.2273, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:19.127556, arrival_time=2021-04-10 01:54:22.786722, cost_time=0:00:10.626408 2021-04-10 01:54:05,132 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=0.2267, top1-acc=92.18%, top5-acc=99.88%, remaining_time=0:00:17.544188, arrival_time=2021-04-10 01:54:22.676364, cost_time=0:00:12.099453 2021-04-10 01:54:06,607 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.55ms, fps=1736 images/s, loss=0.2295, top1-acc=92.03%, top5-acc=99.88%, remaining_time=0:00:15.987662, arrival_time=2021-04-10 01:54:22.594860, cost_time=0:00:13.574431 2021-04-10 01:54:08,093 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.55ms, fps=1723 images/s, loss=0.2330, top1-acc=91.89%, top5-acc=99.86%, remaining_time=0:00:14.458272, arrival_time=2021-04-10 01:54:22.551820, cost_time=0:00:15.060669 2021-04-10 01:54:09,575 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.49ms, fps=1728 images/s, loss=0.2371, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:12.933540, arrival_time=2021-04-10 01:54:22.509258, cost_time=0:00:16.542927 2021-04-10 01:54:11,056 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.94ms, fps=1729 images/s, loss=0.2397, top1-acc=91.71%, top5-acc=99.83%, remaining_time=0:00:11.415276, arrival_time=2021-04-10 01:54:22.472144, cost_time=0:00:18.024145 2021-04-10 01:54:12,532 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.10ms, fps=1735 images/s, loss=0.2432, top1-acc=91.62%, top5-acc=99.82%, remaining_time=0:00:09.900000, arrival_time=2021-04-10 01:54:22.432764, cost_time=0:00:19.500003 2021-04-10 01:54:14,014 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.97ms, fps=1728 images/s, loss=0.2437, top1-acc=91.60%, top5-acc=99.81%, remaining_time=0:00:08.392720, arrival_time=2021-04-10 01:54:22.407285, cost_time=0:00:20.981845 2021-04-10 01:54:15,493 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.2455, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:06.887856, arrival_time=2021-04-10 01:54:22.380974, cost_time=0:00:22.460347 2021-04-10 01:54:16,974 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.68ms, fps=1728 images/s, loss=0.2448, top1-acc=91.57%, top5-acc=99.81%, remaining_time=0:00:05.386968, arrival_time=2021-04-10 01:54:22.361795, cost_time=0:00:23.942065 2021-04-10 01:54:18,455 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.51ms, fps=1729 images/s, loss=0.2439, top1-acc=91.61%, top5-acc=99.81%, remaining_time=0:00:03.888222, arrival_time=2021-04-10 01:54:22.343991, cost_time=0:00:25.423054 2021-04-10 01:54:19,931 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=0.2440, top1-acc=91.60%, top5-acc=99.81%, remaining_time=0:00:02.391040, arrival_time=2021-04-10 01:54:22.322977, cost_time=0:00:26.899179 2021-04-10 01:54:21,425 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.90ms, fps=1714 images/s, loss=0.2443, top1-acc=91.58%, top5-acc=99.81%, remaining_time=0:00:00.896622, arrival_time=2021-04-10 01:54:22.322356, cost_time=0:00:28.392952 2021-04-10 01:54:22,235 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.81ms, fps=1680 images/s, loss=0.2448, top1-acc=91.58%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:22.235839, cost_time=0:00:29.203025 2021-04-10 01:54:22,621 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=5.08ms, fps=6671 images/s, loss=0.5646, top1-acc=82.77%, top5-acc=99.37%, remaining_time=0:00:01.151130, arrival_time=2021-04-10 01:54:23.773008, cost_time=0:00:00.383707 2021-04-10 01:54:22,927 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.32ms, fps=8401 images/s, loss=0.5659, top1-acc=82.48%, top5-acc=99.37%, remaining_time=0:00:00.688920, arrival_time=2021-04-10 01:54:23.616013, cost_time=0:00:00.688926 2021-04-10 01:54:23,225 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.35ms, fps=8588 images/s, loss=0.5535, top1-acc=82.81%, top5-acc=99.41%, remaining_time=0:00:00.329170, arrival_time=2021-04-10 01:54:23.554807, cost_time=0:00:00.987515 2021-04-10 01:54:23,506 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.07ms, fps=8274 images/s, loss=0.5646, top1-acc=82.74%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:23.506432, cost_time=0:00:01.268227 2021-04-10 01:54:23,580 INFO : Epoch=0063 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:09:52.335904, arrival_time=2021-04-10 03:04:15.916130, cost_time=0:32:07.862527 2021-04-10 01:54:23,581 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:54:25,271 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=2.17ms, fps=1515 images/s, loss=0.2519, top1-acc=91.33%, top5-acc=99.84%, remaining_time=0:00:31.429164, arrival_time=2021-04-10 01:54:56.700351, cost_time=0:00:01.689743 2021-04-10 01:54:26,742 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.2611, top1-acc=91.04%, top5-acc=99.77%, remaining_time=0:00:27.813280, arrival_time=2021-04-10 01:54:54.555232, cost_time=0:00:03.160597 2021-04-10 01:54:28,221 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.62ms, fps=1731 images/s, loss=0.2565, top1-acc=91.26%, top5-acc=99.77%, remaining_time=0:00:25.674722, arrival_time=2021-04-10 01:54:53.896221, cost_time=0:00:04.640000 2021-04-10 01:54:29,696 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.37ms, fps=1736 images/s, loss=0.2579, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:23.850528, arrival_time=2021-04-10 01:54:53.547389, cost_time=0:00:06.115508 2021-04-10 01:54:31,172 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.20ms, fps=1735 images/s, loss=0.2515, top1-acc=91.27%, top5-acc=99.82%, remaining_time=0:00:22.166596, arrival_time=2021-04-10 01:54:53.339306, cost_time=0:00:07.591294 2021-04-10 01:54:32,655 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.88ms, fps=1727 images/s, loss=0.2510, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:20.568504, arrival_time=2021-04-10 01:54:53.224204, cost_time=0:00:09.074311 2021-04-10 01:54:34,131 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.46ms, fps=1735 images/s, loss=0.2535, top1-acc=91.27%, top5-acc=99.80%, remaining_time=0:00:18.990594, arrival_time=2021-04-10 01:54:53.122271, cost_time=0:00:10.550328 2021-04-10 01:54:35,612 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.01ms, fps=1729 images/s, loss=0.2509, top1-acc=91.37%, top5-acc=99.81%, remaining_time=0:00:17.445472, arrival_time=2021-04-10 01:54:53.058204, cost_time=0:00:12.031334 2021-04-10 01:54:37,091 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.44ms, fps=1732 images/s, loss=0.2486, top1-acc=91.42%, top5-acc=99.82%, remaining_time=0:00:15.911978, arrival_time=2021-04-10 01:54:53.003607, cost_time=0:00:13.510190 2021-04-10 01:54:38,574 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.58ms, fps=1727 images/s, loss=0.2500, top1-acc=91.41%, top5-acc=99.82%, remaining_time=0:00:14.393280, arrival_time=2021-04-10 01:54:52.967735, cost_time=0:00:14.993008 2021-04-10 01:54:40,041 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.41ms, fps=1745 images/s, loss=0.2519, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:12.869040, arrival_time=2021-04-10 01:54:52.910811, cost_time=0:00:16.460348 2021-04-10 01:54:41,530 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.89ms, fps=1720 images/s, loss=0.2514, top1-acc=91.41%, top5-acc=99.81%, remaining_time=0:00:11.367776, arrival_time=2021-04-10 01:54:52.898212, cost_time=0:00:17.949089 2021-04-10 01:54:43,006 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.85ms, fps=1735 images/s, loss=0.2509, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:09.861984, arrival_time=2021-04-10 01:54:52.868554, cost_time=0:00:19.425073 2021-04-10 01:54:44,489 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.12ms, fps=1727 images/s, loss=0.2498, top1-acc=91.46%, top5-acc=99.81%, remaining_time=0:00:08.363208, arrival_time=2021-04-10 01:54:52.852586, cost_time=0:00:20.908023 2021-04-10 01:54:45,968 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.32ms, fps=1731 images/s, loss=0.2498, top1-acc=91.45%, top5-acc=99.82%, remaining_time=0:00:06.865500, arrival_time=2021-04-10 01:54:52.834315, cost_time=0:00:22.387463 2021-04-10 01:54:47,449 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=2.20ms, fps=1730 images/s, loss=0.2494, top1-acc=91.48%, top5-acc=99.82%, remaining_time=0:00:05.370228, arrival_time=2021-04-10 01:54:52.819263, cost_time=0:00:23.867633 2021-04-10 01:54:48,938 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.44ms, fps=1719 images/s, loss=0.2486, top1-acc=91.52%, top5-acc=99.81%, remaining_time=0:00:03.878160, arrival_time=2021-04-10 01:54:52.816841, cost_time=0:00:25.357237 2021-04-10 01:54:50,419 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.23ms, fps=1730 images/s, loss=0.2500, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:02.385568, arrival_time=2021-04-10 01:54:52.804655, cost_time=0:00:26.837667 2021-04-10 01:54:51,908 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.75ms, fps=1720 images/s, loss=0.2499, top1-acc=91.44%, top5-acc=99.80%, remaining_time=0:00:00.894528, arrival_time=2021-04-10 01:54:52.802843, cost_time=0:00:28.326805 2021-04-10 01:54:52,707 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.43ms, fps=1704 images/s, loss=0.2510, top1-acc=91.43%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:52.707109, cost_time=0:00:29.125769 2021-04-10 01:54:53,098 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=6.28ms, fps=6571 images/s, loss=0.5013, top1-acc=83.75%, top5-acc=99.34%, remaining_time=0:00:01.168740, arrival_time=2021-04-10 01:54:54.266824, cost_time=0:00:00.389575 2021-04-10 01:54:53,401 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.23ms, fps=8460 images/s, loss=0.4955, top1-acc=83.44%, top5-acc=99.47%, remaining_time=0:00:00.692580, arrival_time=2021-04-10 01:54:54.093658, cost_time=0:00:00.692585 2021-04-10 01:54:53,701 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.79ms, fps=8537 images/s, loss=0.4992, top1-acc=83.53%, top5-acc=99.43%, remaining_time=0:00:00.330940, arrival_time=2021-04-10 01:54:54.032288, cost_time=0:00:00.992810 2021-04-10 01:54:53,978 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.08ms, fps=8384 images/s, loss=0.4953, top1-acc=83.75%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:53.978531, cost_time=0:00:01.270026 2021-04-10 01:54:54,035 INFO : Epoch=0064 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:09:21.425104, arrival_time=2021-04-10 03:04:15.460489, cost_time=0:32:38.317697 2021-04-10 01:54:54,036 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:54:55,689 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.84ms, fps=1549 images/s, loss=0.2600, top1-acc=90.98%, top5-acc=99.96%, remaining_time=0:00:30.742266, arrival_time=2021-04-10 01:55:26.431646, cost_time=0:00:01.652813 2021-04-10 01:54:57,165 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.2548, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:27.532208, arrival_time=2021-04-10 01:55:24.697357, cost_time=0:00:03.128669 2021-04-10 01:54:58,640 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.74ms, fps=1736 images/s, loss=0.2461, top1-acc=91.32%, top5-acc=99.75%, remaining_time=0:00:25.473530, arrival_time=2021-04-10 01:55:24.113633, cost_time=0:00:04.603641 2021-04-10 01:55:00,119 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.03ms, fps=1731 images/s, loss=0.2399, top1-acc=91.57%, top5-acc=99.79%, remaining_time=0:00:23.723544, arrival_time=2021-04-10 01:55:23.842918, cost_time=0:00:06.082959 2021-04-10 01:55:01,594 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=2.16ms, fps=1736 images/s, loss=0.2435, top1-acc=91.51%, top5-acc=99.80%, remaining_time=0:00:22.070236, arrival_time=2021-04-10 01:55:23.664985, cost_time=0:00:07.558282 2021-04-10 01:55:03,068 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.64ms, fps=1738 images/s, loss=0.2442, top1-acc=91.49%, top5-acc=99.79%, remaining_time=0:00:20.472080, arrival_time=2021-04-10 01:55:23.540418, cost_time=0:00:09.031817 2021-04-10 01:55:04,547 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=2.18ms, fps=1732 images/s, loss=0.2471, top1-acc=91.41%, top5-acc=99.78%, remaining_time=0:00:18.919278, arrival_time=2021-04-10 01:55:23.466415, cost_time=0:00:10.510676 2021-04-10 01:55:06,026 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.08ms, fps=1731 images/s, loss=0.2473, top1-acc=91.39%, top5-acc=99.78%, remaining_time=0:00:17.385848, arrival_time=2021-04-10 01:55:23.412603, cost_time=0:00:11.990266 2021-04-10 01:55:07,508 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.53ms, fps=1728 images/s, loss=0.2478, top1-acc=91.40%, top5-acc=99.78%, remaining_time=0:00:15.867352, arrival_time=2021-04-10 01:55:23.376119, cost_time=0:00:13.472307 2021-04-10 01:55:09,001 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.89ms, fps=1716 images/s, loss=0.2468, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:14.366496, arrival_time=2021-04-10 01:55:23.367977, cost_time=0:00:14.965071 2021-04-10 01:55:10,470 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.63ms, fps=1744 images/s, loss=0.2462, top1-acc=91.44%, top5-acc=99.79%, remaining_time=0:00:12.848056, arrival_time=2021-04-10 01:55:23.318025, cost_time=0:00:16.433510 2021-04-10 01:55:11,953 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.85ms, fps=1726 images/s, loss=0.2445, top1-acc=91.52%, top5-acc=99.80%, remaining_time=0:00:11.347560, arrival_time=2021-04-10 01:55:23.301183, cost_time=0:00:17.917208 2021-04-10 01:55:13,430 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=5.13ms, fps=1734 images/s, loss=0.2448, top1-acc=91.49%, top5-acc=99.80%, remaining_time=0:00:09.846342, arrival_time=2021-04-10 01:55:23.277106, cost_time=0:00:19.394251 2021-04-10 01:55:14,928 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.47ms, fps=1711 images/s, loss=0.2458, top1-acc=91.47%, top5-acc=99.80%, remaining_time=0:00:08.356600, arrival_time=2021-04-10 01:55:23.284673, cost_time=0:00:20.891483 2021-04-10 01:55:16,408 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=0.2468, top1-acc=91.47%, top5-acc=99.80%, remaining_time=0:00:06.860532, arrival_time=2021-04-10 01:55:23.268542, cost_time=0:00:22.371360 2021-04-10 01:55:17,887 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.2461, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:05.366556, arrival_time=2021-04-10 01:55:23.254348, cost_time=0:00:23.851368 2021-04-10 01:55:19,373 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.13ms, fps=1723 images/s, loss=0.2467, top1-acc=91.50%, top5-acc=99.81%, remaining_time=0:00:03.875118, arrival_time=2021-04-10 01:55:23.248939, cost_time=0:00:25.337350 2021-04-10 01:55:20,853 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.03ms, fps=1731 images/s, loss=0.2459, top1-acc=91.53%, top5-acc=99.81%, remaining_time=0:00:02.383712, arrival_time=2021-04-10 01:55:23.237043, cost_time=0:00:26.816766 2021-04-10 01:55:22,344 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.95ms, fps=1717 images/s, loss=0.2460, top1-acc=91.53%, top5-acc=99.81%, remaining_time=0:00:00.893946, arrival_time=2021-04-10 01:55:23.238708, cost_time=0:00:28.308269 2021-04-10 01:55:23,143 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.43ms, fps=1704 images/s, loss=0.2460, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:23.143370, cost_time=0:00:29.106968 2021-04-10 01:55:23,560 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.33ms, fps=6156 images/s, loss=0.5756, top1-acc=82.66%, top5-acc=99.34%, remaining_time=0:00:01.247580, arrival_time=2021-04-10 01:55:24.808226, cost_time=0:00:00.415862 2021-04-10 01:55:23,872 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.77ms, fps=8215 images/s, loss=0.5636, top1-acc=82.97%, top5-acc=99.39%, remaining_time=0:00:00.727980, arrival_time=2021-04-10 01:55:24.600728, cost_time=0:00:00.727973 2021-04-10 01:55:24,168 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.80ms, fps=8687 images/s, loss=0.5455, top1-acc=83.33%, top5-acc=99.45%, remaining_time=0:00:00.341070, arrival_time=2021-04-10 01:55:24.509054, cost_time=0:00:01.023207 2021-04-10 01:55:24,453 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=8132 images/s, loss=0.5367, top1-acc=83.73%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:24.453792, cost_time=0:00:01.308994 2021-04-10 01:55:24,508 INFO : Epoch=0065 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:08:50.566245, arrival_time=2021-04-10 03:04:15.075082, cost_time=0:33:08.791140 2021-04-10 01:55:24,509 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:55:26,222 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.48ms, fps=1495 images/s, loss=0.2547, top1-acc=91.25%, top5-acc=99.69%, remaining_time=0:00:31.856220, arrival_time=2021-04-10 01:55:58.078878, cost_time=0:00:01.712699 2021-04-10 01:55:27,709 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.23ms, fps=1723 images/s, loss=0.2435, top1-acc=91.50%, top5-acc=99.79%, remaining_time=0:00:28.154016, arrival_time=2021-04-10 01:55:55.863277, cost_time=0:00:03.199312 2021-04-10 01:55:29,201 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.86ms, fps=1716 images/s, loss=0.2374, top1-acc=91.90%, top5-acc=99.83%, remaining_time=0:00:25.959246, arrival_time=2021-04-10 01:55:55.160579, cost_time=0:00:04.691421 2021-04-10 01:55:30,685 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.03ms, fps=1726 images/s, loss=0.2341, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:24.082812, arrival_time=2021-04-10 01:55:54.767887, cost_time=0:00:06.175064 2021-04-10 01:55:32,159 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.2340, top1-acc=92.03%, top5-acc=99.87%, remaining_time=0:00:22.336102, arrival_time=2021-04-10 01:55:54.495372, cost_time=0:00:07.649326 2021-04-10 01:55:33,633 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.93ms, fps=1737 images/s, loss=0.2330, top1-acc=92.04%, top5-acc=99.86%, remaining_time=0:00:20.680296, arrival_time=2021-04-10 01:55:54.313874, cost_time=0:00:09.123653 2021-04-10 01:55:35,118 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=0.2353, top1-acc=91.95%, top5-acc=99.85%, remaining_time=0:00:19.094670, arrival_time=2021-04-10 01:55:54.212723, cost_time=0:00:10.608183 2021-04-10 01:55:36,603 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=2.75ms, fps=1724 images/s, loss=0.2341, top1-acc=91.94%, top5-acc=99.83%, remaining_time=0:00:17.535604, arrival_time=2021-04-10 01:55:54.139130, cost_time=0:00:12.093525 2021-04-10 01:55:38,088 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.95ms, fps=1724 images/s, loss=0.2368, top1-acc=91.84%, top5-acc=99.81%, remaining_time=0:00:15.992856, arrival_time=2021-04-10 01:55:54.081610, cost_time=0:00:13.578849 2021-04-10 01:55:39,559 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.74ms, fps=1741 images/s, loss=0.2387, top1-acc=91.83%, top5-acc=99.80%, remaining_time=0:00:14.447712, arrival_time=2021-04-10 01:55:54.007338, cost_time=0:00:15.049736 2021-04-10 01:55:41,041 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.92ms, fps=1728 images/s, loss=0.2382, top1-acc=91.89%, top5-acc=99.81%, remaining_time=0:00:12.924510, arrival_time=2021-04-10 01:55:53.965774, cost_time=0:00:16.531344 2021-04-10 01:55:42,513 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.84ms, fps=1740 images/s, loss=0.2393, top1-acc=91.87%, top5-acc=99.81%, remaining_time=0:00:11.402052, arrival_time=2021-04-10 01:55:53.915159, cost_time=0:00:18.003233 2021-04-10 01:55:43,999 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=2.01ms, fps=1731 images/s, loss=0.2415, top1-acc=91.77%, top5-acc=99.81%, remaining_time=0:00:09.894852, arrival_time=2021-04-10 01:55:53.894585, cost_time=0:00:19.489812 2021-04-10 01:55:45,480 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.49ms, fps=1729 images/s, loss=0.2426, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:08.388352, arrival_time=2021-04-10 01:55:53.869112, cost_time=0:00:20.970853 2021-04-10 01:55:46,974 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.03ms, fps=1715 images/s, loss=0.2424, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:06.889098, arrival_time=2021-04-10 01:55:53.863444, cost_time=0:00:22.464425 2021-04-10 01:55:48,465 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.86ms, fps=1718 images/s, loss=0.2422, top1-acc=91.70%, top5-acc=99.81%, remaining_time=0:00:05.389920, arrival_time=2021-04-10 01:55:53.855015, cost_time=0:00:23.955161 2021-04-10 01:55:49,944 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.40ms, fps=1732 images/s, loss=0.2428, top1-acc=91.68%, top5-acc=99.81%, remaining_time=0:00:03.889912, arrival_time=2021-04-10 01:55:53.833947, cost_time=0:00:25.434078 2021-04-10 01:55:51,422 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.81ms, fps=1732 images/s, loss=0.2438, top1-acc=91.66%, top5-acc=99.79%, remaining_time=0:00:02.392240, arrival_time=2021-04-10 01:55:53.814771, cost_time=0:00:26.912660 2021-04-10 01:55:52,904 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=2.25ms, fps=1728 images/s, loss=0.2430, top1-acc=91.67%, top5-acc=99.80%, remaining_time=0:00:00.896670, arrival_time=2021-04-10 01:55:53.801132, cost_time=0:00:28.394511 2021-04-10 01:55:53,721 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.83ms, fps=1667 images/s, loss=0.2438, top1-acc=91.67%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:53.721027, cost_time=0:00:29.211159 2021-04-10 01:55:54,110 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=6.35ms, fps=6598 images/s, loss=0.4732, top1-acc=85.51%, top5-acc=99.37%, remaining_time=0:00:01.163880, arrival_time=2021-04-10 01:55:55.274316, cost_time=0:00:00.387961 2021-04-10 01:55:54,408 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.31ms, fps=8607 images/s, loss=0.4850, top1-acc=85.12%, top5-acc=99.39%, remaining_time=0:00:00.685880, arrival_time=2021-04-10 01:55:55.094227, cost_time=0:00:00.685880 2021-04-10 01:55:54,711 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.83ms, fps=8461 images/s, loss=0.4938, top1-acc=84.90%, top5-acc=99.49%, remaining_time=0:00:00.329650, arrival_time=2021-04-10 01:55:55.041067, cost_time=0:00:00.988948 2021-04-10 01:55:54,989 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.06ms, fps=8346 images/s, loss=0.5011, top1-acc=84.74%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:54.989829, cost_time=0:00:01.267408 2021-04-10 01:55:55,089 INFO : Epoch=0066 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:08:19.937432, arrival_time=2021-04-10 03:04:15.027282, cost_time=0:33:39.372150 2021-04-10 01:55:55,090 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:55:56,789 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.92ms, fps=1507 images/s, loss=0.2346, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:31.597866, arrival_time=2021-04-10 01:56:28.387591, cost_time=0:00:01.698810 2021-04-10 01:55:58,265 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=2.04ms, fps=1735 images/s, loss=0.2428, top1-acc=91.82%, top5-acc=99.75%, remaining_time=0:00:27.934544, arrival_time=2021-04-10 01:56:26.199832, cost_time=0:00:03.174375 2021-04-10 01:55:59,763 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.85ms, fps=1710 images/s, loss=0.2391, top1-acc=91.81%, top5-acc=99.78%, remaining_time=0:00:25.851678, arrival_time=2021-04-10 01:56:25.614853, cost_time=0:00:04.671983 2021-04-10 01:56:01,235 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=0.2356, top1-acc=91.92%, top5-acc=99.79%, remaining_time=0:00:23.964408, arrival_time=2021-04-10 01:56:25.200123, cost_time=0:00:06.144733 2021-04-10 01:56:02,722 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.59ms, fps=1722 images/s, loss=0.2297, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:22.284856, arrival_time=2021-04-10 01:56:25.007652, cost_time=0:00:07.631799 2021-04-10 01:56:04,194 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.57ms, fps=1740 images/s, loss=0.2321, top1-acc=91.98%, top5-acc=99.82%, remaining_time=0:00:20.635688, arrival_time=2021-04-10 01:56:24.830557, cost_time=0:00:09.103961 2021-04-10 01:56:05,671 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.19ms, fps=1734 images/s, loss=0.2340, top1-acc=91.93%, top5-acc=99.80%, remaining_time=0:00:19.045152, arrival_time=2021-04-10 01:56:24.716738, cost_time=0:00:10.580612 2021-04-10 01:56:07,151 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.2339, top1-acc=91.92%, top5-acc=99.83%, remaining_time=0:00:17.487232, arrival_time=2021-04-10 01:56:24.638381, cost_time=0:00:12.060132 2021-04-10 01:56:08,630 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.93ms, fps=1731 images/s, loss=0.2326, top1-acc=91.96%, top5-acc=99.85%, remaining_time=0:00:15.946958, arrival_time=2021-04-10 01:56:24.577734, cost_time=0:00:13.539872 2021-04-10 01:56:10,114 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.62ms, fps=1726 images/s, loss=0.2320, top1-acc=91.98%, top5-acc=99.85%, remaining_time=0:00:14.422272, arrival_time=2021-04-10 01:56:24.536394, cost_time=0:00:15.023214 2021-04-10 01:56:11,588 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.91ms, fps=1736 images/s, loss=0.2315, top1-acc=91.99%, top5-acc=99.85%, remaining_time=0:00:12.898452, arrival_time=2021-04-10 01:56:24.487332, cost_time=0:00:16.497973 2021-04-10 01:56:13,061 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.58ms, fps=1739 images/s, loss=0.2309, top1-acc=92.00%, top5-acc=99.85%, remaining_time=0:00:11.381228, arrival_time=2021-04-10 01:56:24.442685, cost_time=0:00:17.970390 2021-04-10 01:56:14,543 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.47ms, fps=1728 images/s, loss=0.2321, top1-acc=91.97%, top5-acc=99.85%, remaining_time=0:00:09.875844, arrival_time=2021-04-10 01:56:24.419169, cost_time=0:00:19.452381 2021-04-10 01:56:16,026 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.87ms, fps=1727 images/s, loss=0.2331, top1-acc=91.95%, top5-acc=99.85%, remaining_time=0:00:08.374128, arrival_time=2021-04-10 01:56:24.400348, cost_time=0:00:20.935262 2021-04-10 01:56:17,519 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.76ms, fps=1715 images/s, loss=0.2341, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:06.878012, arrival_time=2021-04-10 01:56:24.397231, cost_time=0:00:22.428270 2021-04-10 01:56:18,994 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.91ms, fps=1735 images/s, loss=0.2346, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:05.378400, arrival_time=2021-04-10 01:56:24.373257, cost_time=0:00:23.903956 2021-04-10 01:56:20,465 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.45ms, fps=1741 images/s, loss=0.2357, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:03.880838, arrival_time=2021-04-10 01:56:24.346560, cost_time=0:00:25.374717 2021-04-10 01:56:21,940 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=0.2370, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:02.386592, arrival_time=2021-04-10 01:56:24.326687, cost_time=0:00:26.849126 2021-04-10 01:56:23,427 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=2.27ms, fps=1722 images/s, loss=0.2381, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:00.894834, arrival_time=2021-04-10 01:56:24.322205, cost_time=0:00:28.336317 2021-04-10 01:56:24,244 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.52ms, fps=1667 images/s, loss=0.2388, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:24.244007, cost_time=0:00:29.153062 2021-04-10 01:56:24,647 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.23ms, fps=6368 images/s, loss=0.4379, top1-acc=85.04%, top5-acc=99.49%, remaining_time=0:00:01.205970, arrival_time=2021-04-10 01:56:25.853489, cost_time=0:00:00.401986 2021-04-10 01:56:24,946 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.45ms, fps=8568 images/s, loss=0.4303, top1-acc=85.68%, top5-acc=99.49%, remaining_time=0:00:00.701120, arrival_time=2021-04-10 01:56:25.647818, cost_time=0:00:00.701118 2021-04-10 01:56:25,250 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=2.00ms, fps=8449 images/s, loss=0.4227, top1-acc=86.02%, top5-acc=99.54%, remaining_time=0:00:00.334870, arrival_time=2021-04-10 01:56:25.585055, cost_time=0:00:01.004598 2021-04-10 01:56:25,529 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=8311 images/s, loss=0.4146, top1-acc=86.06%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:25.529782, cost_time=0:00:01.284261 2021-04-10 01:56:25,629 INFO : Epoch=0067 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:07:49.227169, arrival_time=2021-04-10 03:04:14.856285, cost_time=0:34:09.911418 2021-04-10 01:56:25,630 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:56:27,316 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.55ms, fps=1518 images/s, loss=0.2617, top1-acc=90.12%, top5-acc=100.00%, remaining_time=0:00:31.370202, arrival_time=2021-04-10 01:56:58.687041, cost_time=0:00:01.686566 2021-04-10 01:56:28,822 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.80ms, fps=1701 images/s, loss=0.2392, top1-acc=91.35%, top5-acc=99.92%, remaining_time=0:00:28.089072, arrival_time=2021-04-10 01:56:56.911157, cost_time=0:00:03.191933 2021-04-10 01:56:30,301 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.24ms, fps=1731 images/s, loss=0.2300, top1-acc=91.86%, top5-acc=99.93%, remaining_time=0:00:25.846698, arrival_time=2021-04-10 01:56:56.147978, cost_time=0:00:04.671089 2021-04-10 01:56:31,784 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.16ms, fps=1726 images/s, loss=0.2258, top1-acc=92.05%, top5-acc=99.92%, remaining_time=0:00:24.003252, arrival_time=2021-04-10 01:56:55.788083, cost_time=0:00:06.154692 2021-04-10 01:56:33,267 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=0.2292, top1-acc=92.00%, top5-acc=99.87%, remaining_time=0:00:22.301646, arrival_time=2021-04-10 01:56:55.569407, cost_time=0:00:07.637574 2021-04-10 01:56:34,743 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=0.2271, top1-acc=92.01%, top5-acc=99.90%, remaining_time=0:00:20.657176, arrival_time=2021-04-10 01:56:55.400881, cost_time=0:00:09.113474 2021-04-10 01:56:36,216 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.41ms, fps=1739 images/s, loss=0.2272, top1-acc=92.06%, top5-acc=99.88%, remaining_time=0:00:19.055106, arrival_time=2021-04-10 01:56:55.271484, cost_time=0:00:10.586198 2021-04-10 01:56:37,697 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.08ms, fps=1729 images/s, loss=0.2287, top1-acc=92.02%, top5-acc=99.86%, remaining_time=0:00:17.498136, arrival_time=2021-04-10 01:56:55.195971, cost_time=0:00:12.067667 2021-04-10 01:56:39,174 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.77ms, fps=1735 images/s, loss=0.2301, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:15.951728, arrival_time=2021-04-10 01:56:55.125837, cost_time=0:00:13.543925 2021-04-10 01:56:40,666 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.57ms, fps=1717 images/s, loss=0.2314, top1-acc=91.98%, top5-acc=99.84%, remaining_time=0:00:14.434368, arrival_time=2021-04-10 01:56:55.100388, cost_time=0:00:15.035845 2021-04-10 01:56:42,136 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.2294, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:12.904902, arrival_time=2021-04-10 01:56:55.041332, cost_time=0:00:16.506261 2021-04-10 01:56:43,616 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=2.25ms, fps=1730 images/s, loss=0.2310, top1-acc=91.97%, top5-acc=99.84%, remaining_time=0:00:11.391412, arrival_time=2021-04-10 01:56:55.008099, cost_time=0:00:17.986483 2021-04-10 01:56:45,102 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.73ms, fps=1724 images/s, loss=0.2323, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:09.885942, arrival_time=2021-04-10 01:56:54.988471, cost_time=0:00:19.472339 2021-04-10 01:56:46,582 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.88ms, fps=1730 images/s, loss=0.2345, top1-acc=91.90%, top5-acc=99.83%, remaining_time=0:00:08.381016, arrival_time=2021-04-10 01:56:54.963742, cost_time=0:00:20.952538 2021-04-10 01:56:48,061 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.2361, top1-acc=91.87%, top5-acc=99.83%, remaining_time=0:00:06.878978, arrival_time=2021-04-10 01:56:54.940621, cost_time=0:00:22.431444 2021-04-10 01:56:49,532 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.60ms, fps=1741 images/s, loss=0.2366, top1-acc=91.85%, top5-acc=99.82%, remaining_time=0:00:05.378040, arrival_time=2021-04-10 01:56:54.910607, cost_time=0:00:23.902382 2021-04-10 01:56:51,012 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.56ms, fps=1731 images/s, loss=0.2367, top1-acc=91.82%, top5-acc=99.82%, remaining_time=0:00:03.881956, arrival_time=2021-04-10 01:56:54.894096, cost_time=0:00:25.381951 2021-04-10 01:56:52,479 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.51ms, fps=1745 images/s, loss=0.2383, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:02.386592, arrival_time=2021-04-10 01:56:54.865944, cost_time=0:00:26.849210 2021-04-10 01:56:53,961 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.95ms, fps=1727 images/s, loss=0.2396, top1-acc=91.70%, top5-acc=99.81%, remaining_time=0:00:00.894684, arrival_time=2021-04-10 01:56:54.856607, cost_time=0:00:28.331703 2021-04-10 01:56:54,780 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.65ms, fps=1662 images/s, loss=0.2402, top1-acc=91.66%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:54.780786, cost_time=0:00:29.150643 2021-04-10 01:56:55,187 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.78ms, fps=6315 images/s, loss=0.4383, top1-acc=86.60%, top5-acc=99.34%, remaining_time=0:00:01.216080, arrival_time=2021-04-10 01:56:56.403682, cost_time=0:00:00.405357 2021-04-10 01:56:55,488 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.76ms, fps=8509 images/s, loss=0.4324, top1-acc=86.21%, top5-acc=99.41%, remaining_time=0:00:00.706720, arrival_time=2021-04-10 01:56:56.195641, cost_time=0:00:00.706721 2021-04-10 01:56:55,790 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.32ms, fps=8499 images/s, loss=0.4319, top1-acc=86.11%, top5-acc=99.45%, remaining_time=0:00:00.336080, arrival_time=2021-04-10 01:56:56.126572, cost_time=0:00:01.008252 2021-04-10 01:56:56,074 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.10ms, fps=8196 images/s, loss=0.4230, top1-acc=86.10%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:56.074026, cost_time=0:00:01.291813 2021-04-10 01:56:56,166 INFO : Epoch=0068 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:07:18.517956, arrival_time=2021-04-10 03:04:14.684311, cost_time=0:34:40.448643 2021-04-10 01:56:56,167 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:56:57,835 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.51ms, fps=1535 images/s, loss=0.2262, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:31.011036, arrival_time=2021-04-10 01:57:28.846287, cost_time=0:00:01.667256 2021-04-10 01:56:59,315 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.81ms, fps=1730 images/s, loss=0.2206, top1-acc=92.54%, top5-acc=99.82%, remaining_time=0:00:27.698704, arrival_time=2021-04-10 01:57:27.014277, cost_time=0:00:03.147579 2021-04-10 01:57:00,788 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.97ms, fps=1738 images/s, loss=0.2221, top1-acc=92.45%, top5-acc=99.86%, remaining_time=0:00:25.569312, arrival_time=2021-04-10 01:57:26.358241, cost_time=0:00:04.620973 2021-04-10 01:57:02,272 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.75ms, fps=1726 images/s, loss=0.2222, top1-acc=92.38%, top5-acc=99.87%, remaining_time=0:00:23.807004, arrival_time=2021-04-10 01:57:26.079318, cost_time=0:00:06.104356 2021-04-10 01:57:03,753 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=0.2230, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:22.150244, arrival_time=2021-04-10 01:57:25.903879, cost_time=0:00:07.585677 2021-04-10 01:57:05,222 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.2252, top1-acc=92.22%, top5-acc=99.84%, remaining_time=0:00:20.523896, arrival_time=2021-04-10 01:57:25.746569, cost_time=0:00:09.054675 2021-04-10 01:57:06,704 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.55ms, fps=1728 images/s, loss=0.2263, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:18.965646, arrival_time=2021-04-10 01:57:25.670098, cost_time=0:00:10.536497 2021-04-10 01:57:08,185 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.17ms, fps=1729 images/s, loss=0.2221, top1-acc=92.24%, top5-acc=99.84%, remaining_time=0:00:17.425288, arrival_time=2021-04-10 01:57:25.610702, cost_time=0:00:12.017447 2021-04-10 01:57:09,662 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.47ms, fps=1733 images/s, loss=0.2245, top1-acc=92.19%, top5-acc=99.84%, remaining_time=0:00:15.893746, arrival_time=2021-04-10 01:57:25.556436, cost_time=0:00:13.494684 2021-04-10 01:57:11,144 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.59ms, fps=1728 images/s, loss=0.2266, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:14.377344, arrival_time=2021-04-10 01:57:25.521789, cost_time=0:00:14.976442 2021-04-10 01:57:12,618 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.08ms, fps=1737 images/s, loss=0.2280, top1-acc=92.07%, top5-acc=99.83%, remaining_time=0:00:12.861300, arrival_time=2021-04-10 01:57:25.479861, cost_time=0:00:16.450462 2021-04-10 01:57:14,106 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.91ms, fps=1722 images/s, loss=0.2307, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:11.360708, arrival_time=2021-04-10 01:57:25.466731, cost_time=0:00:17.938012 2021-04-10 01:57:15,582 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.2317, top1-acc=91.98%, top5-acc=99.82%, remaining_time=0:00:09.856836, arrival_time=2021-04-10 01:57:25.439748, cost_time=0:00:19.414927 2021-04-10 01:57:17,071 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.04ms, fps=1721 images/s, loss=0.2340, top1-acc=91.93%, top5-acc=99.80%, remaining_time=0:00:08.361304, arrival_time=2021-04-10 01:57:25.432623, cost_time=0:00:20.903276 2021-04-10 01:57:18,554 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.82ms, fps=1727 images/s, loss=0.2347, top1-acc=91.91%, top5-acc=99.81%, remaining_time=0:00:06.865086, arrival_time=2021-04-10 01:57:25.419173, cost_time=0:00:22.386114 2021-04-10 01:57:20,030 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.91ms, fps=1735 images/s, loss=0.2346, top1-acc=91.95%, top5-acc=99.81%, remaining_time=0:00:05.369040, arrival_time=2021-04-10 01:57:25.399451, cost_time=0:00:23.862456 2021-04-10 01:57:21,509 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=0.2338, top1-acc=91.97%, top5-acc=99.81%, remaining_time=0:00:03.875794, arrival_time=2021-04-10 01:57:25.385589, cost_time=0:00:25.341689 2021-04-10 01:57:22,994 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.72ms, fps=1725 images/s, loss=0.2336, top1-acc=91.96%, top5-acc=99.80%, remaining_time=0:00:02.384544, arrival_time=2021-04-10 01:57:25.378733, cost_time=0:00:26.826152 2021-04-10 01:57:24,473 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.44ms, fps=1732 images/s, loss=0.2342, top1-acc=91.93%, top5-acc=99.80%, remaining_time=0:00:00.893850, arrival_time=2021-04-10 01:57:25.367087, cost_time=0:00:28.305237 2021-04-10 01:57:25,289 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.63ms, fps=1667 images/s, loss=0.2344, top1-acc=91.94%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:25.289715, cost_time=0:00:29.121723 2021-04-10 01:57:25,715 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.43ms, fps=6042 images/s, loss=1.0691, top1-acc=73.59%, top5-acc=98.67%, remaining_time=0:00:01.270980, arrival_time=2021-04-10 01:57:26.986698, cost_time=0:00:00.423657 2021-04-10 01:57:26,015 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.71ms, fps=8559 images/s, loss=1.0737, top1-acc=73.05%, top5-acc=98.57%, remaining_time=0:00:00.723780, arrival_time=2021-04-10 01:57:26.739424, cost_time=0:00:00.723785 2021-04-10 01:57:26,316 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.88ms, fps=8527 images/s, loss=1.1017, top1-acc=72.64%, top5-acc=98.55%, remaining_time=0:00:00.341500, arrival_time=2021-04-10 01:57:26.657844, cost_time=0:00:01.024498 2021-04-10 01:57:26,588 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=8548 images/s, loss=1.0886, top1-acc=72.67%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:26.588218, cost_time=0:00:01.296429 2021-04-10 01:57:26,664 INFO : Epoch=0069 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:06:47.738806, arrival_time=2021-04-10 03:04:14.402863, cost_time=0:35:10.946372 2021-04-10 01:57:26,664 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:57:28,343 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.01ms, fps=1525 images/s, loss=0.2411, top1-acc=91.84%, top5-acc=99.96%, remaining_time=0:00:31.213032, arrival_time=2021-04-10 01:57:59.556283, cost_time=0:00:01.678119 2021-04-10 01:57:29,825 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.98ms, fps=1728 images/s, loss=0.2334, top1-acc=91.72%, top5-acc=99.90%, remaining_time=0:00:27.811520, arrival_time=2021-04-10 01:57:57.637010, cost_time=0:00:03.160403 2021-04-10 01:57:31,304 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.12ms, fps=1732 images/s, loss=0.2282, top1-acc=91.86%, top5-acc=99.90%, remaining_time=0:00:25.670904, arrival_time=2021-04-10 01:57:56.975302, cost_time=0:00:04.639325 2021-04-10 01:57:32,781 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.2302, top1-acc=91.88%, top5-acc=99.89%, remaining_time=0:00:23.855052, arrival_time=2021-04-10 01:57:56.636929, cost_time=0:00:06.116695 2021-04-10 01:57:34,260 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.09ms, fps=1733 images/s, loss=0.2293, top1-acc=91.99%, top5-acc=99.89%, remaining_time=0:00:22.178422, arrival_time=2021-04-10 01:57:56.438841, cost_time=0:00:07.595367 2021-04-10 01:57:35,739 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.2261, top1-acc=92.10%, top5-acc=99.90%, remaining_time=0:00:20.569456, arrival_time=2021-04-10 01:57:56.309317, cost_time=0:00:09.074776 2021-04-10 01:57:37,219 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.53ms, fps=1731 images/s, loss=0.2257, top1-acc=92.15%, top5-acc=99.90%, remaining_time=0:00:18.997398, arrival_time=2021-04-10 01:57:56.216576, cost_time=0:00:10.554094 2021-04-10 01:57:38,693 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.46ms, fps=1737 images/s, loss=0.2255, top1-acc=92.17%, top5-acc=99.89%, remaining_time=0:00:17.441180, arrival_time=2021-04-10 01:57:56.134587, cost_time=0:00:12.028373 2021-04-10 01:57:40,164 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.68ms, fps=1741 images/s, loss=0.2275, top1-acc=92.07%, top5-acc=99.87%, remaining_time=0:00:15.899470, arrival_time=2021-04-10 01:57:56.064222, cost_time=0:00:13.499564 2021-04-10 01:57:41,650 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.10ms, fps=1724 images/s, loss=0.2304, top1-acc=91.98%, top5-acc=99.87%, remaining_time=0:00:14.385792, arrival_time=2021-04-10 01:57:56.036051, cost_time=0:00:14.985210 2021-04-10 01:57:43,169 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=8.86ms, fps=1686 images/s, loss=0.2328, top1-acc=91.89%, top5-acc=99.87%, remaining_time=0:00:12.903354, arrival_time=2021-04-10 01:57:56.072835, cost_time=0:00:16.504337 2021-04-10 01:57:44,658 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.57ms, fps=1720 images/s, loss=0.2338, top1-acc=91.88%, top5-acc=99.86%, remaining_time=0:00:11.395972, arrival_time=2021-04-10 01:57:56.054624, cost_time=0:00:17.993612 2021-04-10 01:57:46,129 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.2346, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:09.881916, arrival_time=2021-04-10 01:57:56.011495, cost_time=0:00:19.464374 2021-04-10 01:57:47,605 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.90ms, fps=1736 images/s, loss=0.2356, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:08.376032, arrival_time=2021-04-10 01:57:55.981247, cost_time=0:00:20.940103 2021-04-10 01:57:49,088 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.49ms, fps=1727 images/s, loss=0.2369, top1-acc=91.77%, top5-acc=99.85%, remaining_time=0:00:06.876356, arrival_time=2021-04-10 01:57:55.964373, cost_time=0:00:22.422970 2021-04-10 01:57:50,555 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.46ms, fps=1745 images/s, loss=0.2384, top1-acc=91.71%, top5-acc=99.85%, remaining_time=0:00:05.375376, arrival_time=2021-04-10 01:57:55.930913, cost_time=0:00:23.890502 2021-04-10 01:57:52,030 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.02ms, fps=1737 images/s, loss=0.2385, top1-acc=91.72%, top5-acc=99.85%, remaining_time=0:00:03.879356, arrival_time=2021-04-10 01:57:55.909572, cost_time=0:00:25.365085 2021-04-10 01:57:53,496 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.2373, top1-acc=91.79%, top5-acc=99.85%, remaining_time=0:00:02.384992, arrival_time=2021-04-10 01:57:55.881238, cost_time=0:00:26.831196 2021-04-10 01:57:54,978 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.25ms, fps=1727 images/s, loss=0.2375, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:00.894120, arrival_time=2021-04-10 01:57:55.872973, cost_time=0:00:28.313776 2021-04-10 01:57:55,778 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.33ms, fps=1703 images/s, loss=0.2374, top1-acc=91.82%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:55.777991, cost_time=0:00:29.112915 2021-04-10 01:57:56,187 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.31ms, fps=6286 images/s, loss=0.6150, top1-acc=82.70%, top5-acc=99.02%, remaining_time=0:00:01.221810, arrival_time=2021-04-10 01:57:57.409169, cost_time=0:00:00.407266 2021-04-10 01:57:56,484 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.36ms, fps=8634 images/s, loss=0.6046, top1-acc=82.58%, top5-acc=98.91%, remaining_time=0:00:00.704180, arrival_time=2021-04-10 01:57:57.188452, cost_time=0:00:00.704173 2021-04-10 01:57:56,774 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.26ms, fps=8823 images/s, loss=0.6016, top1-acc=82.77%, top5-acc=98.82%, remaining_time=0:00:00.331570, arrival_time=2021-04-10 01:57:57.106400, cost_time=0:00:00.994710 2021-04-10 01:57:57,066 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.11ms, fps=7961 images/s, loss=0.6053, top1-acc=82.72%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:57.066690, cost_time=0:00:01.286556 2021-04-10 01:57:57,137 INFO : Epoch=0070 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:06:16.922560, arrival_time=2021-04-10 03:04:14.060087, cost_time=0:35:41.419834 2021-04-10 01:57:57,138 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:57:58,863 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.43ms, fps=1485 images/s, loss=0.2190, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:32.066400, arrival_time=2021-04-10 01:58:30.929600, cost_time=0:00:01.723998 2021-04-10 01:58:00,343 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.96ms, fps=1730 images/s, loss=0.2305, top1-acc=91.93%, top5-acc=99.80%, remaining_time=0:00:28.202240, arrival_time=2021-04-10 01:58:28.546100, cost_time=0:00:03.204794 2021-04-10 01:58:01,826 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.11ms, fps=1728 images/s, loss=0.2339, top1-acc=91.76%, top5-acc=99.83%, remaining_time=0:00:25.933682, arrival_time=2021-04-10 01:58:27.759629, cost_time=0:00:04.686820 2021-04-10 01:58:03,313 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.26ms, fps=1722 images/s, loss=0.2300, top1-acc=91.78%, top5-acc=99.82%, remaining_time=0:00:24.079848, arrival_time=2021-04-10 01:58:27.393227, cost_time=0:00:06.174339 2021-04-10 01:58:04,790 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.54ms, fps=1734 images/s, loss=0.2313, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:22.341796, arrival_time=2021-04-10 01:58:27.132173, cost_time=0:00:07.651279 2021-04-10 01:58:06,275 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.18ms, fps=1724 images/s, loss=0.2360, top1-acc=91.60%, top5-acc=99.84%, remaining_time=0:00:20.709944, arrival_time=2021-04-10 01:58:26.985707, cost_time=0:00:09.136713 2021-04-10 01:58:07,758 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.43ms, fps=1727 images/s, loss=0.2334, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:19.114956, arrival_time=2021-04-10 01:58:26.873461, cost_time=0:00:10.619387 2021-04-10 01:58:09,231 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.2334, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:00:17.534212, arrival_time=2021-04-10 01:58:26.765842, cost_time=0:00:12.092579 2021-04-10 01:58:10,710 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.58ms, fps=1732 images/s, loss=0.2325, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:15.983846, arrival_time=2021-04-10 01:58:26.694130, cost_time=0:00:13.571182 2021-04-10 01:58:12,195 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.60ms, fps=1725 images/s, loss=0.2301, top1-acc=91.91%, top5-acc=99.86%, remaining_time=0:00:14.453568, arrival_time=2021-04-10 01:58:26.648572, cost_time=0:00:15.055821 2021-04-10 01:58:13,675 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.90ms, fps=1730 images/s, loss=0.2285, top1-acc=91.93%, top5-acc=99.85%, remaining_time=0:00:12.928638, arrival_time=2021-04-10 01:58:26.604285, cost_time=0:00:16.536589 2021-04-10 01:58:15,152 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.2282, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:11.408588, arrival_time=2021-04-10 01:58:26.561260, cost_time=0:00:18.013559 2021-04-10 01:58:16,629 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.33ms, fps=1734 images/s, loss=0.2298, top1-acc=91.97%, top5-acc=99.84%, remaining_time=0:00:09.895050, arrival_time=2021-04-10 01:58:26.524593, cost_time=0:00:19.490291 2021-04-10 01:58:18,103 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.76ms, fps=1737 images/s, loss=0.2304, top1-acc=91.98%, top5-acc=99.83%, remaining_time=0:00:08.385888, arrival_time=2021-04-10 01:58:26.489687, cost_time=0:00:20.964702 2021-04-10 01:58:19,608 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.93ms, fps=1702 images/s, loss=0.2289, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:06.890616, arrival_time=2021-04-10 01:58:26.499174, cost_time=0:00:22.469397 2021-04-10 01:58:21,089 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.70ms, fps=1730 images/s, loss=0.2279, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:05.388732, arrival_time=2021-04-10 01:58:26.477773, cost_time=0:00:23.949987 2021-04-10 01:58:22,564 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.04ms, fps=1736 images/s, loss=0.2278, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:03.888560, arrival_time=2021-04-10 01:58:26.452840, cost_time=0:00:25.425225 2021-04-10 01:58:24,043 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=2.01ms, fps=1732 images/s, loss=0.2282, top1-acc=92.06%, top5-acc=99.83%, remaining_time=0:00:02.391456, arrival_time=2021-04-10 01:58:26.434591, cost_time=0:00:26.903944 2021-04-10 01:58:25,528 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.70ms, fps=1726 images/s, loss=0.2298, top1-acc=91.99%, top5-acc=99.82%, remaining_time=0:00:00.896460, arrival_time=2021-04-10 01:58:26.425175, cost_time=0:00:28.387975 2021-04-10 01:58:26,350 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.68ms, fps=1656 images/s, loss=0.2302, top1-acc=91.95%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:26.350392, cost_time=0:00:29.211348 2021-04-10 01:58:26,779 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=4.95ms, fps=5979 images/s, loss=0.5117, top1-acc=84.73%, top5-acc=99.30%, remaining_time=0:00:01.284360, arrival_time=2021-04-10 01:58:28.064290, cost_time=0:00:00.428124 2021-04-10 01:58:27,083 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.43ms, fps=8445 images/s, loss=0.4976, top1-acc=85.16%, top5-acc=99.32%, remaining_time=0:00:00.731580, arrival_time=2021-04-10 01:58:27.815121, cost_time=0:00:00.731586 2021-04-10 01:58:27,394 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.46ms, fps=8247 images/s, loss=0.4979, top1-acc=84.96%, top5-acc=99.34%, remaining_time=0:00:00.347590, arrival_time=2021-04-10 01:58:27.742188, cost_time=0:00:01.042776 2021-04-10 01:58:27,673 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.08ms, fps=8336 images/s, loss=0.5155, top1-acc=84.83%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:27.673273, cost_time=0:00:01.321472 2021-04-10 01:58:27,757 INFO : Epoch=0071 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:05:46.382190, arrival_time=2021-04-10 03:04:14.139708, cost_time=0:36:12.039791 2021-04-10 01:58:27,759 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:58:29,463 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.28ms, fps=1502 images/s, loss=0.2338, top1-acc=91.91%, top5-acc=99.77%, remaining_time=0:00:31.693284, arrival_time=2021-04-10 01:59:01.156756, cost_time=0:00:01.703939 2021-04-10 01:58:30,942 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.2399, top1-acc=91.99%, top5-acc=99.79%, remaining_time=0:00:28.009344, arrival_time=2021-04-10 01:58:58.951620, cost_time=0:00:03.182886 2021-04-10 01:58:32,428 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.81ms, fps=1723 images/s, loss=0.2296, top1-acc=92.30%, top5-acc=99.80%, remaining_time=0:00:25.836074, arrival_time=2021-04-10 01:58:58.264688, cost_time=0:00:04.669175 2021-04-10 01:58:33,927 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.21ms, fps=1709 images/s, loss=0.2347, top1-acc=92.07%, top5-acc=99.82%, remaining_time=0:00:24.055356, arrival_time=2021-04-10 01:58:57.982908, cost_time=0:00:06.168043 2021-04-10 01:58:35,407 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.55ms, fps=1731 images/s, loss=0.2318, top1-acc=92.16%, top5-acc=99.81%, remaining_time=0:00:22.331722, arrival_time=2021-04-10 01:58:57.739046, cost_time=0:00:07.647846 2021-04-10 01:58:36,885 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.99ms, fps=1733 images/s, loss=0.2303, top1-acc=92.27%, top5-acc=99.80%, remaining_time=0:00:20.685192, arrival_time=2021-04-10 01:58:57.570456, cost_time=0:00:09.125812 2021-04-10 01:58:38,392 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.85ms, fps=1700 images/s, loss=0.2264, top1-acc=92.41%, top5-acc=99.82%, remaining_time=0:00:19.138392, arrival_time=2021-04-10 01:58:57.530365, cost_time=0:00:10.632420 2021-04-10 01:58:39,864 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.13ms, fps=1739 images/s, loss=0.2255, top1-acc=92.32%, top5-acc=99.82%, remaining_time=0:00:17.553120, arrival_time=2021-04-10 01:58:57.418073, cost_time=0:00:12.105576 2021-04-10 01:58:41,350 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.56ms, fps=1724 images/s, loss=0.2259, top1-acc=92.25%, top5-acc=99.83%, remaining_time=0:00:16.007166, arrival_time=2021-04-10 01:58:57.357612, cost_time=0:00:13.591005 2021-04-10 01:58:42,827 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=2.08ms, fps=1734 images/s, loss=0.2264, top1-acc=92.20%, top5-acc=99.82%, remaining_time=0:00:14.465376, arrival_time=2021-04-10 01:58:57.292903, cost_time=0:00:15.068052 2021-04-10 01:58:44,325 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.46ms, fps=1710 images/s, loss=0.2275, top1-acc=92.11%, top5-acc=99.83%, remaining_time=0:00:12.951342, arrival_time=2021-04-10 01:58:57.276353, cost_time=0:00:16.565629 2021-04-10 01:58:45,802 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=2.08ms, fps=1733 images/s, loss=0.2285, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:11.427284, arrival_time=2021-04-10 01:58:57.229790, cost_time=0:00:18.043117 2021-04-10 01:58:47,279 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.70ms, fps=1734 images/s, loss=0.2293, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:09.910230, arrival_time=2021-04-10 01:58:57.189858, cost_time=0:00:19.520214 2021-04-10 01:58:48,772 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.54ms, fps=1716 images/s, loss=0.2308, top1-acc=92.01%, top5-acc=99.83%, remaining_time=0:00:08.405040, arrival_time=2021-04-10 01:58:57.177133, cost_time=0:00:21.012559 2021-04-10 01:58:50,250 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.85ms, fps=1732 images/s, loss=0.2316, top1-acc=92.01%, top5-acc=99.82%, remaining_time=0:00:06.897240, arrival_time=2021-04-10 01:58:57.147671, cost_time=0:00:22.491028 2021-04-10 01:58:51,722 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.02ms, fps=1740 images/s, loss=0.2308, top1-acc=92.04%, top5-acc=99.82%, remaining_time=0:00:05.391648, arrival_time=2021-04-10 01:58:57.113927, cost_time=0:00:23.962833 2021-04-10 01:58:53,203 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.61ms, fps=1729 images/s, loss=0.2315, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:03.891498, arrival_time=2021-04-10 01:58:57.095300, cost_time=0:00:25.444423 2021-04-10 01:58:54,672 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.84ms, fps=1743 images/s, loss=0.2303, top1-acc=92.09%, top5-acc=99.83%, remaining_time=0:00:02.392304, arrival_time=2021-04-10 01:58:57.065208, cost_time=0:00:26.913468 2021-04-10 01:58:56,161 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=2.30ms, fps=1720 images/s, loss=0.2312, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:00.896910, arrival_time=2021-04-10 01:58:57.058534, cost_time=0:00:28.402198 2021-04-10 01:58:56,990 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=2.14ms, fps=1643 images/s, loss=0.2311, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:56.990036, cost_time=0:00:29.230606 2021-04-10 01:58:57,424 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=5.03ms, fps=5925 images/s, loss=0.4896, top1-acc=84.73%, top5-acc=99.41%, remaining_time=0:00:01.296180, arrival_time=2021-04-10 01:58:58.720566, cost_time=0:00:00.432057 2021-04-10 01:58:57,727 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=2.46ms, fps=8453 images/s, loss=0.4714, top1-acc=84.80%, top5-acc=99.43%, remaining_time=0:00:00.735440, arrival_time=2021-04-10 01:58:58.463202, cost_time=0:00:00.735430 2021-04-10 01:58:58,034 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.80ms, fps=8368 images/s, loss=0.4939, top1-acc=84.09%, top5-acc=99.43%, remaining_time=0:00:00.347310, arrival_time=2021-04-10 01:58:58.381512, cost_time=0:00:01.041919 2021-04-10 01:58:58,328 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.11ms, fps=7903 images/s, loss=0.5104, top1-acc=83.84%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:58.328127, cost_time=0:00:01.335818 2021-04-10 01:58:58,422 INFO : Epoch=0072 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:05:15.918976, arrival_time=2021-04-10 03:04:14.341110, cost_time=0:36:42.704448 2021-04-10 01:58:58,423 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:59:00,173 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=2.12ms, fps=1462 images/s, loss=0.2282, top1-acc=92.07%, top5-acc=99.92%, remaining_time=0:00:32.558370, arrival_time=2021-04-10 01:59:32.732054, cost_time=0:00:01.750452 2021-04-10 01:59:01,652 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.2192, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:28.420128, arrival_time=2021-04-10 01:59:30.072906, cost_time=0:00:03.229560 2021-04-10 01:59:03,133 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.61ms, fps=1730 images/s, loss=0.2071, top1-acc=92.98%, top5-acc=99.88%, remaining_time=0:00:26.063826, arrival_time=2021-04-10 01:59:29.197350, cost_time=0:00:04.710334 2021-04-10 01:59:04,619 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.53ms, fps=1724 images/s, loss=0.2059, top1-acc=92.97%, top5-acc=99.90%, remaining_time=0:00:24.165336, arrival_time=2021-04-10 01:59:28.784742, cost_time=0:00:06.196220 2021-04-10 01:59:06,107 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.47ms, fps=1721 images/s, loss=0.2078, top1-acc=92.96%, top5-acc=99.90%, remaining_time=0:00:22.439032, arrival_time=2021-04-10 01:59:28.546904, cost_time=0:00:07.684581 2021-04-10 01:59:07,587 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.31ms, fps=1731 images/s, loss=0.2094, top1-acc=92.88%, top5-acc=99.89%, remaining_time=0:00:20.772368, arrival_time=2021-04-10 01:59:28.359780, cost_time=0:00:09.164261 2021-04-10 01:59:09,067 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.73ms, fps=1730 images/s, loss=0.2109, top1-acc=92.80%, top5-acc=99.88%, remaining_time=0:00:19.159434, arrival_time=2021-04-10 01:59:28.226772, cost_time=0:00:10.644160 2021-04-10 01:59:10,543 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.53ms, fps=1735 images/s, loss=0.2141, top1-acc=92.69%, top5-acc=99.87%, remaining_time=0:00:17.573768, arrival_time=2021-04-10 01:59:28.116764, cost_time=0:00:12.119818 2021-04-10 01:59:12,020 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.04ms, fps=1734 images/s, loss=0.2135, top1-acc=92.75%, top5-acc=99.86%, remaining_time=0:00:16.013950, arrival_time=2021-04-10 01:59:28.034005, cost_time=0:00:13.596794 2021-04-10 01:59:13,508 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.43ms, fps=1721 images/s, loss=0.2150, top1-acc=92.66%, top5-acc=99.85%, remaining_time=0:00:14.481408, arrival_time=2021-04-10 01:59:27.989425, cost_time=0:00:15.084807 2021-04-10 01:59:14,991 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.94ms, fps=1726 images/s, loss=0.2168, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:12.953492, arrival_time=2021-04-10 01:59:27.945105, cost_time=0:00:16.568464 2021-04-10 01:59:16,472 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.14ms, fps=1729 images/s, loss=0.2174, top1-acc=92.53%, top5-acc=99.85%, remaining_time=0:00:11.431464, arrival_time=2021-04-10 01:59:27.904289, cost_time=0:00:18.049696 2021-04-10 01:59:17,947 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=2.12ms, fps=1736 images/s, loss=0.2198, top1-acc=92.47%, top5-acc=99.83%, remaining_time=0:00:09.912474, arrival_time=2021-04-10 01:59:27.860155, cost_time=0:00:19.524546 2021-04-10 01:59:19,423 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=0.2196, top1-acc=92.45%, top5-acc=99.82%, remaining_time=0:00:08.400168, arrival_time=2021-04-10 01:59:27.823677, cost_time=0:00:21.000374 2021-04-10 01:59:20,901 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.81ms, fps=1732 images/s, loss=0.2215, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:06.893376, arrival_time=2021-04-10 01:59:27.794914, cost_time=0:00:22.478408 2021-04-10 01:59:22,374 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.95ms, fps=1739 images/s, loss=0.2224, top1-acc=92.27%, top5-acc=99.82%, remaining_time=0:00:05.389020, arrival_time=2021-04-10 01:59:27.763465, cost_time=0:00:23.951245 2021-04-10 01:59:23,852 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=2.04ms, fps=1733 images/s, loss=0.2242, top1-acc=92.22%, top5-acc=99.82%, remaining_time=0:00:03.889132, arrival_time=2021-04-10 01:59:27.741262, cost_time=0:00:25.428993 2021-04-10 01:59:25,328 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=2.04ms, fps=1734 images/s, loss=0.2256, top1-acc=92.17%, top5-acc=99.82%, remaining_time=0:00:02.391616, arrival_time=2021-04-10 01:59:27.720375, cost_time=0:00:26.905590 2021-04-10 01:59:26,809 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=2.21ms, fps=1729 images/s, loss=0.2262, top1-acc=92.16%, top5-acc=99.81%, remaining_time=0:00:00.896412, arrival_time=2021-04-10 01:59:27.706014, cost_time=0:00:28.386470 2021-04-10 01:59:27,608 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.60ms, fps=1704 images/s, loss=0.2265, top1-acc=92.17%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:27.608111, cost_time=0:00:29.184943 2021-04-10 01:59:28,024 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.41ms, fps=6180 images/s, loss=0.4624, top1-acc=85.39%, top5-acc=99.49%, remaining_time=0:00:01.242720, arrival_time=2021-04-10 01:59:29.267390, cost_time=0:00:00.414241 2021-04-10 01:59:28,369 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=2.74ms, fps=7444 images/s, loss=0.4704, top1-acc=85.10%, top5-acc=99.51%, remaining_time=0:00:00.758720, arrival_time=2021-04-10 01:59:29.127920, cost_time=0:00:00.758717 2021-04-10 01:59:28,671 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=2.28ms, fps=8476 images/s, loss=0.4794, top1-acc=84.74%, top5-acc=99.43%, remaining_time=0:00:00.353820, arrival_time=2021-04-10 01:59:29.025663, cost_time=0:00:01.061451 2021-04-10 01:59:28,955 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.08ms, fps=8184 images/s, loss=0.4768, top1-acc=84.56%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:28.955751, cost_time=0:00:01.345419 2021-04-10 01:59:29,034 INFO : Epoch=0073 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:04:45.358625, arrival_time=2021-04-10 03:04:14.392689, cost_time=0:37:13.316367 2021-04-10 01:59:29,035 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:59:30,742 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.39ms, fps=1500 images/s, loss=0.2330, top1-acc=92.11%, top5-acc=99.88%, remaining_time=0:00:31.753362, arrival_time=2021-04-10 02:00:02.495693, cost_time=0:00:01.707173 2021-04-10 01:59:32,230 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.18ms, fps=1721 images/s, loss=0.2243, top1-acc=92.34%, top5-acc=99.90%, remaining_time=0:00:28.119168, arrival_time=2021-04-10 02:00:00.349822, cost_time=0:00:03.195358 2021-04-10 01:59:33,712 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.24ms, fps=1729 images/s, loss=0.2173, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:25.878902, arrival_time=2021-04-10 01:59:59.590994, cost_time=0:00:04.676916 2021-04-10 01:59:35,194 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.45ms, fps=1728 images/s, loss=0.2156, top1-acc=92.73%, top5-acc=99.87%, remaining_time=0:00:24.019476, arrival_time=2021-04-10 01:59:59.213520, cost_time=0:00:06.158842 2021-04-10 01:59:36,672 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=2.25ms, fps=1732 images/s, loss=0.2172, top1-acc=92.65%, top5-acc=99.88%, remaining_time=0:00:22.302230, arrival_time=2021-04-10 01:59:58.975112, cost_time=0:00:07.637773 2021-04-10 01:59:38,175 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.55ms, fps=1705 images/s, loss=0.2158, top1-acc=92.66%, top5-acc=99.86%, remaining_time=0:00:20.717424, arrival_time=2021-04-10 01:59:58.892673, cost_time=0:00:09.140048 2021-04-10 01:59:39,662 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.78ms, fps=1727 images/s, loss=0.2172, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:19.129572, arrival_time=2021-04-10 01:59:58.792332, cost_time=0:00:10.627549 2021-04-10 01:59:41,139 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.53ms, fps=1734 images/s, loss=0.2175, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:17.551728, arrival_time=2021-04-10 01:59:58.691502, cost_time=0:00:12.104619 2021-04-10 01:59:42,617 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=2.15ms, fps=1733 images/s, loss=0.2174, top1-acc=92.51%, top5-acc=99.87%, remaining_time=0:00:15.996672, arrival_time=2021-04-10 01:59:58.613883, cost_time=0:00:13.582097 2021-04-10 01:59:44,094 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.2169, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:14.457024, arrival_time=2021-04-10 01:59:58.551493, cost_time=0:00:15.059362 2021-04-10 01:59:45,573 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.99ms, fps=1732 images/s, loss=0.2175, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:12.929670, arrival_time=2021-04-10 01:59:58.502741, cost_time=0:00:16.537898 2021-04-10 01:59:47,054 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.69ms, fps=1728 images/s, loss=0.2175, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:11.412388, arrival_time=2021-04-10 01:59:58.467075, cost_time=0:00:18.019502 2021-04-10 01:59:48,533 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.85ms, fps=1732 images/s, loss=0.2181, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:09.899076, arrival_time=2021-04-10 01:59:58.432430, cost_time=0:00:19.498225 2021-04-10 01:59:50,016 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=0.2206, top1-acc=92.41%, top5-acc=99.86%, remaining_time=0:00:08.392496, arrival_time=2021-04-10 01:59:58.408845, cost_time=0:00:20.981240 2021-04-10 01:59:51,494 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.57ms, fps=1733 images/s, loss=0.2211, top1-acc=92.41%, top5-acc=99.85%, remaining_time=0:00:06.887442, arrival_time=2021-04-10 01:59:58.381545, cost_time=0:00:22.458991 2021-04-10 01:59:52,967 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.58ms, fps=1738 images/s, loss=0.2217, top1-acc=92.35%, top5-acc=99.84%, remaining_time=0:00:05.384736, arrival_time=2021-04-10 01:59:58.352072, cost_time=0:00:23.932225 2021-04-10 01:59:54,445 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.62ms, fps=1733 images/s, loss=0.2230, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:03.886220, arrival_time=2021-04-10 01:59:58.331323, cost_time=0:00:25.409940 2021-04-10 01:59:55,919 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=2.05ms, fps=1737 images/s, loss=0.2251, top1-acc=92.31%, top5-acc=99.83%, remaining_time=0:00:02.389712, arrival_time=2021-04-10 01:59:58.309192, cost_time=0:00:26.884323 2021-04-10 01:59:57,405 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=3.10ms, fps=1724 images/s, loss=0.2261, top1-acc=92.26%, top5-acc=99.83%, remaining_time=0:00:00.895896, arrival_time=2021-04-10 01:59:58.301109, cost_time=0:00:28.370105 2021-04-10 01:59:58,212 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.97ms, fps=1686 images/s, loss=0.2258, top1-acc=92.26%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:58.212192, cost_time=0:00:29.177041 2021-04-10 01:59:58,649 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=6.09ms, fps=5890 images/s, loss=0.4720, top1-acc=84.80%, top5-acc=99.61%, remaining_time=0:00:01.303950, arrival_time=2021-04-10 01:59:59.952983, cost_time=0:00:00.434649 2021-04-10 01:59:58,961 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.45ms, fps=8212 images/s, loss=0.4787, top1-acc=84.82%, top5-acc=99.45%, remaining_time=0:00:00.746880, arrival_time=2021-04-10 01:59:59.708269, cost_time=0:00:00.746887 2021-04-10 01:59:59,263 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=2.24ms, fps=8497 images/s, loss=0.4839, top1-acc=84.58%, top5-acc=99.39%, remaining_time=0:00:00.349650, arrival_time=2021-04-10 01:59:59.612989, cost_time=0:00:01.048948 2021-04-10 01:59:59,547 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.15ms, fps=8187 images/s, loss=0.4856, top1-acc=84.76%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:59.547251, cost_time=0:00:01.332885 2021-04-10 01:59:59,634 INFO : Epoch=0074 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:04:14.776464, arrival_time=2021-04-10 03:04:14.410530, cost_time=0:37:43.916372 2021-04-10 01:59:59,634 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 02:00:01,290 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.43ms, fps=1546 images/s, loss=0.2321, top1-acc=92.38%, top5-acc=99.80%, remaining_time=0:00:30.793788, arrival_time=2021-04-10 02:00:32.084545, cost_time=0:00:01.655579 2021-04-10 02:00:02,774 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.96ms, fps=1726 images/s, loss=0.2194, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:00:27.626016, arrival_time=2021-04-10 02:00:30.400442, cost_time=0:00:03.139325 2021-04-10 02:00:04,250 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.2182, top1-acc=92.80%, top5-acc=99.79%, remaining_time=0:00:25.536942, arrival_time=2021-04-10 02:00:29.787138, cost_time=0:00:04.615105 2021-04-10 02:00:05,727 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=2.54ms, fps=1734 images/s, loss=0.2200, top1-acc=92.67%, top5-acc=99.79%, remaining_time=0:00:23.757396, arrival_time=2021-04-10 02:00:29.484305, cost_time=0:00:06.091659 2021-04-10 02:00:07,199 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.39ms, fps=1739 images/s, loss=0.2171, top1-acc=92.66%, top5-acc=99.81%, remaining_time=0:00:22.087026, arrival_time=2021-04-10 02:00:29.286203, cost_time=0:00:07.564072 2021-04-10 02:00:08,683 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.87ms, fps=1725 images/s, loss=0.2152, top1-acc=92.66%, top5-acc=99.83%, remaining_time=0:00:20.509752, arrival_time=2021-04-10 02:00:29.193391, cost_time=0:00:09.048393 2021-04-10 02:00:10,162 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.35ms, fps=1732 images/s, loss=0.2158, top1-acc=92.72%, top5-acc=99.85%, remaining_time=0:00:18.949770, arrival_time=2021-04-10 02:00:29.112536, cost_time=0:00:10.527660 2021-04-10 02:00:11,642 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=2.05ms, fps=1731 images/s, loss=0.2186, top1-acc=92.64%, top5-acc=99.83%, remaining_time=0:00:17.410092, arrival_time=2021-04-10 02:00:29.052251, cost_time=0:00:12.006978 2021-04-10 02:00:13,114 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.88ms, fps=1739 images/s, loss=0.2208, top1-acc=92.57%, top5-acc=99.84%, remaining_time=0:00:15.876044, arrival_time=2021-04-10 02:00:28.990830, cost_time=0:00:13.479697 2021-04-10 02:00:14,596 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.99ms, fps=1729 images/s, loss=0.2221, top1-acc=92.49%, top5-acc=99.84%, remaining_time=0:00:14.362368, arrival_time=2021-04-10 02:00:28.958334, cost_time=0:00:14.960801 2021-04-10 02:00:16,083 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.16ms, fps=1722 images/s, loss=0.2233, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:00:12.859408, arrival_time=2021-04-10 02:00:28.942575, cost_time=0:00:16.448031 2021-04-10 02:00:17,563 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.49ms, fps=1730 images/s, loss=0.2230, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:00:11.354856, arrival_time=2021-04-10 02:00:28.918613, cost_time=0:00:17.928664 2021-04-10 02:00:19,045 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.2245, top1-acc=92.40%, top5-acc=99.82%, remaining_time=0:00:09.854262, arrival_time=2021-04-10 02:00:28.899249, cost_time=0:00:19.409854 2021-04-10 02:00:20,519 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=0.2229, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:08.353800, arrival_time=2021-04-10 02:00:28.873394, cost_time=0:00:20.884501 2021-04-10 02:00:22,001 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=2.15ms, fps=1728 images/s, loss=0.2228, top1-acc=92.42%, top5-acc=99.82%, remaining_time=0:00:06.859014, arrival_time=2021-04-10 02:00:28.860586, cost_time=0:00:22.366403 2021-04-10 02:00:23,493 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.90ms, fps=1717 images/s, loss=0.2234, top1-acc=92.39%, top5-acc=99.82%, remaining_time=0:00:05.368104, arrival_time=2021-04-10 02:00:28.861538, cost_time=0:00:23.858263 2021-04-10 02:00:24,973 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.91ms, fps=1730 images/s, loss=0.2240, top1-acc=92.38%, top5-acc=99.82%, remaining_time=0:00:03.875300, arrival_time=2021-04-10 02:00:28.848873, cost_time=0:00:25.338459 2021-04-10 02:00:26,442 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.91ms, fps=1744 images/s, loss=0.2241, top1-acc=92.37%, top5-acc=99.83%, remaining_time=0:00:02.382848, arrival_time=2021-04-10 02:00:28.824962, cost_time=0:00:26.806974 2021-04-10 02:00:27,918 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=2.02ms, fps=1735 images/s, loss=0.2234, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:00.893154, arrival_time=2021-04-10 02:00:28.811489, cost_time=0:00:28.283239 2021-04-10 02:00:28,731 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.74ms, fps=1673 images/s, loss=0.2238, top1-acc=92.42%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:28.731873, cost_time=0:00:29.096731 2021-04-10 02:00:29,165 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.46ms, fps=5934 images/s, loss=0.5049, top1-acc=85.23%, top5-acc=99.30%, remaining_time=0:00:01.294200, arrival_time=2021-04-10 02:00:30.459681, cost_time=0:00:00.431395 2021-04-10 02:00:29,465 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.69ms, fps=8554 images/s, loss=0.5101, top1-acc=84.88%, top5-acc=99.37%, remaining_time=0:00:00.731180, arrival_time=2021-04-10 02:00:30.196446, cost_time=0:00:00.731185 2021-04-10 02:00:29,767 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=3.53ms, fps=8488 images/s, loss=0.5174, top1-acc=84.82%, top5-acc=99.36%, remaining_time=0:00:00.344420, arrival_time=2021-04-10 02:00:30.111774, cost_time=0:00:01.033269 2021-04-10 02:00:30,044 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.10ms, fps=8392 images/s, loss=0.5173, top1-acc=84.79%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:30.044336, cost_time=0:00:01.310213 2021-04-10 02:00:30,151 INFO : Epoch=0075 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:03:44.055500, arrival_time=2021-04-10 03:04:14.206508, cost_time=0:38:14.433269 2021-04-10 02:00:30,152 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:00:31,825 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.36ms, fps=1531 images/s, loss=0.2021, top1-acc=93.16%, top5-acc=99.92%, remaining_time=0:00:31.101432, arrival_time=2021-04-10 02:01:02.926589, cost_time=0:00:01.672123 2021-04-10 02:00:33,314 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.61ms, fps=1720 images/s, loss=0.2126, top1-acc=92.79%, top5-acc=99.90%, remaining_time=0:00:27.819088, arrival_time=2021-04-10 02:01:01.133387, cost_time=0:00:03.161263 2021-04-10 02:00:34,800 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.83ms, fps=1723 images/s, loss=0.2151, top1-acc=92.55%, top5-acc=99.84%, remaining_time=0:00:25.718380, arrival_time=2021-04-10 02:01:00.519149, cost_time=0:00:04.647900 2021-04-10 02:00:36,283 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.17ms, fps=1728 images/s, loss=0.2116, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:23.906688, arrival_time=2021-04-10 02:01:00.189632, cost_time=0:00:06.129931 2021-04-10 02:00:37,786 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=2.39ms, fps=1703 images/s, loss=0.2130, top1-acc=92.56%, top5-acc=99.86%, remaining_time=0:00:22.289966, arrival_time=2021-04-10 02:01:00.076386, cost_time=0:00:07.633531 2021-04-10 02:00:39,260 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.74ms, fps=1737 images/s, loss=0.2144, top1-acc=92.59%, top5-acc=99.85%, remaining_time=0:00:20.643576, arrival_time=2021-04-10 02:00:59.903935, cost_time=0:00:09.107447 2021-04-10 02:00:40,744 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.82ms, fps=1725 images/s, loss=0.2166, top1-acc=92.51%, top5-acc=99.85%, remaining_time=0:00:19.065060, arrival_time=2021-04-10 02:00:59.809678, cost_time=0:00:10.591686 2021-04-10 02:00:42,213 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.55ms, fps=1743 images/s, loss=0.2170, top1-acc=92.49%, top5-acc=99.83%, remaining_time=0:00:17.488276, arrival_time=2021-04-10 02:00:59.702060, cost_time=0:00:12.060874 2021-04-10 02:00:43,700 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.88ms, fps=1723 images/s, loss=0.2172, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:15.955968, arrival_time=2021-04-10 02:00:59.656441, cost_time=0:00:13.547493 2021-04-10 02:00:45,179 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.44ms, fps=1732 images/s, loss=0.2192, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:14.424960, arrival_time=2021-04-10 02:00:59.603900, cost_time=0:00:15.026015 2021-04-10 02:00:46,654 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.73ms, fps=1736 images/s, loss=0.2188, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:00:12.901118, arrival_time=2021-04-10 02:00:59.555462, cost_time=0:00:16.501405 2021-04-10 02:00:48,131 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.80ms, fps=1734 images/s, loss=0.2196, top1-acc=92.45%, top5-acc=99.83%, remaining_time=0:00:11.386320, arrival_time=2021-04-10 02:00:59.517648, cost_time=0:00:17.978415 2021-04-10 02:00:49,607 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.55ms, fps=1735 images/s, loss=0.2218, top1-acc=92.42%, top5-acc=99.83%, remaining_time=0:00:09.876768, arrival_time=2021-04-10 02:00:59.483903, cost_time=0:00:19.454225 2021-04-10 02:00:51,093 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.88ms, fps=1723 images/s, loss=0.2225, top1-acc=92.36%, top5-acc=99.83%, remaining_time=0:00:08.376200, arrival_time=2021-04-10 02:00:59.469551, cost_time=0:00:20.940434 2021-04-10 02:00:52,594 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.43ms, fps=1706 images/s, loss=0.2244, top1-acc=92.29%, top5-acc=99.83%, remaining_time=0:00:06.881968, arrival_time=2021-04-10 02:00:59.476024, cost_time=0:00:22.441188 2021-04-10 02:00:54,064 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.76ms, fps=1742 images/s, loss=0.2258, top1-acc=92.25%, top5-acc=99.83%, remaining_time=0:00:05.379984, arrival_time=2021-04-10 02:00:59.444009, cost_time=0:00:23.911103 2021-04-10 02:00:55,581 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.69ms, fps=1688 images/s, loss=0.2259, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:03.889080, arrival_time=2021-04-10 02:00:59.470560, cost_time=0:00:25.428555 2021-04-10 02:00:57,065 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.90ms, fps=1725 images/s, loss=0.2259, top1-acc=92.28%, top5-acc=99.82%, remaining_time=0:00:02.392240, arrival_time=2021-04-10 02:00:59.457984, cost_time=0:00:26.912777 2021-04-10 02:00:58,559 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=2.70ms, fps=1715 images/s, loss=0.2254, top1-acc=92.31%, top5-acc=99.83%, remaining_time=0:00:00.897030, arrival_time=2021-04-10 02:00:59.456006, cost_time=0:00:28.406016 2021-04-10 02:00:59,382 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.65ms, fps=1652 images/s, loss=0.2254, top1-acc=92.33%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:59.382915, cost_time=0:00:29.230001 2021-04-10 02:00:59,787 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=5.01ms, fps=6369 images/s, loss=0.6260, top1-acc=82.19%, top5-acc=99.53%, remaining_time=0:00:01.205790, arrival_time=2021-04-10 02:01:00.992821, cost_time=0:00:00.401929 2021-04-10 02:01:00,106 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=2.34ms, fps=8027 images/s, loss=0.6580, top1-acc=81.70%, top5-acc=99.45%, remaining_time=0:00:00.721180, arrival_time=2021-04-10 02:01:00.827569, cost_time=0:00:00.721189 2021-04-10 02:01:00,433 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=3.55ms, fps=7850 images/s, loss=0.6635, top1-acc=81.42%, top5-acc=99.43%, remaining_time=0:00:00.349310, arrival_time=2021-04-10 02:01:00.782364, cost_time=0:00:01.047944 2021-04-10 02:01:00,711 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=8347 images/s, loss=0.6661, top1-acc=81.44%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:00.711326, cost_time=0:00:01.326243 2021-04-10 02:01:00,815 INFO : Epoch=0076 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:03:13.581228, arrival_time=2021-04-10 03:04:14.397140, cost_time=0:38:45.098184 2021-04-10 02:01:00,817 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:01:02,500 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.95ms, fps=1522 images/s, loss=0.2087, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:31.293756, arrival_time=2021-04-10 02:01:33.794073, cost_time=0:00:01.682460 2021-04-10 02:01:03,998 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.76ms, fps=1710 images/s, loss=0.2043, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:27.985936, arrival_time=2021-04-10 02:01:31.984019, cost_time=0:00:03.180227 2021-04-10 02:01:05,479 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.57ms, fps=1728 images/s, loss=0.2036, top1-acc=93.07%, top5-acc=99.84%, remaining_time=0:00:25.797396, arrival_time=2021-04-10 02:01:31.277289, cost_time=0:00:04.662193 2021-04-10 02:01:06,974 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.63ms, fps=1713 images/s, loss=0.2071, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:24.010896, arrival_time=2021-04-10 02:01:30.985307, cost_time=0:00:06.156645 2021-04-10 02:01:08,452 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.64ms, fps=1733 images/s, loss=0.2098, top1-acc=92.75%, top5-acc=99.84%, remaining_time=0:00:22.292010, arrival_time=2021-04-10 02:01:30.743979, cost_time=0:00:07.634228 2021-04-10 02:01:09,935 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.54ms, fps=1726 images/s, loss=0.2135, top1-acc=92.58%, top5-acc=99.86%, remaining_time=0:00:20.666560, arrival_time=2021-04-10 02:01:30.601940, cost_time=0:00:09.117630 2021-04-10 02:01:11,421 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.47ms, fps=1723 images/s, loss=0.2116, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:19.086732, arrival_time=2021-04-10 02:01:30.508161, cost_time=0:00:10.603725 2021-04-10 02:01:12,895 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.2097, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:17.513332, arrival_time=2021-04-10 02:01:30.409216, cost_time=0:00:12.078181 2021-04-10 02:01:14,395 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.95ms, fps=1708 images/s, loss=0.2125, top1-acc=92.56%, top5-acc=99.87%, remaining_time=0:00:15.991266, arrival_time=2021-04-10 02:01:30.386601, cost_time=0:00:13.577533 2021-04-10 02:01:15,880 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=2.00ms, fps=1724 images/s, loss=0.2125, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:14.460192, arrival_time=2021-04-10 02:01:30.340728, cost_time=0:00:15.062690 2021-04-10 02:01:17,358 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.72ms, fps=1733 images/s, loss=0.2117, top1-acc=92.67%, top5-acc=99.86%, remaining_time=0:00:12.931390, arrival_time=2021-04-10 02:01:30.289358, cost_time=0:00:16.540187 2021-04-10 02:01:18,865 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.50ms, fps=1698 images/s, loss=0.2124, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:11.430476, arrival_time=2021-04-10 02:01:30.296374, cost_time=0:00:18.048093 2021-04-10 02:01:20,351 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.62ms, fps=1724 images/s, loss=0.2156, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:09.916896, arrival_time=2021-04-10 02:01:30.268080, cost_time=0:00:19.533342 2021-04-10 02:01:21,842 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.53ms, fps=1722 images/s, loss=0.2163, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:08.409856, arrival_time=2021-04-10 02:01:30.252348, cost_time=0:00:21.024691 2021-04-10 02:01:23,322 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.93ms, fps=1731 images/s, loss=0.2172, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:06.901334, arrival_time=2021-04-10 02:01:30.223388, cost_time=0:00:22.504357 2021-04-10 02:01:24,793 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=0.2183, top1-acc=92.45%, top5-acc=99.84%, remaining_time=0:00:05.394492, arrival_time=2021-04-10 02:01:30.187935, cost_time=0:00:23.975570 2021-04-10 02:01:26,271 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.90ms, fps=1733 images/s, loss=0.2190, top1-acc=92.41%, top5-acc=99.84%, remaining_time=0:00:03.892902, arrival_time=2021-04-10 02:01:30.164218, cost_time=0:00:25.453596 2021-04-10 02:01:27,739 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.88ms, fps=1744 images/s, loss=0.2193, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:02.393024, arrival_time=2021-04-10 02:01:30.132363, cost_time=0:00:26.921603 2021-04-10 02:01:29,234 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.58ms, fps=1712 images/s, loss=0.2210, top1-acc=92.35%, top5-acc=99.83%, remaining_time=0:00:00.897378, arrival_time=2021-04-10 02:01:30.132255, cost_time=0:00:28.417019 2021-04-10 02:01:30,037 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.52ms, fps=1697 images/s, loss=0.2216, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:30.036939, cost_time=0:00:29.219176 2021-04-10 02:01:30,451 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.32ms, fps=6217 images/s, loss=0.4955, top1-acc=84.65%, top5-acc=99.69%, remaining_time=0:00:01.235370, arrival_time=2021-04-10 02:01:31.686351, cost_time=0:00:00.411789 2021-04-10 02:01:30,762 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=2.59ms, fps=8248 images/s, loss=0.5020, top1-acc=84.41%, top5-acc=99.47%, remaining_time=0:00:00.722680, arrival_time=2021-04-10 02:01:31.484646, cost_time=0:00:00.722679 2021-04-10 02:01:31,067 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.96ms, fps=8396 images/s, loss=0.5098, top1-acc=84.17%, top5-acc=99.45%, remaining_time=0:00:00.342870, arrival_time=2021-04-10 02:01:31.410660, cost_time=0:00:01.028602 2021-04-10 02:01:31,356 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.11ms, fps=8044 images/s, loss=0.5105, top1-acc=84.27%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:31.356662, cost_time=0:00:01.317472 2021-04-10 02:01:31,426 INFO : Epoch=0077 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:02:43.015506, arrival_time=2021-04-10 03:04:14.442126, cost_time=0:39:15.708891 2021-04-10 02:01:31,428 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:01:33,127 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.57ms, fps=1507 images/s, loss=0.2077, top1-acc=92.54%, top5-acc=99.88%, remaining_time=0:00:31.602888, arrival_time=2021-04-10 02:02:04.730371, cost_time=0:00:01.699079 2021-04-10 02:01:34,607 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.83ms, fps=1731 images/s, loss=0.2130, top1-acc=92.34%, top5-acc=99.88%, remaining_time=0:00:27.971856, arrival_time=2021-04-10 02:02:02.578843, cost_time=0:00:03.178616 2021-04-10 02:01:36,095 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.62ms, fps=1721 images/s, loss=0.2119, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:25.823126, arrival_time=2021-04-10 02:02:01.918480, cost_time=0:00:04.666844 2021-04-10 02:01:37,586 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.91ms, fps=1718 images/s, loss=0.2091, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:24.015888, arrival_time=2021-04-10 02:02:01.602252, cost_time=0:00:06.157936 2021-04-10 02:01:39,066 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=0.2096, top1-acc=92.65%, top5-acc=99.87%, remaining_time=0:00:22.301792, arrival_time=2021-04-10 02:02:01.367761, cost_time=0:00:07.637596 2021-04-10 02:01:40,542 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.13ms, fps=1734 images/s, loss=0.2098, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:20.659080, arrival_time=2021-04-10 02:02:01.201767, cost_time=0:00:09.114278 2021-04-10 02:01:42,024 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.34ms, fps=1729 images/s, loss=0.2100, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:19.072494, arrival_time=2021-04-10 02:02:01.096782, cost_time=0:00:10.595806 2021-04-10 02:01:43,497 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.03ms, fps=1738 images/s, loss=0.2094, top1-acc=92.69%, top5-acc=99.87%, remaining_time=0:00:17.499992, arrival_time=2021-04-10 02:02:00.997418, cost_time=0:00:12.068983 2021-04-10 02:01:44,976 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.75ms, fps=1731 images/s, loss=0.2087, top1-acc=92.70%, top5-acc=99.87%, remaining_time=0:00:15.956922, arrival_time=2021-04-10 02:02:00.933657, cost_time=0:00:13.548323 2021-04-10 02:01:46,459 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.95ms, fps=1727 images/s, loss=0.2092, top1-acc=92.69%, top5-acc=99.87%, remaining_time=0:00:14.430048, arrival_time=2021-04-10 02:02:00.889727, cost_time=0:00:15.031277 2021-04-10 02:01:47,932 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.82ms, fps=1738 images/s, loss=0.2093, top1-acc=92.71%, top5-acc=99.86%, remaining_time=0:00:12.903526, arrival_time=2021-04-10 02:02:00.836344, cost_time=0:00:16.504463 2021-04-10 02:01:49,409 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.43ms, fps=1734 images/s, loss=0.2089, top1-acc=92.76%, top5-acc=99.86%, remaining_time=0:00:11.387992, arrival_time=2021-04-10 02:02:00.797384, cost_time=0:00:17.980985 2021-04-10 02:01:50,925 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.53ms, fps=1689 images/s, loss=0.2097, top1-acc=92.71%, top5-acc=99.85%, remaining_time=0:00:09.898482, arrival_time=2021-04-10 02:02:00.824088, cost_time=0:00:19.497065 2021-04-10 02:01:52,410 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.63ms, fps=1725 images/s, loss=0.2125, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:08.392720, arrival_time=2021-04-10 02:02:00.803002, cost_time=0:00:20.981835 2021-04-10 02:01:53,883 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.36ms, fps=1739 images/s, loss=0.2137, top1-acc=92.57%, top5-acc=99.84%, remaining_time=0:00:06.886062, arrival_time=2021-04-10 02:02:00.769065, cost_time=0:00:22.454574 2021-04-10 02:01:55,368 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.35ms, fps=1724 images/s, loss=0.2150, top1-acc=92.56%, top5-acc=99.84%, remaining_time=0:00:05.386572, arrival_time=2021-04-10 02:02:00.755282, cost_time=0:00:23.940352 2021-04-10 02:01:56,840 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.2149, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:03.886506, arrival_time=2021-04-10 02:02:00.726767, cost_time=0:00:25.411813 2021-04-10 02:01:58,315 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.66ms, fps=1736 images/s, loss=0.2155, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:02.389984, arrival_time=2021-04-10 02:02:00.705761, cost_time=0:00:26.887294 2021-04-10 02:01:59,807 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.89ms, fps=1717 images/s, loss=0.2154, top1-acc=92.61%, top5-acc=99.84%, remaining_time=0:00:00.896172, arrival_time=2021-04-10 02:02:00.703444, cost_time=0:00:28.378734 2021-04-10 02:02:00,621 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.69ms, fps=1672 images/s, loss=0.2164, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:00.621598, cost_time=0:00:29.193196 2021-04-10 02:02:01,043 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.31ms, fps=6103 images/s, loss=0.4524, top1-acc=85.27%, top5-acc=99.26%, remaining_time=0:00:01.258440, arrival_time=2021-04-10 02:02:02.301782, cost_time=0:00:00.419478 2021-04-10 02:02:01,352 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=2.28ms, fps=8309 images/s, loss=0.4500, top1-acc=85.57%, top5-acc=99.30%, remaining_time=0:00:00.728080, arrival_time=2021-04-10 02:02:02.080112, cost_time=0:00:00.728088 2021-04-10 02:02:01,649 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.41ms, fps=8629 images/s, loss=0.4558, top1-acc=85.13%, top5-acc=99.21%, remaining_time=0:00:00.341820, arrival_time=2021-04-10 02:02:01.991112, cost_time=0:00:01.025469 2021-04-10 02:02:01,923 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=8474 images/s, loss=0.4517, top1-acc=85.20%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:01.923415, cost_time=0:00:01.299605 2021-04-10 02:02:01,980 INFO : Epoch=0078 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:02:12.358932, arrival_time=2021-04-10 03:04:14.338895, cost_time=0:39:46.262268 2021-04-10 02:02:01,980 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:02:03,679 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.37ms, fps=1508 images/s, loss=0.2091, top1-acc=92.93%, top5-acc=99.92%, remaining_time=0:00:31.580940, arrival_time=2021-04-10 02:02:35.259936, cost_time=0:00:01.697905 2021-04-10 02:02:05,174 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.55ms, fps=1712 images/s, loss=0.2085, top1-acc=92.85%, top5-acc=99.86%, remaining_time=0:00:28.104736, arrival_time=2021-04-10 02:02:33.279580, cost_time=0:00:03.193724 2021-04-10 02:02:06,653 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.2091, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:00:25.854666, arrival_time=2021-04-10 02:02:32.508215, cost_time=0:00:04.672521 2021-04-10 02:02:08,132 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.93ms, fps=1732 images/s, loss=0.2105, top1-acc=92.71%, top5-acc=99.84%, remaining_time=0:00:23.989836, arrival_time=2021-04-10 02:02:32.122084, cost_time=0:00:06.151259 2021-04-10 02:02:09,611 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.89ms, fps=1731 images/s, loss=0.2129, top1-acc=92.57%, top5-acc=99.84%, remaining_time=0:00:22.281790, arrival_time=2021-04-10 02:02:31.893676, cost_time=0:00:07.630765 2021-04-10 02:02:11,089 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=2.16ms, fps=1733 images/s, loss=0.2141, top1-acc=92.47%, top5-acc=99.84%, remaining_time=0:00:20.645616, arrival_time=2021-04-10 02:02:31.735025, cost_time=0:00:09.108377 2021-04-10 02:02:12,572 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=2.19ms, fps=1727 images/s, loss=0.2125, top1-acc=92.52%, top5-acc=99.85%, remaining_time=0:00:19.064808, arrival_time=2021-04-10 02:02:31.637415, cost_time=0:00:10.591561 2021-04-10 02:02:14,058 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.59ms, fps=1724 images/s, loss=0.2146, top1-acc=92.43%, top5-acc=99.85%, remaining_time=0:00:17.512172, arrival_time=2021-04-10 02:02:31.570493, cost_time=0:00:12.077333 2021-04-10 02:02:15,538 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.14ms, fps=1730 images/s, loss=0.2169, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:15.967628, arrival_time=2021-04-10 02:02:31.506174, cost_time=0:00:13.557398 2021-04-10 02:02:17,010 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=2.04ms, fps=1740 images/s, loss=0.2148, top1-acc=92.46%, top5-acc=99.87%, remaining_time=0:00:14.428512, arrival_time=2021-04-10 02:02:31.439275, cost_time=0:00:15.029730 2021-04-10 02:02:18,493 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.85ms, fps=1728 images/s, loss=0.2141, top1-acc=92.45%, top5-acc=99.88%, remaining_time=0:00:12.909288, arrival_time=2021-04-10 02:02:31.402223, cost_time=0:00:16.511897 2021-04-10 02:02:19,976 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=2.17ms, fps=1727 images/s, loss=0.2143, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:11.396808, arrival_time=2021-04-10 02:02:31.372788, cost_time=0:00:17.994987 2021-04-10 02:02:21,449 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=0.2143, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:09.883896, arrival_time=2021-04-10 02:02:31.333172, cost_time=0:00:19.468236 2021-04-10 02:02:22,928 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.45ms, fps=1731 images/s, loss=0.2145, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:08.379112, arrival_time=2021-04-10 02:02:31.307932, cost_time=0:00:20.947781 2021-04-10 02:02:24,408 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.2156, top1-acc=92.46%, top5-acc=99.86%, remaining_time=0:00:06.877690, arrival_time=2021-04-10 02:02:31.285899, cost_time=0:00:22.427183 2021-04-10 02:02:25,883 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=2.16ms, fps=1736 images/s, loss=0.2164, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:05.378076, arrival_time=2021-04-10 02:02:31.261719, cost_time=0:00:23.902604 2021-04-10 02:02:27,363 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.52ms, fps=1730 images/s, loss=0.2170, top1-acc=92.46%, top5-acc=99.86%, remaining_time=0:00:03.882034, arrival_time=2021-04-10 02:02:31.245530, cost_time=0:00:25.382506 2021-04-10 02:02:28,841 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=2.05ms, fps=1733 images/s, loss=0.2171, top1-acc=92.46%, top5-acc=99.86%, remaining_time=0:00:02.387584, arrival_time=2021-04-10 02:02:31.228986, cost_time=0:00:26.860355 2021-04-10 02:02:30,326 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=2.00ms, fps=1725 images/s, loss=0.2177, top1-acc=92.42%, top5-acc=99.85%, remaining_time=0:00:00.895098, arrival_time=2021-04-10 02:02:31.221179, cost_time=0:00:28.344769 2021-04-10 02:02:31,125 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.36ms, fps=1704 images/s, loss=0.2199, top1-acc=92.39%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:31.125143, cost_time=0:00:29.144124 2021-04-10 02:02:31,529 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=6.27ms, fps=6359 images/s, loss=0.4541, top1-acc=86.05%, top5-acc=99.49%, remaining_time=0:00:01.207680, arrival_time=2021-04-10 02:02:32.737000, cost_time=0:00:00.402557 2021-04-10 02:02:31,827 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.40ms, fps=8592 images/s, loss=0.4608, top1-acc=85.88%, top5-acc=99.47%, remaining_time=0:00:00.701020, arrival_time=2021-04-10 02:02:32.528795, cost_time=0:00:00.701017 2021-04-10 02:02:32,127 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.49ms, fps=8541 images/s, loss=0.4673, top1-acc=85.79%, top5-acc=99.28%, remaining_time=0:00:00.333720, arrival_time=2021-04-10 02:02:32.461642, cost_time=0:00:01.001166 2021-04-10 02:02:32,421 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.10ms, fps=7930 images/s, loss=0.4591, top1-acc=85.93%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:32.421012, cost_time=0:00:01.294182 2021-04-10 02:02:32,501 INFO : Epoch=0079 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:01:41.655595, arrival_time=2021-04-10 03:04:14.156744, cost_time=0:40:16.783438 2021-04-10 02:02:32,502 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 02:02:34,168 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.94ms, fps=1537 images/s, loss=0.2355, top1-acc=92.07%, top5-acc=99.92%, remaining_time=0:00:30.976998, arrival_time=2021-04-10 02:03:05.145219, cost_time=0:00:01.665431 2021-04-10 02:02:35,658 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.30ms, fps=1718 images/s, loss=0.2411, top1-acc=91.84%, top5-acc=99.90%, remaining_time=0:00:27.773856, arrival_time=2021-04-10 02:03:03.432766, cost_time=0:00:03.156123 2021-04-10 02:02:37,146 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=2.36ms, fps=1722 images/s, loss=0.2299, top1-acc=92.19%, top5-acc=99.87%, remaining_time=0:00:25.693148, arrival_time=2021-04-10 02:03:02.839271, cost_time=0:00:04.643350 2021-04-10 02:02:38,623 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.2300, top1-acc=92.18%, top5-acc=99.89%, remaining_time=0:00:23.872524, arrival_time=2021-04-10 02:03:02.496396, cost_time=0:00:06.121171 2021-04-10 02:02:40,099 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.2291, top1-acc=92.15%, top5-acc=99.86%, remaining_time=0:00:22.183386, arrival_time=2021-04-10 02:03:02.283169, cost_time=0:00:07.597036 2021-04-10 02:02:41,575 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.99ms, fps=1735 images/s, loss=0.2221, top1-acc=92.43%, top5-acc=99.88%, remaining_time=0:00:20.564832, arrival_time=2021-04-10 02:03:02.140237, cost_time=0:00:09.072707 2021-04-10 02:02:43,050 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=2.55ms, fps=1737 images/s, loss=0.2215, top1-acc=92.45%, top5-acc=99.88%, remaining_time=0:00:18.984924, arrival_time=2021-04-10 02:03:02.035082, cost_time=0:00:10.547182 2021-04-10 02:02:44,539 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.89ms, fps=1720 images/s, loss=0.2235, top1-acc=92.36%, top5-acc=99.88%, remaining_time=0:00:17.453476, arrival_time=2021-04-10 02:03:01.993056, cost_time=0:00:12.036842 2021-04-10 02:02:46,018 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.90ms, fps=1732 images/s, loss=0.2229, top1-acc=92.37%, top5-acc=99.88%, remaining_time=0:00:15.918020, arrival_time=2021-04-10 02:03:01.936171, cost_time=0:00:13.515298 2021-04-10 02:02:47,505 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.90ms, fps=1722 images/s, loss=0.2218, top1-acc=92.41%, top5-acc=99.88%, remaining_time=0:00:14.402496, arrival_time=2021-04-10 02:03:01.907818, cost_time=0:00:15.002604 2021-04-10 02:02:48,978 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.00ms, fps=1739 images/s, loss=0.2218, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:12.880392, arrival_time=2021-04-10 02:03:01.858302, cost_time=0:00:16.474953 2021-04-10 02:02:50,519 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=3.24ms, fps=1661 images/s, loss=0.2211, top1-acc=92.44%, top5-acc=99.87%, remaining_time=0:00:11.410640, arrival_time=2021-04-10 02:03:01.930206, cost_time=0:00:18.016829 2021-04-10 02:02:51,994 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.71ms, fps=1737 images/s, loss=0.2204, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:00:09.895446, arrival_time=2021-04-10 02:03:01.889331, cost_time=0:00:19.491023 2021-04-10 02:02:53,474 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.89ms, fps=1730 images/s, loss=0.2215, top1-acc=92.40%, top5-acc=99.88%, remaining_time=0:00:08.388520, arrival_time=2021-04-10 02:03:01.862511, cost_time=0:00:20.971271 2021-04-10 02:02:54,956 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.88ms, fps=1727 images/s, loss=0.2213, top1-acc=92.41%, top5-acc=99.88%, remaining_time=0:00:06.885832, arrival_time=2021-04-10 02:03:01.842383, cost_time=0:00:22.453834 2021-04-10 02:02:56,437 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.57ms, fps=1729 images/s, loss=0.2190, top1-acc=92.47%, top5-acc=99.88%, remaining_time=0:00:05.385348, arrival_time=2021-04-10 02:03:01.823129, cost_time=0:00:23.934938 2021-04-10 02:02:57,911 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.64ms, fps=1738 images/s, loss=0.2182, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:03.886012, arrival_time=2021-04-10 02:03:01.797357, cost_time=0:00:25.408579 2021-04-10 02:02:59,393 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.38ms, fps=1728 images/s, loss=0.2183, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:02.390256, arrival_time=2021-04-10 02:03:01.783499, cost_time=0:00:26.890467 2021-04-10 02:03:00,876 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.81ms, fps=1727 images/s, loss=0.2170, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:00.896010, arrival_time=2021-04-10 02:03:01.772326, cost_time=0:00:28.373617 2021-04-10 02:03:01,678 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.30ms, fps=1697 images/s, loss=0.2162, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:01.678069, cost_time=0:00:29.175370 2021-04-10 02:03:02,093 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.43ms, fps=6189 images/s, loss=0.5101, top1-acc=83.67%, top5-acc=99.37%, remaining_time=0:00:01.240950, arrival_time=2021-04-10 02:03:03.334132, cost_time=0:00:00.413652 2021-04-10 02:03:02,396 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.92ms, fps=8471 images/s, loss=0.5010, top1-acc=84.02%, top5-acc=99.37%, remaining_time=0:00:00.716400, arrival_time=2021-04-10 02:03:03.112438, cost_time=0:00:00.716392 2021-04-10 02:03:02,698 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.37ms, fps=8474 images/s, loss=0.5012, top1-acc=84.52%, top5-acc=99.34%, remaining_time=0:00:00.339770, arrival_time=2021-04-10 02:03:03.038616, cost_time=0:00:01.019304 2021-04-10 02:03:02,975 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=8386 images/s, loss=0.4924, top1-acc=84.93%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:02.975930, cost_time=0:00:01.296451 2021-04-10 02:03:03,030 INFO : Epoch=0080 complete, best val top1-acc=86.12%, top5-acc=99.47% (epoch=49), remaining_time=1:01:10.969680, arrival_time=2021-04-10 03:04:14.000502, cost_time=0:40:47.313129 2021-04-10 02:03:03,031 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 02:03:04,767 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.08ms, fps=1475 images/s, loss=0.1925, top1-acc=92.93%, top5-acc=99.84%, remaining_time=0:00:32.278068, arrival_time=2021-04-10 02:03:37.045379, cost_time=0:00:01.735381 2021-04-10 02:03:06,248 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.1990, top1-acc=93.03%, top5-acc=99.84%, remaining_time=0:00:28.305552, arrival_time=2021-04-10 02:03:34.553982, cost_time=0:00:03.216533 2021-04-10 02:03:07,729 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=0.2019, top1-acc=92.93%, top5-acc=99.84%, remaining_time=0:00:25.995434, arrival_time=2021-04-10 02:03:33.725266, cost_time=0:00:04.697966 2021-04-10 02:03:09,213 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.65ms, fps=1726 images/s, loss=0.2024, top1-acc=92.91%, top5-acc=99.85%, remaining_time=0:00:24.107148, arrival_time=2021-04-10 02:03:33.320350, cost_time=0:00:06.181316 2021-04-10 02:03:10,696 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.11ms, fps=1727 images/s, loss=0.2045, top1-acc=92.87%, top5-acc=99.87%, remaining_time=0:00:22.380778, arrival_time=2021-04-10 02:03:33.077332, cost_time=0:00:07.664632 2021-04-10 02:03:12,182 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=2.61ms, fps=1724 images/s, loss=0.2065, top1-acc=92.77%, top5-acc=99.85%, remaining_time=0:00:20.740816, arrival_time=2021-04-10 02:03:32.923088, cost_time=0:00:09.150336 2021-04-10 02:03:13,678 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.89ms, fps=1712 images/s, loss=0.2086, top1-acc=92.67%, top5-acc=99.85%, remaining_time=0:00:19.163844, arrival_time=2021-04-10 02:03:32.842345, cost_time=0:00:10.646596 2021-04-10 02:03:15,156 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.2129, top1-acc=92.48%, top5-acc=99.84%, remaining_time=0:00:17.580960, arrival_time=2021-04-10 02:03:32.737681, cost_time=0:00:12.124785 2021-04-10 02:03:16,643 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=2.20ms, fps=1723 images/s, loss=0.2139, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:16.031440, arrival_time=2021-04-10 02:03:32.675062, cost_time=0:00:13.611626 2021-04-10 02:03:18,125 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.61ms, fps=1728 images/s, loss=0.2130, top1-acc=92.53%, top5-acc=99.84%, remaining_time=0:00:14.489952, arrival_time=2021-04-10 02:03:32.615710, cost_time=0:00:15.093748 2021-04-10 02:03:19,602 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.53ms, fps=1735 images/s, loss=0.2149, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:12.954868, arrival_time=2021-04-10 02:03:32.556967, cost_time=0:00:16.570202 2021-04-10 02:03:21,090 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.20ms, fps=1721 images/s, loss=0.2140, top1-acc=92.53%, top5-acc=99.84%, remaining_time=0:00:11.437012, arrival_time=2021-04-10 02:03:32.527330, cost_time=0:00:18.058394 2021-04-10 02:03:22,568 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.2144, top1-acc=92.51%, top5-acc=99.83%, remaining_time=0:00:09.918612, arrival_time=2021-04-10 02:03:32.487188, cost_time=0:00:19.536693 2021-04-10 02:03:24,050 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.02ms, fps=1728 images/s, loss=0.2143, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:00:08.407560, arrival_time=2021-04-10 02:03:32.458375, cost_time=0:00:21.018854 2021-04-10 02:03:25,525 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.96ms, fps=1737 images/s, loss=0.2137, top1-acc=92.53%, top5-acc=99.85%, remaining_time=0:00:06.898022, arrival_time=2021-04-10 02:03:32.423513, cost_time=0:00:22.493611 2021-04-10 02:03:26,999 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.87ms, fps=1738 images/s, loss=0.2117, top1-acc=92.63%, top5-acc=99.86%, remaining_time=0:00:05.392656, arrival_time=2021-04-10 02:03:32.391855, cost_time=0:00:23.967314 2021-04-10 02:03:28,515 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.67ms, fps=1689 images/s, loss=0.2135, top1-acc=92.57%, top5-acc=99.86%, remaining_time=0:00:03.897478, arrival_time=2021-04-10 02:03:32.412828, cost_time=0:00:25.483472 2021-04-10 02:03:29,997 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.64ms, fps=1728 images/s, loss=0.2130, top1-acc=92.62%, top5-acc=99.86%, remaining_time=0:00:02.396896, arrival_time=2021-04-10 02:03:32.393921, cost_time=0:00:26.965124 2021-04-10 02:03:31,487 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=2.31ms, fps=1718 images/s, loss=0.2150, top1-acc=92.56%, top5-acc=99.85%, remaining_time=0:00:00.898590, arrival_time=2021-04-10 02:03:32.385958, cost_time=0:00:28.455411 2021-04-10 02:03:32,291 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.27ms, fps=1694 images/s, loss=0.2146, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:32.291235, cost_time=0:00:29.259381 2021-04-10 02:03:32,710 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.21ms, fps=6132 images/s, loss=0.3835, top1-acc=88.12%, top5-acc=99.53%, remaining_time=0:00:01.252380, arrival_time=2021-04-10 02:03:33.962561, cost_time=0:00:00.417455 2021-04-10 02:03:33,005 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.85ms, fps=8692 images/s, loss=0.4014, top1-acc=87.52%, top5-acc=99.49%, remaining_time=0:00:00.712380, arrival_time=2021-04-10 02:03:33.717475, cost_time=0:00:00.712374 2021-04-10 02:03:33,302 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=2.17ms, fps=8612 images/s, loss=0.4009, top1-acc=87.33%, top5-acc=99.53%, remaining_time=0:00:00.336660, arrival_time=2021-04-10 02:03:33.639422, cost_time=0:00:01.009992 2021-04-10 02:03:33,577 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=8458 images/s, loss=0.4083, top1-acc=87.25%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:33.577512, cost_time=0:00:01.284813 2021-04-10 02:03:33,698 INFO : Epoch=0081 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=1:00:40.490007, arrival_time=2021-04-10 03:04:14.188352, cost_time=0:41:17.980625 2021-04-10 02:03:33,699 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 02:03:35,365 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.48ms, fps=1537 images/s, loss=0.1929, top1-acc=93.63%, top5-acc=99.80%, remaining_time=0:00:30.987042, arrival_time=2021-04-10 02:04:06.352743, cost_time=0:00:01.665970 2021-04-10 02:03:36,843 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.1835, top1-acc=93.83%, top5-acc=99.82%, remaining_time=0:00:27.668080, arrival_time=2021-04-10 02:04:04.511891, cost_time=0:00:03.144097 2021-04-10 02:03:38,326 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=0.1815, top1-acc=93.72%, top5-acc=99.84%, remaining_time=0:00:25.600188, arrival_time=2021-04-10 02:04:03.926336, cost_time=0:00:04.626537 2021-04-10 02:03:39,808 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.90ms, fps=1728 images/s, loss=0.1883, top1-acc=93.52%, top5-acc=99.85%, remaining_time=0:00:23.824008, arrival_time=2021-04-10 02:04:03.632270, cost_time=0:00:06.108739 2021-04-10 02:03:41,288 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.69ms, fps=1730 images/s, loss=0.1907, top1-acc=93.51%, top5-acc=99.86%, remaining_time=0:00:22.159442, arrival_time=2021-04-10 02:04:03.447956, cost_time=0:00:07.588831 2021-04-10 02:03:42,762 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.55ms, fps=1738 images/s, loss=0.1916, top1-acc=93.45%, top5-acc=99.86%, remaining_time=0:00:20.542256, arrival_time=2021-04-10 02:04:03.304554, cost_time=0:00:09.062762 2021-04-10 02:03:44,247 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=2.59ms, fps=1724 images/s, loss=0.1931, top1-acc=93.45%, top5-acc=99.87%, remaining_time=0:00:18.986814, arrival_time=2021-04-10 02:04:03.234646, cost_time=0:00:10.548263 2021-04-10 02:03:45,729 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=2.04ms, fps=1729 images/s, loss=0.1953, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:00:17.443268, arrival_time=2021-04-10 02:04:03.172628, cost_time=0:00:12.029837 2021-04-10 02:03:47,210 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.1989, top1-acc=93.27%, top5-acc=99.85%, remaining_time=0:00:15.913038, arrival_time=2021-04-10 02:04:03.123677, cost_time=0:00:13.511079 2021-04-10 02:03:48,690 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=0.2013, top1-acc=93.17%, top5-acc=99.85%, remaining_time=0:00:14.390880, arrival_time=2021-04-10 02:04:03.081075, cost_time=0:00:14.990544 2021-04-10 02:03:50,166 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.81ms, fps=1734 images/s, loss=0.2035, top1-acc=93.08%, top5-acc=99.85%, remaining_time=0:00:12.874372, arrival_time=2021-04-10 02:04:03.041161, cost_time=0:00:16.467217 2021-04-10 02:03:51,658 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=2.13ms, fps=1717 images/s, loss=0.2031, top1-acc=93.10%, top5-acc=99.85%, remaining_time=0:00:11.374008, arrival_time=2021-04-10 02:04:03.032527, cost_time=0:00:17.958995 2021-04-10 02:03:53,132 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=2.01ms, fps=1738 images/s, loss=0.2050, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:09.865746, arrival_time=2021-04-10 02:04:02.997793, cost_time=0:00:19.432525 2021-04-10 02:03:54,607 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=2.56ms, fps=1736 images/s, loss=0.2072, top1-acc=92.94%, top5-acc=99.86%, remaining_time=0:00:08.363040, arrival_time=2021-04-10 02:04:02.970208, cost_time=0:00:20.907603 2021-04-10 02:03:56,088 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.2084, top1-acc=92.89%, top5-acc=99.86%, remaining_time=0:00:06.865822, arrival_time=2021-04-10 02:04:02.953881, cost_time=0:00:22.388538 2021-04-10 02:03:57,556 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.74ms, fps=1744 images/s, loss=0.2084, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:05.367780, arrival_time=2021-04-10 02:04:02.924026, cost_time=0:00:23.856733 2021-04-10 02:03:59,057 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.84ms, fps=1706 images/s, loss=0.2094, top1-acc=92.88%, top5-acc=99.85%, remaining_time=0:00:03.878290, arrival_time=2021-04-10 02:04:02.935907, cost_time=0:00:25.358040 2021-04-10 02:04:00,532 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.68ms, fps=1736 images/s, loss=0.2103, top1-acc=92.81%, top5-acc=99.86%, remaining_time=0:00:02.385152, arrival_time=2021-04-10 02:04:02.917583, cost_time=0:00:26.832907 2021-04-10 02:04:02,016 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=2.38ms, fps=1726 images/s, loss=0.2106, top1-acc=92.79%, top5-acc=99.86%, remaining_time=0:00:00.894216, arrival_time=2021-04-10 02:04:02.910667, cost_time=0:00:28.316805 2021-04-10 02:04:02,837 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.87ms, fps=1666 images/s, loss=0.2122, top1-acc=92.77%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:02.837194, cost_time=0:00:29.137638 2021-04-10 02:04:03,231 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=7.60ms, fps=6520 images/s, loss=0.5501, top1-acc=83.24%, top5-acc=99.10%, remaining_time=0:00:01.177890, arrival_time=2021-04-10 02:04:04.409803, cost_time=0:00:00.392632 2021-04-10 02:04:03,528 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.28ms, fps=8657 images/s, loss=0.5665, top1-acc=83.01%, top5-acc=99.02%, remaining_time=0:00:00.688700, arrival_time=2021-04-10 02:04:04.216707, cost_time=0:00:00.688694 2021-04-10 02:04:03,829 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=2.12ms, fps=8512 images/s, loss=0.5784, top1-acc=82.76%, top5-acc=98.98%, remaining_time=0:00:00.329970, arrival_time=2021-04-10 02:04:04.159198, cost_time=0:00:00.989910 2021-04-10 02:04:04,108 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=8322 images/s, loss=0.5809, top1-acc=82.75%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:04.108426, cost_time=0:00:01.269171 2021-04-10 02:04:04,162 INFO : Epoch=0082 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=1:00:09.713692, arrival_time=2021-04-10 03:04:13.876454, cost_time=0:41:48.445068 2021-04-10 02:04:04,163 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 02:04:05,886 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=2.17ms, fps=1486 images/s, loss=0.2059, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:32.045382, arrival_time=2021-04-10 02:04:37.932012, cost_time=0:00:01.722872 2021-04-10 02:04:07,369 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.37ms, fps=1727 images/s, loss=0.2075, top1-acc=93.11%, top5-acc=99.82%, remaining_time=0:00:28.207872, arrival_time=2021-04-10 02:04:35.577145, cost_time=0:00:03.205449 2021-04-10 02:04:08,856 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.00ms, fps=1722 images/s, loss=0.2042, top1-acc=93.11%, top5-acc=99.84%, remaining_time=0:00:25.966550, arrival_time=2021-04-10 02:04:34.823180, cost_time=0:00:04.692759 2021-04-10 02:04:10,332 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.2000, top1-acc=93.22%, top5-acc=99.88%, remaining_time=0:00:24.056292, arrival_time=2021-04-10 02:04:34.388476, cost_time=0:00:06.168279 2021-04-10 02:04:11,814 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.63ms, fps=1728 images/s, loss=0.2042, top1-acc=92.97%, top5-acc=99.90%, remaining_time=0:00:22.339752, arrival_time=2021-04-10 02:04:34.154135, cost_time=0:00:07.650580 2021-04-10 02:04:13,286 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.18ms, fps=1740 images/s, loss=0.2018, top1-acc=93.09%, top5-acc=99.90%, remaining_time=0:00:20.676624, arrival_time=2021-04-10 02:04:33.962698, cost_time=0:00:09.122049 2021-04-10 02:04:14,774 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=2.06ms, fps=1721 images/s, loss=0.1998, top1-acc=93.18%, top5-acc=99.89%, remaining_time=0:00:19.098324, arrival_time=2021-04-10 02:04:33.872312, cost_time=0:00:10.610202 2021-04-10 02:04:16,255 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.2023, top1-acc=93.08%, top5-acc=99.89%, remaining_time=0:00:17.532820, arrival_time=2021-04-10 02:04:33.788222, cost_time=0:00:12.091632 2021-04-10 02:04:17,751 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=2.23ms, fps=1711 images/s, loss=0.2027, top1-acc=93.07%, top5-acc=99.89%, remaining_time=0:00:16.003562, arrival_time=2021-04-10 02:04:33.755301, cost_time=0:00:13.587940 2021-04-10 02:04:19,231 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.50ms, fps=1730 images/s, loss=0.2053, top1-acc=92.98%, top5-acc=99.87%, remaining_time=0:00:14.465088, arrival_time=2021-04-10 02:04:33.696660, cost_time=0:00:15.067817 2021-04-10 02:04:20,728 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=2.59ms, fps=1711 images/s, loss=0.2067, top1-acc=92.92%, top5-acc=99.85%, remaining_time=0:00:12.950396, arrival_time=2021-04-10 02:04:33.678766, cost_time=0:00:16.564474 2021-04-10 02:04:22,205 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=0.2092, top1-acc=92.80%, top5-acc=99.85%, remaining_time=0:00:11.426600, arrival_time=2021-04-10 02:04:33.632396, cost_time=0:00:18.041957 2021-04-10 02:04:23,684 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.65ms, fps=1732 images/s, loss=0.2102, top1-acc=92.78%, top5-acc=99.84%, remaining_time=0:00:09.910560, arrival_time=2021-04-10 02:04:33.595178, cost_time=0:00:19.520833 2021-04-10 02:04:25,153 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.2114, top1-acc=92.71%, top5-acc=99.84%, remaining_time=0:00:08.396024, arrival_time=2021-04-10 02:04:33.549828, cost_time=0:00:20.989995 2021-04-10 02:04:26,625 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.36ms, fps=1741 images/s, loss=0.2120, top1-acc=92.70%, top5-acc=99.85%, remaining_time=0:00:06.888132, arrival_time=2021-04-10 02:04:33.513114, cost_time=0:00:22.461228 2021-04-10 02:04:28,098 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.47ms, fps=1737 images/s, loss=0.2126, top1-acc=92.71%, top5-acc=99.85%, remaining_time=0:00:05.385420, arrival_time=2021-04-10 02:04:33.484349, cost_time=0:00:23.935136 2021-04-10 02:04:29,583 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.47ms, fps=1725 images/s, loss=0.2129, top1-acc=92.69%, top5-acc=99.85%, remaining_time=0:00:03.887702, arrival_time=2021-04-10 02:04:33.471282, cost_time=0:00:25.419657 2021-04-10 02:04:31,063 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.65ms, fps=1731 images/s, loss=0.2132, top1-acc=92.68%, top5-acc=99.84%, remaining_time=0:00:02.391072, arrival_time=2021-04-10 02:04:33.454561, cost_time=0:00:26.899575 2021-04-10 02:04:32,576 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.28ms, fps=1693 images/s, loss=0.2147, top1-acc=92.65%, top5-acc=99.83%, remaining_time=0:00:00.897246, arrival_time=2021-04-10 02:04:33.473883, cost_time=0:00:28.412715 2021-04-10 02:04:33,377 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.26ms, fps=1701 images/s, loss=0.2160, top1-acc=92.61%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:33.377001, cost_time=0:00:29.213130 2021-04-10 02:04:33,795 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=6152 images/s, loss=0.6115, top1-acc=81.95%, top5-acc=98.87%, remaining_time=0:00:01.248420, arrival_time=2021-04-10 02:04:35.043984, cost_time=0:00:00.416144 2021-04-10 02:04:34,110 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=9.18ms, fps=8138 images/s, loss=0.6056, top1-acc=81.91%, top5-acc=98.91%, remaining_time=0:00:00.731200, arrival_time=2021-04-10 02:04:34.841937, cost_time=0:00:00.731205 2021-04-10 02:04:34,414 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.84ms, fps=8435 images/s, loss=0.5970, top1-acc=82.23%, top5-acc=98.97%, remaining_time=0:00:00.345130, arrival_time=2021-04-10 02:04:34.759897, cost_time=0:00:01.035377 2021-04-10 02:04:34,694 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=8308 images/s, loss=0.5903, top1-acc=82.13%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:34.694385, cost_time=0:00:01.315016 2021-04-10 02:04:34,756 INFO : Epoch=0083 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:59:39.127461, arrival_time=2021-04-10 03:04:13.884300, cost_time=0:42:19.039124 2021-04-10 02:04:34,758 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 02:04:36,407 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=2.39ms, fps=1552 images/s, loss=0.2013, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:30.675864, arrival_time=2021-04-10 02:05:07.083500, cost_time=0:00:01.649237 2021-04-10 02:04:37,892 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=2.13ms, fps=1726 images/s, loss=0.2162, top1-acc=92.71%, top5-acc=99.86%, remaining_time=0:00:27.573744, arrival_time=2021-04-10 02:05:05.465708, cost_time=0:00:03.133375 2021-04-10 02:04:39,375 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.98ms, fps=1726 images/s, loss=0.2174, top1-acc=92.64%, top5-acc=99.88%, remaining_time=0:00:25.548728, arrival_time=2021-04-10 02:05:04.924409, cost_time=0:00:04.617240 2021-04-10 02:04:40,855 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.72ms, fps=1730 images/s, loss=0.2153, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:23.780016, arrival_time=2021-04-10 02:05:04.635803, cost_time=0:00:06.097429 2021-04-10 02:04:42,339 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=2.05ms, fps=1726 images/s, loss=0.2111, top1-acc=92.70%, top5-acc=99.89%, remaining_time=0:00:22.135790, arrival_time=2021-04-10 02:05:04.474986, cost_time=0:00:07.580733 2021-04-10 02:04:43,824 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=2.22ms, fps=1724 images/s, loss=0.2095, top1-acc=92.75%, top5-acc=99.89%, remaining_time=0:00:20.549736, arrival_time=2021-04-10 02:05:04.374126, cost_time=0:00:09.066070 2021-04-10 02:04:45,305 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.90ms, fps=1729 images/s, loss=0.2078, top1-acc=92.77%, top5-acc=99.86%, remaining_time=0:00:18.984420, arrival_time=2021-04-10 02:05:04.289628, cost_time=0:00:10.546902 2021-04-10 02:04:46,782 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.47ms, fps=1733 images/s, loss=0.2067, top1-acc=92.90%, top5-acc=99.86%, remaining_time=0:00:17.435148, arrival_time=2021-04-10 02:05:04.217685, cost_time=0:00:12.024234 2021-04-10 02:04:48,260 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.2075, top1-acc=92.85%, top5-acc=99.85%, remaining_time=0:00:15.902120, arrival_time=2021-04-10 02:05:04.162261, cost_time=0:00:13.501835 2021-04-10 02:04:49,740 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.91ms, fps=1730 images/s, loss=0.2082, top1-acc=92.81%, top5-acc=99.83%, remaining_time=0:00:14.382720, arrival_time=2021-04-10 02:05:04.123071, cost_time=0:00:14.981976 2021-04-10 02:04:51,216 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=2.12ms, fps=1735 images/s, loss=0.2071, top1-acc=92.85%, top5-acc=99.85%, remaining_time=0:00:12.867320, arrival_time=2021-04-10 02:05:04.083795, cost_time=0:00:16.458154 2021-04-10 02:04:52,699 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.93ms, fps=1726 images/s, loss=0.2073, top1-acc=92.87%, top5-acc=99.85%, remaining_time=0:00:11.362988, arrival_time=2021-04-10 02:05:04.062891, cost_time=0:00:17.941574 2021-04-10 02:04:54,181 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=2.10ms, fps=1729 images/s, loss=0.2068, top1-acc=92.90%, top5-acc=99.84%, remaining_time=0:00:09.860928, arrival_time=2021-04-10 02:05:04.042311, cost_time=0:00:19.423023 2021-04-10 02:04:55,661 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=0.2073, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:08.361192, arrival_time=2021-04-10 02:05:04.022484, cost_time=0:00:20.902987 2021-04-10 02:04:57,130 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.2077, top1-acc=92.88%, top5-acc=99.84%, remaining_time=0:00:06.860762, arrival_time=2021-04-10 02:05:03.991127, cost_time=0:00:22.372009 2021-04-10 02:04:58,606 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.16ms, fps=1735 images/s, loss=0.2086, top1-acc=92.85%, top5-acc=99.83%, remaining_time=0:00:05.365764, arrival_time=2021-04-10 02:05:03.971979, cost_time=0:00:23.847902 2021-04-10 02:05:00,081 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=2.05ms, fps=1736 images/s, loss=0.2086, top1-acc=92.84%, top5-acc=99.83%, remaining_time=0:00:03.872908, arrival_time=2021-04-10 02:05:03.954137, cost_time=0:00:25.322921 2021-04-10 02:05:01,555 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.62ms, fps=1737 images/s, loss=0.2092, top1-acc=92.84%, top5-acc=99.83%, remaining_time=0:00:02.381968, arrival_time=2021-04-10 02:05:03.937454, cost_time=0:00:26.797052 2021-04-10 02:05:03,045 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=2.62ms, fps=1720 images/s, loss=0.2096, top1-acc=92.81%, top5-acc=99.83%, remaining_time=0:00:00.893256, arrival_time=2021-04-10 02:05:03.938139, cost_time=0:00:28.286403 2021-04-10 02:05:03,860 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.60ms, fps=1669 images/s, loss=0.2093, top1-acc=92.80%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:03.860473, cost_time=0:00:29.102120 2021-04-10 02:05:04,253 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.97ms, fps=6557 images/s, loss=0.6095, top1-acc=82.38%, top5-acc=99.45%, remaining_time=0:00:01.171170, arrival_time=2021-04-10 02:05:05.424317, cost_time=0:00:00.390392 2021-04-10 02:05:04,552 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.85ms, fps=8565 images/s, loss=0.5982, top1-acc=82.89%, top5-acc=99.49%, remaining_time=0:00:00.689780, arrival_time=2021-04-10 02:05:05.242344, cost_time=0:00:00.689783 2021-04-10 02:05:04,850 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.86ms, fps=8602 images/s, loss=0.6085, top1-acc=82.38%, top5-acc=99.45%, remaining_time=0:00:00.329310, arrival_time=2021-04-10 02:05:05.179953, cost_time=0:00:00.987917 2021-04-10 02:05:05,129 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.12ms, fps=8321 images/s, loss=0.6111, top1-acc=82.29%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:05.129825, cost_time=0:00:01.267077 2021-04-10 02:05:05,220 INFO : Epoch=0084 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:59:08.361584, arrival_time=2021-04-10 03:04:13.582495, cost_time=0:42:49.503189 2021-04-10 02:05:05,222 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 02:05:06,881 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=2.15ms, fps=1543 images/s, loss=0.1885, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:30.852006, arrival_time=2021-04-10 02:05:37.733251, cost_time=0:00:01.658707 2021-04-10 02:05:08,358 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=0.2002, top1-acc=92.97%, top5-acc=99.92%, remaining_time=0:00:27.592576, arrival_time=2021-04-10 02:05:35.950726, cost_time=0:00:03.135529 2021-04-10 02:05:09,841 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.58ms, fps=1727 images/s, loss=0.1997, top1-acc=93.06%, top5-acc=99.92%, remaining_time=0:00:25.554704, arrival_time=2021-04-10 02:05:35.395657, cost_time=0:00:04.618317 2021-04-10 02:05:11,315 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.47ms, fps=1737 images/s, loss=0.1946, top1-acc=93.25%, top5-acc=99.90%, remaining_time=0:00:23.762544, arrival_time=2021-04-10 02:05:35.078060, cost_time=0:00:06.092949 2021-04-10 02:05:12,803 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.92ms, fps=1721 images/s, loss=0.1927, top1-acc=93.25%, top5-acc=99.90%, remaining_time=0:00:22.135498, arrival_time=2021-04-10 02:05:34.938835, cost_time=0:00:07.580647 2021-04-10 02:05:14,298 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.47ms, fps=1714 images/s, loss=0.1929, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:20.570816, arrival_time=2021-04-10 02:05:34.868790, cost_time=0:00:09.075342 2021-04-10 02:05:15,780 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=2.16ms, fps=1727 images/s, loss=0.1954, top1-acc=93.29%, top5-acc=99.90%, remaining_time=0:00:19.004832, arrival_time=2021-04-10 02:05:34.785680, cost_time=0:00:10.558233 2021-04-10 02:05:17,266 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.99ms, fps=1724 images/s, loss=0.1958, top1-acc=93.25%, top5-acc=99.90%, remaining_time=0:00:17.463800, arrival_time=2021-04-10 02:05:34.730357, cost_time=0:00:12.044002 2021-04-10 02:05:18,745 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.86ms, fps=1732 images/s, loss=0.1956, top1-acc=93.24%, top5-acc=99.89%, remaining_time=0:00:15.927030, arrival_time=2021-04-10 02:05:34.672625, cost_time=0:00:13.522923 2021-04-10 02:05:20,220 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.84ms, fps=1736 images/s, loss=0.1960, top1-acc=93.19%, top5-acc=99.89%, remaining_time=0:00:14.398272, arrival_time=2021-04-10 02:05:34.619091, cost_time=0:00:14.998242 2021-04-10 02:05:21,703 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=2.31ms, fps=1727 images/s, loss=0.1958, top1-acc=93.19%, top5-acc=99.89%, remaining_time=0:00:12.885294, arrival_time=2021-04-10 02:05:34.589035, cost_time=0:00:16.481220 2021-04-10 02:05:23,182 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=0.1955, top1-acc=93.25%, top5-acc=99.89%, remaining_time=0:00:11.374540, arrival_time=2021-04-10 02:05:34.556925, cost_time=0:00:17.959834 2021-04-10 02:05:24,665 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=2.92ms, fps=1727 images/s, loss=0.1962, top1-acc=93.28%, top5-acc=99.89%, remaining_time=0:00:09.870894, arrival_time=2021-04-10 02:05:34.536304, cost_time=0:00:19.442624 2021-04-10 02:05:26,148 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.05ms, fps=1727 images/s, loss=0.1973, top1-acc=93.23%, top5-acc=99.89%, remaining_time=0:00:08.370488, arrival_time=2021-04-10 02:05:34.519350, cost_time=0:00:20.926271 2021-04-10 02:05:27,634 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.44ms, fps=1724 images/s, loss=0.1997, top1-acc=93.15%, top5-acc=99.89%, remaining_time=0:00:06.873044, arrival_time=2021-04-10 02:05:34.507774, cost_time=0:00:22.412164 2021-04-10 02:05:29,134 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.04ms, fps=1707 images/s, loss=0.1999, top1-acc=93.15%, top5-acc=99.90%, remaining_time=0:00:05.380200, arrival_time=2021-04-10 02:05:34.514696, cost_time=0:00:23.911976 2021-04-10 02:05:30,614 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.49ms, fps=1731 images/s, loss=0.2010, top1-acc=93.10%, top5-acc=99.89%, remaining_time=0:00:03.883412, arrival_time=2021-04-10 02:05:34.497437, cost_time=0:00:25.391506 2021-04-10 02:05:32,082 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.2011, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:02.387504, arrival_time=2021-04-10 02:05:34.469457, cost_time=0:00:26.859403 2021-04-10 02:05:33,565 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.26ms, fps=1726 images/s, loss=0.2022, top1-acc=93.07%, top5-acc=99.88%, remaining_time=0:00:00.895038, arrival_time=2021-04-10 02:05:34.460529, cost_time=0:00:28.342916 2021-04-10 02:05:34,366 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.24ms, fps=1700 images/s, loss=0.2044, top1-acc=93.00%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:34.366024, cost_time=0:00:29.143509 2021-04-10 02:05:34,779 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.44ms, fps=6207 images/s, loss=0.4111, top1-acc=86.17%, top5-acc=99.57%, remaining_time=0:00:01.237200, arrival_time=2021-04-10 02:05:36.017125, cost_time=0:00:00.412395 2021-04-10 02:05:35,082 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.40ms, fps=8465 images/s, loss=0.3973, top1-acc=86.58%, top5-acc=99.47%, remaining_time=0:00:00.715360, arrival_time=2021-04-10 02:05:35.798206, cost_time=0:00:00.715368 2021-04-10 02:05:35,382 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.45ms, fps=8559 images/s, loss=0.4038, top1-acc=86.48%, top5-acc=99.48%, remaining_time=0:00:00.338270, arrival_time=2021-04-10 02:05:35.720591, cost_time=0:00:01.014797 2021-04-10 02:05:35,659 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.09ms, fps=8379 images/s, loss=0.3856, top1-acc=86.82%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:35.659657, cost_time=0:00:01.292156 2021-04-10 02:05:35,718 INFO : Epoch=0085 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:58:37.648520, arrival_time=2021-04-10 03:04:13.367273, cost_time=0:43:20.001064 2021-04-10 02:05:35,719 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 02:05:37,405 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=2.23ms, fps=1519 images/s, loss=0.2185, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:31.344720, arrival_time=2021-04-10 02:06:08.749725, cost_time=0:00:01.685205 2021-04-10 02:05:38,890 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.60ms, fps=1724 images/s, loss=0.2117, top1-acc=93.01%, top5-acc=99.84%, remaining_time=0:00:27.899520, arrival_time=2021-04-10 02:06:06.789937, cost_time=0:00:03.170393 2021-04-10 02:05:40,368 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.76ms, fps=1734 images/s, loss=0.2114, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:25.719874, arrival_time=2021-04-10 02:06:06.087818, cost_time=0:00:04.648162 2021-04-10 02:05:41,854 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.52ms, fps=1723 images/s, loss=0.2086, top1-acc=93.10%, top5-acc=99.79%, remaining_time=0:00:23.924160, arrival_time=2021-04-10 02:06:05.778372, cost_time=0:00:06.134418 2021-04-10 02:05:43,334 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.75ms, fps=1730 images/s, loss=0.2068, top1-acc=93.17%, top5-acc=99.79%, remaining_time=0:00:22.234924, arrival_time=2021-04-10 02:06:05.569420, cost_time=0:00:07.614710 2021-04-10 02:05:44,825 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=2.10ms, fps=1718 images/s, loss=0.2009, top1-acc=93.34%, top5-acc=99.80%, remaining_time=0:00:20.638816, arrival_time=2021-04-10 02:06:05.463956, cost_time=0:00:09.105387 2021-04-10 02:05:46,297 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.2018, top1-acc=93.29%, top5-acc=99.80%, remaining_time=0:00:19.039230, arrival_time=2021-04-10 02:06:05.336363, cost_time=0:00:10.577326 2021-04-10 02:05:47,773 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.38ms, fps=1734 images/s, loss=0.2012, top1-acc=93.24%, top5-acc=99.81%, remaining_time=0:00:17.478184, arrival_time=2021-04-10 02:06:05.251899, cost_time=0:00:12.053927 2021-04-10 02:05:49,266 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.54ms, fps=1715 images/s, loss=0.2021, top1-acc=93.13%, top5-acc=99.82%, remaining_time=0:00:15.955332, arrival_time=2021-04-10 02:06:05.222034, cost_time=0:00:13.546961 2021-04-10 02:05:50,738 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.60ms, fps=1740 images/s, loss=0.2027, top1-acc=93.10%, top5-acc=99.83%, remaining_time=0:00:14.417664, arrival_time=2021-04-10 02:06:05.155837, cost_time=0:00:15.018434 2021-04-10 02:05:52,212 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.2020, top1-acc=93.17%, top5-acc=99.84%, remaining_time=0:00:12.894410, arrival_time=2021-04-10 02:06:05.106973, cost_time=0:00:16.492807 2021-04-10 02:05:53,689 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.2020, top1-acc=93.18%, top5-acc=99.84%, remaining_time=0:00:11.380924, arrival_time=2021-04-10 02:06:05.070542, cost_time=0:00:17.969876 2021-04-10 02:05:55,171 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.95ms, fps=1728 images/s, loss=0.2027, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:09.875646, arrival_time=2021-04-10 02:06:05.047481, cost_time=0:00:19.452042 2021-04-10 02:05:56,647 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.2017, top1-acc=93.21%, top5-acc=99.83%, remaining_time=0:00:08.370936, arrival_time=2021-04-10 02:06:05.018050, cost_time=0:00:20.927374 2021-04-10 02:05:58,119 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.91ms, fps=1739 images/s, loss=0.2016, top1-acc=93.20%, top5-acc=99.83%, remaining_time=0:00:06.869226, arrival_time=2021-04-10 02:06:04.988602, cost_time=0:00:22.399635 2021-04-10 02:05:59,589 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.2017, top1-acc=93.20%, top5-acc=99.84%, remaining_time=0:00:05.370660, arrival_time=2021-04-10 02:06:04.960024, cost_time=0:00:23.869586 2021-04-10 02:06:01,067 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.97ms, fps=1733 images/s, loss=0.2024, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:03.876652, arrival_time=2021-04-10 02:06:04.943832, cost_time=0:00:25.347301 2021-04-10 02:06:02,548 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.44ms, fps=1729 images/s, loss=0.2030, top1-acc=93.13%, top5-acc=99.84%, remaining_time=0:00:02.384752, arrival_time=2021-04-10 02:06:04.933033, cost_time=0:00:26.828543 2021-04-10 02:06:04,063 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=2.01ms, fps=1690 images/s, loss=0.2028, top1-acc=93.12%, top5-acc=99.84%, remaining_time=0:00:00.895056, arrival_time=2021-04-10 02:06:04.958373, cost_time=0:00:28.343446 2021-04-10 02:06:04,873 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.64ms, fps=1679 images/s, loss=0.2020, top1-acc=93.13%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:04.873904, cost_time=0:00:29.154124 2021-04-10 02:06:05,295 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.43ms, fps=6099 images/s, loss=0.4334, top1-acc=86.02%, top5-acc=99.61%, remaining_time=0:00:01.259070, arrival_time=2021-04-10 02:06:06.554305, cost_time=0:00:00.419691 2021-04-10 02:06:05,596 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.77ms, fps=8508 images/s, loss=0.4245, top1-acc=86.43%, top5-acc=99.51%, remaining_time=0:00:00.721060, arrival_time=2021-04-10 02:06:06.317699, cost_time=0:00:00.721061 2021-04-10 02:06:05,899 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.87ms, fps=8476 images/s, loss=0.4245, top1-acc=86.56%, top5-acc=99.45%, remaining_time=0:00:00.341210, arrival_time=2021-04-10 02:06:06.240514, cost_time=0:00:01.023636 2021-04-10 02:06:06,178 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=8316 images/s, loss=0.4280, top1-acc=86.62%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:06.178897, cost_time=0:00:01.303417 2021-04-10 02:06:06,276 INFO : Epoch=0086 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:58:07.019688, arrival_time=2021-04-10 03:04:13.296172, cost_time=0:43:50.558754 2021-04-10 02:06:06,278 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 02:06:07,950 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=2.02ms, fps=1531 images/s, loss=0.1881, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:31.093620, arrival_time=2021-04-10 02:06:39.043632, cost_time=0:00:01.671700 2021-04-10 02:06:09,439 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=2.11ms, fps=1720 images/s, loss=0.1827, top1-acc=93.46%, top5-acc=99.82%, remaining_time=0:00:27.815744, arrival_time=2021-04-10 02:06:37.254974, cost_time=0:00:03.160870 2021-04-10 02:06:10,913 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.1890, top1-acc=93.31%, top5-acc=99.84%, remaining_time=0:00:25.646170, arrival_time=2021-04-10 02:06:36.559272, cost_time=0:00:04.634847 2021-04-10 02:06:12,397 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=2.14ms, fps=1726 images/s, loss=0.1872, top1-acc=93.42%, top5-acc=99.87%, remaining_time=0:00:23.863944, arrival_time=2021-04-10 02:06:36.261306, cost_time=0:00:06.118975 2021-04-10 02:06:13,902 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.53ms, fps=1701 images/s, loss=0.1893, top1-acc=93.36%, top5-acc=99.89%, remaining_time=0:00:22.263102, arrival_time=2021-04-10 02:06:36.165712, cost_time=0:00:07.624347 2021-04-10 02:06:15,382 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=0.1896, top1-acc=93.35%, top5-acc=99.90%, remaining_time=0:00:20.635416, arrival_time=2021-04-10 02:06:36.017613, cost_time=0:00:09.103867 2021-04-10 02:06:16,860 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.55ms, fps=1732 images/s, loss=0.1894, top1-acc=93.39%, top5-acc=99.91%, remaining_time=0:00:19.047924, arrival_time=2021-04-10 02:06:35.908450, cost_time=0:00:10.582198 2021-04-10 02:06:18,337 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.46ms, fps=1734 images/s, loss=0.1903, top1-acc=93.40%, top5-acc=99.90%, remaining_time=0:00:17.485492, arrival_time=2021-04-10 02:06:35.822635, cost_time=0:00:12.058921 2021-04-10 02:06:19,811 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.48ms, fps=1737 images/s, loss=0.1913, top1-acc=93.34%, top5-acc=99.90%, remaining_time=0:00:15.938796, arrival_time=2021-04-10 02:06:35.749972, cost_time=0:00:13.532957 2021-04-10 02:06:21,288 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.97ms, fps=1733 images/s, loss=0.1946, top1-acc=93.28%, top5-acc=99.89%, remaining_time=0:00:14.410272, arrival_time=2021-04-10 02:06:35.699164, cost_time=0:00:15.010672 2021-04-10 02:06:22,766 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.79ms, fps=1733 images/s, loss=0.1945, top1-acc=93.26%, top5-acc=99.88%, remaining_time=0:00:12.891056, arrival_time=2021-04-10 02:06:35.657877, cost_time=0:00:16.488535 2021-04-10 02:06:24,246 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=2.07ms, fps=1731 images/s, loss=0.1950, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:11.379784, arrival_time=2021-04-10 02:06:35.626167, cost_time=0:00:17.968090 2021-04-10 02:06:25,723 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.76ms, fps=1735 images/s, loss=0.1958, top1-acc=93.21%, top5-acc=99.88%, remaining_time=0:00:09.871884, arrival_time=2021-04-10 02:06:35.594848, cost_time=0:00:19.444625 2021-04-10 02:06:27,202 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.57ms, fps=1731 images/s, loss=0.1974, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:08.369536, arrival_time=2021-04-10 02:06:35.571693, cost_time=0:00:20.923865 2021-04-10 02:06:28,681 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.58ms, fps=1731 images/s, loss=0.1997, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:06.870284, arrival_time=2021-04-10 02:06:35.551801, cost_time=0:00:22.403154 2021-04-10 02:06:30,163 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.49ms, fps=1728 images/s, loss=0.2007, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:05.374116, arrival_time=2021-04-10 02:06:35.537367, cost_time=0:00:23.885029 2021-04-10 02:06:31,641 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.90ms, fps=1733 images/s, loss=0.2007, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:03.879018, arrival_time=2021-04-10 02:06:35.520136, cost_time=0:00:25.362808 2021-04-10 02:06:33,118 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.2007, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:02.385744, arrival_time=2021-04-10 02:06:35.503695, cost_time=0:00:26.839686 2021-04-10 02:06:34,606 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.85ms, fps=1720 images/s, loss=0.2010, top1-acc=93.12%, top5-acc=99.87%, remaining_time=0:00:00.894582, arrival_time=2021-04-10 02:06:35.501196, cost_time=0:00:28.328395 2021-04-10 02:06:35,414 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.54ms, fps=1685 images/s, loss=0.2017, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:35.414030, cost_time=0:00:29.135777 2021-04-10 02:06:35,840 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=9.18ms, fps=6028 images/s, loss=0.4755, top1-acc=85.43%, top5-acc=99.26%, remaining_time=0:00:01.273950, arrival_time=2021-04-10 02:06:37.114780, cost_time=0:00:00.424647 2021-04-10 02:06:36,142 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=2.37ms, fps=8499 images/s, loss=0.4881, top1-acc=85.29%, top5-acc=99.28%, remaining_time=0:00:00.726360, arrival_time=2021-04-10 02:06:36.868890, cost_time=0:00:00.726354 2021-04-10 02:06:36,438 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.82ms, fps=8651 images/s, loss=0.4872, top1-acc=85.23%, top5-acc=99.31%, remaining_time=0:00:00.340920, arrival_time=2021-04-10 02:06:36.779793, cost_time=0:00:01.022751 2021-04-10 02:06:36,716 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.08ms, fps=8366 images/s, loss=0.4893, top1-acc=85.07%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:36.716530, cost_time=0:00:01.300398 2021-04-10 02:06:36,842 INFO : Epoch=0087 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:57:36.403320, arrival_time=2021-04-10 03:04:13.245753, cost_time=0:44:21.124712 2021-04-10 02:06:36,844 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 02:06:38,613 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=4.81ms, fps=1447 images/s, loss=0.2186, top1-acc=92.62%, top5-acc=99.73%, remaining_time=0:00:32.908980, arrival_time=2021-04-10 02:07:11.522621, cost_time=0:00:01.769295 2021-04-10 02:06:40,092 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.94ms, fps=1733 images/s, loss=0.2038, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:28.581520, arrival_time=2021-04-10 02:07:08.673619, cost_time=0:00:03.247893 2021-04-10 02:06:41,577 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.82ms, fps=1725 images/s, loss=0.1983, top1-acc=93.02%, top5-acc=99.84%, remaining_time=0:00:26.187994, arrival_time=2021-04-10 02:07:07.764973, cost_time=0:00:04.732764 2021-04-10 02:06:43,051 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.60ms, fps=1737 images/s, loss=0.1979, top1-acc=93.10%, top5-acc=99.82%, remaining_time=0:00:24.207924, arrival_time=2021-04-10 02:07:07.259213, cost_time=0:00:06.207156 2021-04-10 02:06:44,553 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.39ms, fps=1705 images/s, loss=0.1956, top1-acc=93.19%, top5-acc=99.84%, remaining_time=0:00:22.510134, arrival_time=2021-04-10 02:07:07.063290, cost_time=0:00:07.708932 2021-04-10 02:06:46,034 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.1938, top1-acc=93.29%, top5-acc=99.83%, remaining_time=0:00:20.831392, arrival_time=2021-04-10 02:07:06.865936, cost_time=0:00:09.190340 2021-04-10 02:06:47,512 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.1923, top1-acc=93.38%, top5-acc=99.84%, remaining_time=0:00:19.202778, arrival_time=2021-04-10 02:07:06.715169, cost_time=0:00:10.668209 2021-04-10 02:06:49,000 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.74ms, fps=1721 images/s, loss=0.1928, top1-acc=93.42%, top5-acc=99.85%, remaining_time=0:00:17.626084, arrival_time=2021-04-10 02:07:06.626204, cost_time=0:00:12.155932 2021-04-10 02:06:50,475 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.91ms, fps=1736 images/s, loss=0.1933, top1-acc=93.41%, top5-acc=99.87%, remaining_time=0:00:16.054336, arrival_time=2021-04-10 02:07:06.529499, cost_time=0:00:13.631026 2021-04-10 02:06:51,964 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.99ms, fps=1719 images/s, loss=0.1948, top1-acc=93.34%, top5-acc=99.87%, remaining_time=0:00:14.515392, arrival_time=2021-04-10 02:07:06.479901, cost_time=0:00:15.120220 2021-04-10 02:06:53,449 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.54ms, fps=1724 images/s, loss=0.1949, top1-acc=93.40%, top5-acc=99.87%, remaining_time=0:00:12.982646, arrival_time=2021-04-10 02:07:06.432574, cost_time=0:00:16.605740 2021-04-10 02:06:54,930 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.44ms, fps=1730 images/s, loss=0.1945, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:11.454492, arrival_time=2021-04-10 02:07:06.384648, cost_time=0:00:18.085995 2021-04-10 02:06:56,411 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=2.09ms, fps=1729 images/s, loss=0.1957, top1-acc=93.35%, top5-acc=99.88%, remaining_time=0:00:09.934188, arrival_time=2021-04-10 02:07:06.345644, cost_time=0:00:19.567277 2021-04-10 02:06:57,883 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.96ms, fps=1739 images/s, loss=0.1948, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:08.415792, arrival_time=2021-04-10 02:07:06.299510, cost_time=0:00:21.039529 2021-04-10 02:06:59,406 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.55ms, fps=1682 images/s, loss=0.1965, top1-acc=93.31%, top5-acc=99.87%, remaining_time=0:00:06.919182, arrival_time=2021-04-10 02:07:06.325888, cost_time=0:00:22.562572 2021-04-10 02:07:00,882 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.85ms, fps=1735 images/s, loss=0.1973, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:05.408604, arrival_time=2021-04-10 02:07:06.291005, cost_time=0:00:24.038229 2021-04-10 02:07:02,364 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.46ms, fps=1729 images/s, loss=0.1993, top1-acc=93.19%, top5-acc=99.87%, remaining_time=0:00:03.903016, arrival_time=2021-04-10 02:07:06.266950, cost_time=0:00:25.519739 2021-04-10 02:07:03,830 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=0.1994, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:00:02.398768, arrival_time=2021-04-10 02:07:06.228975, cost_time=0:00:26.986075 2021-04-10 02:07:05,304 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.28ms, fps=1737 images/s, loss=0.2013, top1-acc=93.16%, top5-acc=99.85%, remaining_time=0:00:00.898734, arrival_time=2021-04-10 02:07:06.202960, cost_time=0:00:28.459973 2021-04-10 02:07:06,114 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=2.07ms, fps=1679 images/s, loss=0.2019, top1-acc=93.13%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:06.114647, cost_time=0:00:29.270480 2021-04-10 02:07:06,543 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=4.65ms, fps=6000 images/s, loss=0.7759, top1-acc=79.73%, top5-acc=99.49%, remaining_time=0:00:01.279950, arrival_time=2021-04-10 02:07:07.823470, cost_time=0:00:00.426650 2021-04-10 02:07:06,847 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=2.01ms, fps=8447 images/s, loss=0.7920, top1-acc=79.98%, top5-acc=99.28%, remaining_time=0:00:00.730200, arrival_time=2021-04-10 02:07:07.577316, cost_time=0:00:00.730206 2021-04-10 02:07:07,152 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.55ms, fps=8398 images/s, loss=0.7872, top1-acc=79.93%, top5-acc=99.26%, remaining_time=0:00:00.345230, arrival_time=2021-04-10 02:07:07.497772, cost_time=0:00:01.035700 2021-04-10 02:07:07,440 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.11ms, fps=8066 images/s, loss=0.7761, top1-acc=80.01%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:07.440601, cost_time=0:00:01.323757 2021-04-10 02:07:07,526 INFO : Epoch=0088 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:57:05.938208, arrival_time=2021-04-10 03:04:13.464466, cost_time=0:44:51.808562 2021-04-10 02:07:07,527 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 02:07:09,176 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.25ms, fps=1552 images/s, loss=0.1785, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:30.670284, arrival_time=2021-04-10 02:07:39.846566, cost_time=0:00:01.648945 2021-04-10 02:07:10,656 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.32ms, fps=1730 images/s, loss=0.2026, top1-acc=93.34%, top5-acc=99.84%, remaining_time=0:00:27.536432, arrival_time=2021-04-10 02:07:38.192947, cost_time=0:00:03.129146 2021-04-10 02:07:12,133 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.1993, top1-acc=93.52%, top5-acc=99.86%, remaining_time=0:00:25.487308, arrival_time=2021-04-10 02:07:37.620790, cost_time=0:00:04.606137 2021-04-10 02:07:13,613 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.89ms, fps=1730 images/s, loss=0.1971, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:23.736336, arrival_time=2021-04-10 02:07:37.349892, cost_time=0:00:06.086239 2021-04-10 02:07:15,100 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.45ms, fps=1722 images/s, loss=0.1966, top1-acc=93.27%, top5-acc=99.86%, remaining_time=0:00:22.113598, arrival_time=2021-04-10 02:07:37.214077, cost_time=0:00:07.573131 2021-04-10 02:07:16,577 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.92ms, fps=1734 images/s, loss=0.1998, top1-acc=93.18%, top5-acc=99.86%, remaining_time=0:00:20.513560, arrival_time=2021-04-10 02:07:37.090960, cost_time=0:00:09.050106 2021-04-10 02:07:18,051 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.2019, top1-acc=93.11%, top5-acc=99.85%, remaining_time=0:00:18.943722, arrival_time=2021-04-10 02:07:36.995279, cost_time=0:00:10.524258 2021-04-10 02:07:19,525 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.55ms, fps=1738 images/s, loss=0.2006, top1-acc=93.15%, top5-acc=99.87%, remaining_time=0:00:17.396984, arrival_time=2021-04-10 02:07:36.922253, cost_time=0:00:11.997928 2021-04-10 02:07:21,007 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.2002, top1-acc=93.13%, top5-acc=99.87%, remaining_time=0:00:15.876468, arrival_time=2021-04-10 02:07:36.883757, cost_time=0:00:13.479995 2021-04-10 02:07:22,489 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=2.21ms, fps=1727 images/s, loss=0.1996, top1-acc=93.17%, top5-acc=99.86%, remaining_time=0:00:14.363904, arrival_time=2021-04-10 02:07:36.853608, cost_time=0:00:14.962362 2021-04-10 02:07:23,968 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.19ms, fps=1732 images/s, loss=0.1987, top1-acc=93.22%, top5-acc=99.87%, remaining_time=0:00:12.853732, arrival_time=2021-04-10 02:07:36.821947, cost_time=0:00:16.440872 2021-04-10 02:07:25,448 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.35ms, fps=1730 images/s, loss=0.1974, top1-acc=93.22%, top5-acc=99.87%, remaining_time=0:00:11.349992, arrival_time=2021-04-10 02:07:36.798288, cost_time=0:00:17.920996 2021-04-10 02:07:26,921 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.1983, top1-acc=93.16%, top5-acc=99.87%, remaining_time=0:00:09.846408, arrival_time=2021-04-10 02:07:36.768167, cost_time=0:00:19.394461 2021-04-10 02:07:28,422 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=2.30ms, fps=1707 images/s, loss=0.1981, top1-acc=93.15%, top5-acc=99.88%, remaining_time=0:00:08.357832, arrival_time=2021-04-10 02:07:36.779813, cost_time=0:00:20.894643 2021-04-10 02:07:29,899 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=0.1974, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:06.860808, arrival_time=2021-04-10 02:07:36.760361, cost_time=0:00:22.372205 2021-04-10 02:07:31,377 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.82ms, fps=1733 images/s, loss=0.1972, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:05.366268, arrival_time=2021-04-10 02:07:36.743589, cost_time=0:00:23.850023 2021-04-10 02:07:32,848 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.1981, top1-acc=93.17%, top5-acc=99.88%, remaining_time=0:00:03.872700, arrival_time=2021-04-10 02:07:36.721523, cost_time=0:00:25.321434 2021-04-10 02:07:34,323 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.1985, top1-acc=93.13%, top5-acc=99.87%, remaining_time=0:00:02.381888, arrival_time=2021-04-10 02:07:36.705517, cost_time=0:00:26.796296 2021-04-10 02:07:35,807 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.77ms, fps=1726 images/s, loss=0.1995, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:00.893040, arrival_time=2021-04-10 02:07:36.700043, cost_time=0:00:28.279629 2021-04-10 02:07:36,650 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.30ms, fps=1613 images/s, loss=0.1993, top1-acc=93.12%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:36.650759, cost_time=0:00:29.123400 2021-04-10 02:07:37,065 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.47ms, fps=6217 images/s, loss=0.4633, top1-acc=85.27%, top5-acc=99.34%, remaining_time=0:00:01.235250, arrival_time=2021-04-10 02:07:38.300175, cost_time=0:00:00.411751 2021-04-10 02:07:37,370 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=2.11ms, fps=8420 images/s, loss=0.4601, top1-acc=85.45%, top5-acc=99.34%, remaining_time=0:00:00.716900, arrival_time=2021-04-10 02:07:38.086860, cost_time=0:00:00.716907 2021-04-10 02:07:37,674 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=2.56ms, fps=8422 images/s, loss=0.4706, top1-acc=85.22%, top5-acc=99.36%, remaining_time=0:00:00.340460, arrival_time=2021-04-10 02:07:38.014892, cost_time=0:00:01.021366 2021-04-10 02:07:37,972 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.11ms, fps=7799 images/s, loss=0.4668, top1-acc=85.37%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:37.972422, cost_time=0:00:01.319370 2021-04-10 02:07:38,057 INFO : Epoch=0089 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:56:35.277768, arrival_time=2021-04-10 03:04:13.335259, cost_time=0:45:22.339797 2021-04-10 02:07:38,058 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 02:07:39,746 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.43ms, fps=1517 images/s, loss=0.2093, top1-acc=92.77%, top5-acc=99.92%, remaining_time=0:00:31.391406, arrival_time=2021-04-10 02:08:11.137783, cost_time=0:00:01.687707 2021-04-10 02:07:41,221 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.2043, top1-acc=93.01%, top5-acc=99.90%, remaining_time=0:00:27.830880, arrival_time=2021-04-10 02:08:09.052125, cost_time=0:00:03.162605 2021-04-10 02:07:42,698 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.43ms, fps=1734 images/s, loss=0.1933, top1-acc=93.41%, top5-acc=99.92%, remaining_time=0:00:25.671402, arrival_time=2021-04-10 02:08:08.369371, cost_time=0:00:04.639405 2021-04-10 02:07:44,183 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.93ms, fps=1725 images/s, loss=0.1856, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:23.884848, arrival_time=2021-04-10 02:08:08.067784, cost_time=0:00:06.124300 2021-04-10 02:07:45,659 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.97ms, fps=1734 images/s, loss=0.1866, top1-acc=93.70%, top5-acc=99.93%, remaining_time=0:00:22.195358, arrival_time=2021-04-10 02:08:07.855025, cost_time=0:00:07.601127 2021-04-10 02:07:47,129 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.1902, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:20.561296, arrival_time=2021-04-10 02:08:07.691000, cost_time=0:00:09.071181 2021-04-10 02:07:48,608 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.21ms, fps=1732 images/s, loss=0.1885, top1-acc=93.60%, top5-acc=99.92%, remaining_time=0:00:18.989586, arrival_time=2021-04-10 02:08:07.597898, cost_time=0:00:10.549760 2021-04-10 02:07:50,091 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.02ms, fps=1727 images/s, loss=0.1858, top1-acc=93.67%, top5-acc=99.93%, remaining_time=0:00:17.448140, arrival_time=2021-04-10 02:08:07.539844, cost_time=0:00:12.033194 2021-04-10 02:07:51,569 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.03ms, fps=1733 images/s, loss=0.1844, top1-acc=93.72%, top5-acc=99.93%, remaining_time=0:00:15.912826, arrival_time=2021-04-10 02:08:07.482362, cost_time=0:00:13.510908 2021-04-10 02:07:53,067 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.92ms, fps=1710 images/s, loss=0.1862, top1-acc=93.69%, top5-acc=99.92%, remaining_time=0:00:14.408544, arrival_time=2021-04-10 02:08:07.476011, cost_time=0:00:15.008911 2021-04-10 02:07:54,547 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.94ms, fps=1730 images/s, loss=0.1872, top1-acc=93.65%, top5-acc=99.91%, remaining_time=0:00:12.891400, arrival_time=2021-04-10 02:08:07.438883, cost_time=0:00:16.488953 2021-04-10 02:07:56,024 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.87ms, fps=1733 images/s, loss=0.1869, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:11.378644, arrival_time=2021-04-10 02:08:07.403523, cost_time=0:00:17.966323 2021-04-10 02:07:57,498 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=2.76ms, fps=1737 images/s, loss=0.1880, top1-acc=93.60%, top5-acc=99.91%, remaining_time=0:00:09.869640, arrival_time=2021-04-10 02:08:07.368414, cost_time=0:00:19.440221 2021-04-10 02:07:58,999 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.93ms, fps=1707 images/s, loss=0.1900, top1-acc=93.52%, top5-acc=99.91%, remaining_time=0:00:08.376256, arrival_time=2021-04-10 02:08:07.375506, cost_time=0:00:20.940639 2021-04-10 02:08:00,487 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=2.17ms, fps=1721 images/s, loss=0.1903, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:06.878242, arrival_time=2021-04-10 02:08:07.365941, cost_time=0:00:22.429020 2021-04-10 02:08:01,967 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.1890, top1-acc=93.60%, top5-acc=99.90%, remaining_time=0:00:05.379480, arrival_time=2021-04-10 02:08:07.346768, cost_time=0:00:23.908744 2021-04-10 02:08:03,450 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.98ms, fps=1726 images/s, loss=0.1897, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:03.883490, arrival_time=2021-04-10 02:08:07.334150, cost_time=0:00:25.392110 2021-04-10 02:08:04,924 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.1902, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:02.388112, arrival_time=2021-04-10 02:08:07.312940, cost_time=0:00:26.866199 2021-04-10 02:08:06,402 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.23ms, fps=1733 images/s, loss=0.1901, top1-acc=93.50%, top5-acc=99.90%, remaining_time=0:00:00.895086, arrival_time=2021-04-10 02:08:07.298013, cost_time=0:00:28.344389 2021-04-10 02:08:07,220 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.53ms, fps=1665 images/s, loss=0.1909, top1-acc=93.47%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:07.220423, cost_time=0:00:29.161871 2021-04-10 02:08:07,650 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.37ms, fps=5982 images/s, loss=0.5228, top1-acc=84.73%, top5-acc=99.41%, remaining_time=0:00:01.283760, arrival_time=2021-04-10 02:08:08.934356, cost_time=0:00:00.427915 2021-04-10 02:08:07,972 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=2.06ms, fps=7972 images/s, loss=0.5227, top1-acc=84.88%, top5-acc=99.43%, remaining_time=0:00:00.749620, arrival_time=2021-04-10 02:08:08.721891, cost_time=0:00:00.749628 2021-04-10 02:08:08,278 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.82ms, fps=8366 images/s, loss=0.5380, top1-acc=84.05%, top5-acc=99.43%, remaining_time=0:00:00.352070, arrival_time=2021-04-10 02:08:08.630907, cost_time=0:00:01.056215 2021-04-10 02:08:08,556 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=8373 images/s, loss=0.5299, top1-acc=84.29%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:08.556349, cost_time=0:00:01.333779 2021-04-10 02:08:08,636 INFO : Epoch=0090 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:56:04.677910, arrival_time=2021-04-10 03:04:13.313915, cost_time=0:45:52.918316 2021-04-10 02:08:08,636 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 02:08:10,310 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.66ms, fps=1530 images/s, loss=0.1885, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:31.117800, arrival_time=2021-04-10 02:08:41.428065, cost_time=0:00:01.673004 2021-04-10 02:08:11,801 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.34ms, fps=1718 images/s, loss=0.1824, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:27.843728, arrival_time=2021-04-10 02:08:39.645018, cost_time=0:00:03.164069 2021-04-10 02:08:13,281 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=6.68ms, fps=1730 images/s, loss=0.1876, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:25.698626, arrival_time=2021-04-10 02:08:38.980155, cost_time=0:00:04.644337 2021-04-10 02:08:14,759 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=2.13ms, fps=1733 images/s, loss=0.1881, top1-acc=93.40%, top5-acc=99.89%, remaining_time=0:00:23.877048, arrival_time=2021-04-10 02:08:38.636434, cost_time=0:00:06.122329 2021-04-10 02:08:16,233 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.1856, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:22.180758, arrival_time=2021-04-10 02:08:38.413982, cost_time=0:00:07.596145 2021-04-10 02:08:17,719 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.63ms, fps=1723 images/s, loss=0.1866, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:20.587000, arrival_time=2021-04-10 02:08:38.306679, cost_time=0:00:09.082474 2021-04-10 02:08:19,200 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.43ms, fps=1730 images/s, loss=0.1876, top1-acc=93.45%, top5-acc=99.87%, remaining_time=0:00:19.013526, arrival_time=2021-04-10 02:08:38.213685, cost_time=0:00:10.563044 2021-04-10 02:08:20,681 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.46ms, fps=1729 images/s, loss=0.1878, top1-acc=93.41%, top5-acc=99.86%, remaining_time=0:00:17.464728, arrival_time=2021-04-10 02:08:38.146544, cost_time=0:00:12.044665 2021-04-10 02:08:22,163 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.44ms, fps=1728 images/s, loss=0.1892, top1-acc=93.37%, top5-acc=99.86%, remaining_time=0:00:15.931376, arrival_time=2021-04-10 02:08:38.095245, cost_time=0:00:13.526652 2021-04-10 02:08:23,642 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.1908, top1-acc=93.32%, top5-acc=99.86%, remaining_time=0:00:14.404896, arrival_time=2021-04-10 02:08:38.047163, cost_time=0:00:15.005105 2021-04-10 02:08:25,122 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.77ms, fps=1730 images/s, loss=0.1920, top1-acc=93.25%, top5-acc=99.86%, remaining_time=0:00:12.888476, arrival_time=2021-04-10 02:08:38.010774, cost_time=0:00:16.485209 2021-04-10 02:08:26,604 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.79ms, fps=1728 images/s, loss=0.1908, top1-acc=93.32%, top5-acc=99.86%, remaining_time=0:00:11.379252, arrival_time=2021-04-10 02:08:37.983577, cost_time=0:00:17.967240 2021-04-10 02:08:28,086 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.02ms, fps=1728 images/s, loss=0.1912, top1-acc=93.32%, top5-acc=99.86%, remaining_time=0:00:09.873996, arrival_time=2021-04-10 02:08:37.960029, cost_time=0:00:19.448836 2021-04-10 02:08:29,589 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.65ms, fps=1703 images/s, loss=0.1917, top1-acc=93.30%, top5-acc=99.85%, remaining_time=0:00:08.381072, arrival_time=2021-04-10 02:08:37.970867, cost_time=0:00:20.952696 2021-04-10 02:08:31,069 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.87ms, fps=1730 images/s, loss=0.1938, top1-acc=93.21%, top5-acc=99.86%, remaining_time=0:00:06.879346, arrival_time=2021-04-10 02:08:37.949003, cost_time=0:00:22.432610 2021-04-10 02:08:32,555 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.04ms, fps=1724 images/s, loss=0.1938, top1-acc=93.19%, top5-acc=99.86%, remaining_time=0:00:05.381568, arrival_time=2021-04-10 02:08:37.936650, cost_time=0:00:23.918037 2021-04-10 02:08:34,032 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.89ms, fps=1733 images/s, loss=0.1957, top1-acc=93.13%, top5-acc=99.86%, remaining_time=0:00:03.884010, arrival_time=2021-04-10 02:08:37.916598, cost_time=0:00:25.395527 2021-04-10 02:08:35,513 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.70ms, fps=1730 images/s, loss=0.1972, top1-acc=93.10%, top5-acc=99.85%, remaining_time=0:00:02.388976, arrival_time=2021-04-10 02:08:37.902101, cost_time=0:00:26.876002 2021-04-10 02:08:36,992 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.20ms, fps=1731 images/s, loss=0.1974, top1-acc=93.09%, top5-acc=99.85%, remaining_time=0:00:00.895440, arrival_time=2021-04-10 02:08:37.888083, cost_time=0:00:28.355538 2021-04-10 02:08:37,810 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=2.31ms, fps=1663 images/s, loss=0.1976, top1-acc=93.10%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:37.810765, cost_time=0:00:29.173674 2021-04-10 02:08:38,276 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.53ms, fps=5521 images/s, loss=0.5345, top1-acc=84.53%, top5-acc=99.34%, remaining_time=0:00:01.391100, arrival_time=2021-04-10 02:08:39.667809, cost_time=0:00:00.463696 2021-04-10 02:08:38,575 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.47ms, fps=8598 images/s, loss=0.5199, top1-acc=84.57%, top5-acc=99.51%, remaining_time=0:00:00.762280, arrival_time=2021-04-10 02:08:39.337399, cost_time=0:00:00.762273 2021-04-10 02:08:38,881 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=2.51ms, fps=8376 images/s, loss=0.5274, top1-acc=84.23%, top5-acc=99.36%, remaining_time=0:00:00.356100, arrival_time=2021-04-10 02:08:39.237299, cost_time=0:00:01.068297 2021-04-10 02:08:39,161 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=8289 images/s, loss=0.5293, top1-acc=84.14%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:39.161603, cost_time=0:00:01.348785 2021-04-10 02:08:39,235 INFO : Epoch=0091 complete, best val top1-acc=87.25%, top5-acc=99.51% (epoch=81), remaining_time=0:55:34.103772, arrival_time=2021-04-10 03:04:13.339267, cost_time=0:46:23.517799 2021-04-10 02:08:39,236 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 02:08:40,940 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.26ms, fps=1503 images/s, loss=0.1964, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:31.684356, arrival_time=2021-04-10 02:09:12.624471, cost_time=0:00:01.703461 2021-04-10 02:08:42,410 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.54ms, fps=1742 images/s, loss=0.1946, top1-acc=93.34%, top5-acc=99.84%, remaining_time=0:00:27.931024, arrival_time=2021-04-10 02:09:10.341665, cost_time=0:00:03.173982 2021-04-10 02:08:43,898 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.03ms, fps=1722 images/s, loss=0.1895, top1-acc=93.55%, top5-acc=99.87%, remaining_time=0:00:25.794408, arrival_time=2021-04-10 02:09:09.692676, cost_time=0:00:04.661644 2021-04-10 02:08:45,376 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.93ms, fps=1732 images/s, loss=0.1837, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:00:23.946312, arrival_time=2021-04-10 02:09:09.322962, cost_time=0:00:06.140083 2021-04-10 02:08:46,865 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=2.15ms, fps=1721 images/s, loss=0.1847, top1-acc=93.75%, top5-acc=99.85%, remaining_time=0:00:22.274344, arrival_time=2021-04-10 02:09:09.139257, cost_time=0:00:07.628191 2021-04-10 02:08:48,342 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.85ms, fps=1734 images/s, loss=0.1861, top1-acc=93.71%, top5-acc=99.86%, remaining_time=0:00:20.639224, arrival_time=2021-04-10 02:09:08.981349, cost_time=0:00:09.105541 2021-04-10 02:08:49,822 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.59ms, fps=1730 images/s, loss=0.1854, top1-acc=93.69%, top5-acc=99.87%, remaining_time=0:00:19.054224, arrival_time=2021-04-10 02:09:08.876536, cost_time=0:00:10.585700 2021-04-10 02:08:51,305 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=2.14ms, fps=1727 images/s, loss=0.1856, top1-acc=93.65%, top5-acc=99.86%, remaining_time=0:00:17.499644, arrival_time=2021-04-10 02:09:08.804920, cost_time=0:00:12.068707 2021-04-10 02:08:52,793 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.90ms, fps=1721 images/s, loss=0.1848, top1-acc=93.72%, top5-acc=99.86%, remaining_time=0:00:15.967098, arrival_time=2021-04-10 02:09:08.760658, cost_time=0:00:13.556940 2021-04-10 02:08:54,279 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.55ms, fps=1724 images/s, loss=0.1853, top1-acc=93.68%, top5-acc=99.87%, remaining_time=0:00:14.440992, arrival_time=2021-04-10 02:09:08.720431, cost_time=0:00:15.042714 2021-04-10 02:08:55,756 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.62ms, fps=1734 images/s, loss=0.1869, top1-acc=93.58%, top5-acc=99.88%, remaining_time=0:00:12.915394, arrival_time=2021-04-10 02:09:08.671735, cost_time=0:00:16.519734 2021-04-10 02:08:57,230 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.1854, top1-acc=93.62%, top5-acc=99.88%, remaining_time=0:00:11.396124, arrival_time=2021-04-10 02:09:08.626598, cost_time=0:00:17.993855 2021-04-10 02:08:58,714 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.96ms, fps=1725 images/s, loss=0.1853, top1-acc=93.64%, top5-acc=99.87%, remaining_time=0:00:09.889044, arrival_time=2021-04-10 02:09:08.603988, cost_time=0:00:19.478380 2021-04-10 02:09:00,201 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=2.21ms, fps=1723 images/s, loss=0.1857, top1-acc=93.63%, top5-acc=99.87%, remaining_time=0:00:08.385776, arrival_time=2021-04-10 02:09:08.586799, cost_time=0:00:20.964406 2021-04-10 02:09:01,676 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=0.1874, top1-acc=93.56%, top5-acc=99.87%, remaining_time=0:00:06.881554, arrival_time=2021-04-10 02:09:08.557939, cost_time=0:00:22.439818 2021-04-10 02:09:03,148 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.90ms, fps=1739 images/s, loss=0.1889, top1-acc=93.52%, top5-acc=99.87%, remaining_time=0:00:05.380200, arrival_time=2021-04-10 02:09:08.528888, cost_time=0:00:23.912058 2021-04-10 02:09:04,628 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.58ms, fps=1731 images/s, loss=0.1903, top1-acc=93.49%, top5-acc=99.87%, remaining_time=0:00:03.883412, arrival_time=2021-04-10 02:09:08.511610, cost_time=0:00:25.391594 2021-04-10 02:09:06,097 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.55ms, fps=1742 images/s, loss=0.1915, top1-acc=93.43%, top5-acc=99.86%, remaining_time=0:00:02.387680, arrival_time=2021-04-10 02:09:08.485590, cost_time=0:00:26.861345 2021-04-10 02:09:07,589 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.28ms, fps=1716 images/s, loss=0.1913, top1-acc=93.42%, top5-acc=99.86%, remaining_time=0:00:00.895362, arrival_time=2021-04-10 02:09:08.485189, cost_time=0:00:28.353205 2021-04-10 02:09:08,401 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.91ms, fps=1678 images/s, loss=0.1920, top1-acc=93.41%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:08.400964, cost_time=0:00:29.164374 2021-04-10 02:09:08,846 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.31ms, fps=5776 images/s, loss=0.3461, top1-acc=89.14%, top5-acc=99.37%, remaining_time=0:00:01.329540, arrival_time=2021-04-10 02:09:10.175960, cost_time=0:00:00.443176 2021-04-10 02:09:09,144 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.41ms, fps=8606 images/s, loss=0.3249, top1-acc=89.75%, top5-acc=99.57%, remaining_time=0:00:00.741140, arrival_time=2021-04-10 02:09:09.885505, cost_time=0:00:00.741133 2021-04-10 02:09:09,454 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.48ms, fps=8283 images/s, loss=0.3321, top1-acc=89.41%, top5-acc=99.62%, remaining_time=0:00:00.350220, arrival_time=2021-04-10 02:09:09.804218, cost_time=0:00:01.050650 2021-04-10 02:09:09,741 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.11ms, fps=8081 images/s, loss=0.3372, top1-acc=89.43%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:09.741796, cost_time=0:00:01.338576 2021-04-10 02:09:09,871 INFO : Epoch=0092 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:55:03.572148, arrival_time=2021-04-10 03:04:13.443927, cost_time=0:46:54.154071 2021-04-10 02:09:09,872 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 02:09:11,578 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.24ms, fps=1501 images/s, loss=0.1858, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:31.731600, arrival_time=2021-04-10 02:09:43.310410, cost_time=0:00:01.705996 2021-04-10 02:09:13,045 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.60ms, fps=1746 images/s, loss=0.1827, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:27.921344, arrival_time=2021-04-10 02:09:40.967099, cost_time=0:00:03.172885 2021-04-10 02:09:14,542 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=2.43ms, fps=1720 images/s, loss=0.1827, top1-acc=93.68%, top5-acc=99.87%, remaining_time=0:00:25.836572, arrival_time=2021-04-10 02:09:40.378754, cost_time=0:00:04.669267 2021-04-10 02:09:16,025 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=0.1811, top1-acc=93.71%, top5-acc=99.90%, remaining_time=0:00:23.993892, arrival_time=2021-04-10 02:09:40.019264, cost_time=0:00:06.152275 2021-04-10 02:09:17,512 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.45ms, fps=1723 images/s, loss=0.1817, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:22.307048, arrival_time=2021-04-10 02:09:39.819280, cost_time=0:00:07.639388 2021-04-10 02:09:18,989 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.70ms, fps=1734 images/s, loss=0.1834, top1-acc=93.65%, top5-acc=99.88%, remaining_time=0:00:20.662752, arrival_time=2021-04-10 02:09:39.651648, cost_time=0:00:09.115946 2021-04-10 02:09:20,471 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=2.06ms, fps=1728 images/s, loss=0.1847, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:19.077912, arrival_time=2021-04-10 02:09:39.549551, cost_time=0:00:10.598812 2021-04-10 02:09:21,947 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.1843, top1-acc=93.63%, top5-acc=99.87%, remaining_time=0:00:17.507648, arrival_time=2021-04-10 02:09:39.454711, cost_time=0:00:12.074251 2021-04-10 02:09:23,419 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.66ms, fps=1739 images/s, loss=0.1814, top1-acc=93.69%, top5-acc=99.88%, remaining_time=0:00:15.954590, arrival_time=2021-04-10 02:09:39.373937, cost_time=0:00:13.546372 2021-04-10 02:09:24,906 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.58ms, fps=1723 images/s, loss=0.1820, top1-acc=93.68%, top5-acc=99.87%, remaining_time=0:00:14.431776, arrival_time=2021-04-10 02:09:39.337767, cost_time=0:00:15.033088 2021-04-10 02:09:26,382 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.91ms, fps=1734 images/s, loss=0.1827, top1-acc=93.65%, top5-acc=99.88%, remaining_time=0:00:12.907740, arrival_time=2021-04-10 02:09:39.290412, cost_time=0:00:16.509860 2021-04-10 02:09:27,854 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.51ms, fps=1740 images/s, loss=0.1837, top1-acc=93.64%, top5-acc=99.88%, remaining_time=0:00:11.388448, arrival_time=2021-04-10 02:09:39.243075, cost_time=0:00:17.981788 2021-04-10 02:09:29,340 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.59ms, fps=1724 images/s, loss=0.1854, top1-acc=93.56%, top5-acc=99.88%, remaining_time=0:00:09.883302, arrival_time=2021-04-10 02:09:39.223325, cost_time=0:00:19.467138 2021-04-10 02:09:30,821 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.04ms, fps=1729 images/s, loss=0.1857, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:08.379448, arrival_time=2021-04-10 02:09:39.200869, cost_time=0:00:20.948581 2021-04-10 02:09:32,303 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.1855, top1-acc=93.50%, top5-acc=99.89%, remaining_time=0:00:06.878840, arrival_time=2021-04-10 02:09:39.182688, cost_time=0:00:22.430984 2021-04-10 02:09:33,779 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=0.1866, top1-acc=93.47%, top5-acc=99.88%, remaining_time=0:00:05.378904, arrival_time=2021-04-10 02:09:39.158023, cost_time=0:00:23.906266 2021-04-10 02:09:35,256 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.85ms, fps=1733 images/s, loss=0.1880, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:00:03.882242, arrival_time=2021-04-10 02:09:39.138892, cost_time=0:00:25.383834 2021-04-10 02:09:36,731 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.92ms, fps=1736 images/s, loss=0.1891, top1-acc=93.39%, top5-acc=99.88%, remaining_time=0:00:02.387472, arrival_time=2021-04-10 02:09:39.119349, cost_time=0:00:26.859065 2021-04-10 02:09:38,223 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.58ms, fps=1717 images/s, loss=0.1885, top1-acc=93.43%, top5-acc=99.88%, remaining_time=0:00:00.895290, arrival_time=2021-04-10 02:09:39.119003, cost_time=0:00:28.350861 2021-04-10 02:09:39,049 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.74ms, fps=1647 images/s, loss=0.1890, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:39.049724, cost_time=0:00:29.176865 2021-04-10 02:09:39,475 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.43ms, fps=6041 images/s, loss=0.3963, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:00:01.271280, arrival_time=2021-04-10 02:09:40.746976, cost_time=0:00:00.423756 2021-04-10 02:09:39,778 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=2.13ms, fps=8481 images/s, loss=0.4169, top1-acc=87.29%, top5-acc=99.57%, remaining_time=0:00:00.726060, arrival_time=2021-04-10 02:09:40.504065, cost_time=0:00:00.726063 2021-04-10 02:09:40,079 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.98ms, fps=8496 images/s, loss=0.4083, top1-acc=87.29%, top5-acc=99.58%, remaining_time=0:00:00.342580, arrival_time=2021-04-10 02:09:40.422253, cost_time=0:00:01.027732 2021-04-10 02:09:40,355 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=8411 images/s, loss=0.3999, top1-acc=87.50%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:40.355836, cost_time=0:00:01.303912 2021-04-10 02:09:40,419 INFO : Epoch=0093 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:54:32.936116, arrival_time=2021-04-10 03:04:13.355265, cost_time=0:47:24.701460 2021-04-10 02:09:40,420 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 02:09:42,091 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.53ms, fps=1532 images/s, loss=0.1933, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:31.085808, arrival_time=2021-04-10 02:10:13.177445, cost_time=0:00:01.671281 2021-04-10 02:09:43,573 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.98ms, fps=1729 images/s, loss=0.1860, top1-acc=93.61%, top5-acc=99.90%, remaining_time=0:00:27.748160, arrival_time=2021-04-10 02:10:11.321512, cost_time=0:00:03.153195 2021-04-10 02:09:45,072 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.85ms, fps=1709 images/s, loss=0.1809, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:25.740458, arrival_time=2021-04-10 02:10:10.812662, cost_time=0:00:04.651887 2021-04-10 02:09:46,551 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=0.1810, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:23.913708, arrival_time=2021-04-10 02:10:10.465591, cost_time=0:00:06.131733 2021-04-10 02:09:48,033 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=2.19ms, fps=1728 images/s, loss=0.1792, top1-acc=93.84%, top5-acc=99.89%, remaining_time=0:00:22.231128, arrival_time=2021-04-10 02:10:10.264865, cost_time=0:00:07.613420 2021-04-10 02:09:49,509 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.17ms, fps=1736 images/s, loss=0.1805, top1-acc=93.74%, top5-acc=99.89%, remaining_time=0:00:20.601552, arrival_time=2021-04-10 02:10:10.110621, cost_time=0:00:09.088903 2021-04-10 02:09:50,985 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.84ms, fps=1734 images/s, loss=0.1777, top1-acc=93.86%, top5-acc=99.89%, remaining_time=0:00:19.018188, arrival_time=2021-04-10 02:10:10.004034, cost_time=0:00:10.565648 2021-04-10 02:09:52,467 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.1776, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:17.468092, arrival_time=2021-04-10 02:10:09.935170, cost_time=0:00:12.046926 2021-04-10 02:09:53,953 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.57ms, fps=1723 images/s, loss=0.1790, top1-acc=93.72%, top5-acc=99.88%, remaining_time=0:00:15.939432, arrival_time=2021-04-10 02:10:09.893135, cost_time=0:00:13.533501 2021-04-10 02:09:55,434 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.42ms, fps=1730 images/s, loss=0.1794, top1-acc=93.69%, top5-acc=99.89%, remaining_time=0:00:14.413344, arrival_time=2021-04-10 02:10:09.847436, cost_time=0:00:15.013868 2021-04-10 02:09:56,900 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.1801, top1-acc=93.69%, top5-acc=99.90%, remaining_time=0:00:12.884176, arrival_time=2021-04-10 02:10:09.784219, cost_time=0:00:16.479812 2021-04-10 02:09:58,385 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.86ms, fps=1724 images/s, loss=0.1824, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:11.377884, arrival_time=2021-04-10 02:10:09.763318, cost_time=0:00:17.965109 2021-04-10 02:09:59,878 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.44ms, fps=1716 images/s, loss=0.1849, top1-acc=93.57%, top5-acc=99.90%, remaining_time=0:00:09.878682, arrival_time=2021-04-10 02:10:09.756933, cost_time=0:00:19.458022 2021-04-10 02:10:01,361 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.04ms, fps=1727 images/s, loss=0.1871, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:08.376312, arrival_time=2021-04-10 02:10:09.737278, cost_time=0:00:20.940740 2021-04-10 02:10:02,833 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=2.21ms, fps=1740 images/s, loss=0.1864, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:06.873320, arrival_time=2021-04-10 02:10:09.706676, cost_time=0:00:22.413054 2021-04-10 02:10:04,309 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.97ms, fps=1735 images/s, loss=0.1872, top1-acc=93.51%, top5-acc=99.89%, remaining_time=0:00:05.375196, arrival_time=2021-04-10 02:10:09.685036, cost_time=0:00:23.889689 2021-04-10 02:10:05,809 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.98ms, fps=1708 images/s, loss=0.1884, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:03.883074, arrival_time=2021-04-10 02:10:09.692668, cost_time=0:00:25.389328 2021-04-10 02:10:07,280 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.1884, top1-acc=93.47%, top5-acc=99.89%, remaining_time=0:00:02.387600, arrival_time=2021-04-10 02:10:09.668302, cost_time=0:00:26.860453 2021-04-10 02:10:08,781 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.68ms, fps=1706 images/s, loss=0.1892, top1-acc=93.46%, top5-acc=99.88%, remaining_time=0:00:00.895620, arrival_time=2021-04-10 02:10:09.677344, cost_time=0:00:28.361373 2021-04-10 02:10:09,580 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.47ms, fps=1704 images/s, loss=0.1894, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:09.580681, cost_time=0:00:29.160503 2021-04-10 02:10:09,987 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.40ms, fps=6322 images/s, loss=0.4482, top1-acc=86.05%, top5-acc=99.49%, remaining_time=0:00:01.214700, arrival_time=2021-04-10 02:10:11.201761, cost_time=0:00:00.404901 2021-04-10 02:10:10,287 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.81ms, fps=8530 images/s, loss=0.4535, top1-acc=85.86%, top5-acc=99.43%, remaining_time=0:00:00.705400, arrival_time=2021-04-10 02:10:10.993015, cost_time=0:00:00.705402 2021-04-10 02:10:10,594 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.79ms, fps=8352 images/s, loss=0.4506, top1-acc=85.98%, top5-acc=99.48%, remaining_time=0:00:00.337460, arrival_time=2021-04-10 02:10:10.932267, cost_time=0:00:01.012381 2021-04-10 02:10:10,872 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=8382 images/s, loss=0.4538, top1-acc=86.13%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:10.872180, cost_time=0:00:01.290047 2021-04-10 02:10:10,936 INFO : Epoch=0094 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:54:02.267580, arrival_time=2021-04-10 03:04:13.203740, cost_time=0:47:55.218466 2021-04-10 02:10:10,937 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 02:10:12,618 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.38ms, fps=1523 images/s, loss=0.1807, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:31.267902, arrival_time=2021-04-10 02:10:43.886265, cost_time=0:00:01.681070 2021-04-10 02:10:14,096 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.63ms, fps=1733 images/s, loss=0.1781, top1-acc=93.83%, top5-acc=99.94%, remaining_time=0:00:27.800080, arrival_time=2021-04-10 02:10:41.896484, cost_time=0:00:03.159105 2021-04-10 02:10:15,584 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.41ms, fps=1721 images/s, loss=0.1739, top1-acc=94.04%, top5-acc=99.92%, remaining_time=0:00:25.715392, arrival_time=2021-04-10 02:10:41.300111, cost_time=0:00:04.647361 2021-04-10 02:10:17,054 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=2.08ms, fps=1743 images/s, loss=0.1701, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:23.856300, arrival_time=2021-04-10 02:10:40.910559, cost_time=0:00:06.116992 2021-04-10 02:10:18,520 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.62ms, fps=1747 images/s, loss=0.1689, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:22.142798, arrival_time=2021-04-10 02:10:40.663217, cost_time=0:00:07.583173 2021-04-10 02:10:20,000 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.92ms, fps=1731 images/s, loss=0.1704, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:20.542256, arrival_time=2021-04-10 02:10:40.542246, cost_time=0:00:09.062743 2021-04-10 02:10:21,476 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.42ms, fps=1735 images/s, loss=0.1743, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:18.969804, arrival_time=2021-04-10 02:10:40.445806, cost_time=0:00:10.538754 2021-04-10 02:10:22,946 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.70ms, fps=1742 images/s, loss=0.1763, top1-acc=93.95%, top5-acc=99.89%, remaining_time=0:00:17.412528, arrival_time=2021-04-10 02:10:40.358515, cost_time=0:00:12.008652 2021-04-10 02:10:24,427 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.56ms, fps=1729 images/s, loss=0.1760, top1-acc=93.99%, top5-acc=99.89%, remaining_time=0:00:15.887916, arrival_time=2021-04-10 02:10:40.314919, cost_time=0:00:13.489751 2021-04-10 02:10:25,902 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.73ms, fps=1736 images/s, loss=0.1759, top1-acc=93.98%, top5-acc=99.89%, remaining_time=0:00:14.366496, arrival_time=2021-04-10 02:10:40.268876, cost_time=0:00:14.965115 2021-04-10 02:10:27,369 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.48ms, fps=1746 images/s, loss=0.1764, top1-acc=93.93%, top5-acc=99.90%, remaining_time=0:00:12.846680, arrival_time=2021-04-10 02:10:40.215819, cost_time=0:00:16.431850 2021-04-10 02:10:28,853 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.43ms, fps=1726 images/s, loss=0.1754, top1-acc=93.95%, top5-acc=99.90%, remaining_time=0:00:11.346952, arrival_time=2021-04-10 02:10:40.200538, cost_time=0:00:17.916226 2021-04-10 02:10:30,323 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.90ms, fps=1743 images/s, loss=0.1761, top1-acc=93.94%, top5-acc=99.89%, remaining_time=0:00:09.842118, arrival_time=2021-04-10 02:10:40.165318, cost_time=0:00:19.385941 2021-04-10 02:10:31,795 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=2.00ms, fps=1740 images/s, loss=0.1755, top1-acc=93.94%, top5-acc=99.89%, remaining_time=0:00:08.343160, arrival_time=2021-04-10 02:10:40.138370, cost_time=0:00:20.857868 2021-04-10 02:10:33,266 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.64ms, fps=1741 images/s, loss=0.1765, top1-acc=93.90%, top5-acc=99.89%, remaining_time=0:00:06.847514, arrival_time=2021-04-10 02:10:40.113624, cost_time=0:00:22.328789 2021-04-10 02:10:34,741 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.51ms, fps=1736 images/s, loss=0.1780, top1-acc=93.85%, top5-acc=99.89%, remaining_time=0:00:05.355828, arrival_time=2021-04-10 02:10:40.096781, cost_time=0:00:23.803611 2021-04-10 02:10:36,215 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.1802, top1-acc=93.79%, top5-acc=99.88%, remaining_time=0:00:03.866096, arrival_time=2021-04-10 02:10:40.081694, cost_time=0:00:25.278273 2021-04-10 02:10:37,695 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.62ms, fps=1731 images/s, loss=0.1799, top1-acc=93.80%, top5-acc=99.88%, remaining_time=0:00:02.378464, arrival_time=2021-04-10 02:10:40.073567, cost_time=0:00:26.757756 2021-04-10 02:10:39,177 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.81ms, fps=1728 images/s, loss=0.1818, top1-acc=93.76%, top5-acc=99.87%, remaining_time=0:00:00.891792, arrival_time=2021-04-10 02:10:40.069166, cost_time=0:00:28.240081 2021-04-10 02:10:39,991 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=2.33ms, fps=1673 images/s, loss=0.1836, top1-acc=93.71%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:39.990970, cost_time=0:00:29.053619 2021-04-10 02:10:40,416 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.46ms, fps=6055 images/s, loss=0.7542, top1-acc=78.75%, top5-acc=98.59%, remaining_time=0:00:01.268400, arrival_time=2021-04-10 02:10:41.684460, cost_time=0:00:00.422799 2021-04-10 02:10:40,716 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.24ms, fps=8537 images/s, loss=0.7629, top1-acc=79.16%, top5-acc=98.36%, remaining_time=0:00:00.723160, arrival_time=2021-04-10 02:10:41.439622, cost_time=0:00:00.723161 2021-04-10 02:10:41,016 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.56ms, fps=8538 images/s, loss=0.7621, top1-acc=78.93%, top5-acc=98.32%, remaining_time=0:00:00.341220, arrival_time=2021-04-10 02:10:41.358154, cost_time=0:00:01.023659 2021-04-10 02:10:41,290 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=8491 images/s, loss=0.7478, top1-acc=79.00%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:41.290572, cost_time=0:00:01.297377 2021-04-10 02:10:41,363 INFO : Epoch=0095 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:53:31.503225, arrival_time=2021-04-10 03:04:12.866675, cost_time=0:48:25.645750 2021-04-10 02:10:41,364 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 02:10:43,045 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.24ms, fps=1523 images/s, loss=0.2027, top1-acc=93.20%, top5-acc=99.84%, remaining_time=0:00:31.265484, arrival_time=2021-04-10 02:11:14.310959, cost_time=0:00:01.680944 2021-04-10 02:10:44,511 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.70ms, fps=1746 images/s, loss=0.1914, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:00:27.697648, arrival_time=2021-04-10 02:11:12.209554, cost_time=0:00:03.147455 2021-04-10 02:10:45,985 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.1843, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:25.572134, arrival_time=2021-04-10 02:11:11.558049, cost_time=0:00:04.621462 2021-04-10 02:10:47,468 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.91ms, fps=1728 images/s, loss=0.1854, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:23.804352, arrival_time=2021-04-10 02:11:11.272583, cost_time=0:00:06.103689 2021-04-10 02:10:48,943 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.1838, top1-acc=93.67%, top5-acc=99.92%, remaining_time=0:00:22.130242, arrival_time=2021-04-10 02:11:11.073573, cost_time=0:00:07.578865 2021-04-10 02:10:50,416 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.23ms, fps=1739 images/s, loss=0.1791, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:20.517232, arrival_time=2021-04-10 02:11:10.933443, cost_time=0:00:09.051697 2021-04-10 02:10:51,888 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.59ms, fps=1740 images/s, loss=0.1779, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:18.943596, arrival_time=2021-04-10 02:11:10.832243, cost_time=0:00:10.524198 2021-04-10 02:10:53,363 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=2.05ms, fps=1736 images/s, loss=0.1804, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:17.398840, arrival_time=2021-04-10 02:11:10.762510, cost_time=0:00:11.999176 2021-04-10 02:10:54,847 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.84ms, fps=1726 images/s, loss=0.1792, top1-acc=93.86%, top5-acc=99.90%, remaining_time=0:00:15.879648, arrival_time=2021-04-10 02:11:10.726876, cost_time=0:00:13.482744 2021-04-10 02:10:56,316 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.1773, top1-acc=93.94%, top5-acc=99.90%, remaining_time=0:00:14.354112, arrival_time=2021-04-10 02:11:10.670732, cost_time=0:00:14.952159 2021-04-10 02:10:57,815 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=30.81ms, fps=1708 images/s, loss=0.1779, top1-acc=93.94%, top5-acc=99.89%, remaining_time=0:00:12.861816, arrival_time=2021-04-10 02:11:10.677416, cost_time=0:00:16.451148 2021-04-10 02:10:59,291 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.19ms, fps=1735 images/s, loss=0.1777, top1-acc=93.93%, top5-acc=99.89%, remaining_time=0:00:11.353868, arrival_time=2021-04-10 02:11:10.645553, cost_time=0:00:17.927103 2021-04-10 02:11:00,776 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=2.10ms, fps=1725 images/s, loss=0.1779, top1-acc=93.90%, top5-acc=99.89%, remaining_time=0:00:09.855120, arrival_time=2021-04-10 02:11:10.631184, cost_time=0:00:19.411574 2021-04-10 02:11:02,254 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.1790, top1-acc=93.87%, top5-acc=99.89%, remaining_time=0:00:08.356096, arrival_time=2021-04-10 02:11:10.610846, cost_time=0:00:20.890197 2021-04-10 02:11:03,727 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.76ms, fps=1739 images/s, loss=0.1797, top1-acc=93.87%, top5-acc=99.89%, remaining_time=0:00:06.857956, arrival_time=2021-04-10 02:11:10.585335, cost_time=0:00:22.362884 2021-04-10 02:11:05,202 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.47ms, fps=1736 images/s, loss=0.1803, top1-acc=93.87%, top5-acc=99.89%, remaining_time=0:00:05.363568, arrival_time=2021-04-10 02:11:10.566293, cost_time=0:00:23.838128 2021-04-10 02:11:06,678 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.07ms, fps=1736 images/s, loss=0.1806, top1-acc=93.85%, top5-acc=99.88%, remaining_time=0:00:03.871478, arrival_time=2021-04-10 02:11:10.549453, cost_time=0:00:25.313480 2021-04-10 02:11:08,150 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.37ms, fps=1739 images/s, loss=0.1801, top1-acc=93.88%, top5-acc=99.87%, remaining_time=0:00:02.380960, arrival_time=2021-04-10 02:11:10.531217, cost_time=0:00:26.785758 2021-04-10 02:11:09,631 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.62ms, fps=1729 images/s, loss=0.1794, top1-acc=93.87%, top5-acc=99.87%, remaining_time=0:00:00.892638, arrival_time=2021-04-10 02:11:10.523884, cost_time=0:00:28.266807 2021-04-10 02:11:10,442 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.90ms, fps=1677 images/s, loss=0.1796, top1-acc=93.86%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:10.442679, cost_time=0:00:29.078187 2021-04-10 02:11:10,853 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=5.55ms, fps=6274 images/s, loss=0.4758, top1-acc=86.68%, top5-acc=99.49%, remaining_time=0:00:01.224090, arrival_time=2021-04-10 02:11:12.077051, cost_time=0:00:00.408032 2021-04-10 02:11:11,153 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.20ms, fps=8526 images/s, loss=0.4722, top1-acc=86.43%, top5-acc=99.37%, remaining_time=0:00:00.708640, arrival_time=2021-04-10 02:11:11.862214, cost_time=0:00:00.708641 2021-04-10 02:11:11,446 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.11ms, fps=8745 images/s, loss=0.4535, top1-acc=86.60%, top5-acc=99.43%, remaining_time=0:00:00.333900, arrival_time=2021-04-10 02:11:11.780592, cost_time=0:00:01.001715 2021-04-10 02:11:11,729 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=8207 images/s, loss=0.4399, top1-acc=86.84%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:11.729823, cost_time=0:00:01.284910 2021-04-10 02:11:11,791 INFO : Epoch=0096 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:53:00.746608, arrival_time=2021-04-10 03:04:12.538092, cost_time=0:48:56.073773 2021-04-10 02:11:11,792 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 02:11:13,453 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.93ms, fps=1542 images/s, loss=0.1875, top1-acc=93.28%, top5-acc=99.96%, remaining_time=0:00:30.882510, arrival_time=2021-04-10 02:11:44.335989, cost_time=0:00:01.660350 2021-04-10 02:11:14,930 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.2026, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:27.605600, arrival_time=2021-04-10 02:11:42.535758, cost_time=0:00:03.136995 2021-04-10 02:11:16,406 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.2053, top1-acc=92.67%, top5-acc=99.84%, remaining_time=0:00:25.526318, arrival_time=2021-04-10 02:11:41.932569, cost_time=0:00:04.613192 2021-04-10 02:11:17,884 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.92ms, fps=1733 images/s, loss=0.2044, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:00:23.755992, arrival_time=2021-04-10 02:11:41.640297, cost_time=0:00:06.091271 2021-04-10 02:11:19,362 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.89ms, fps=1733 images/s, loss=0.1989, top1-acc=92.95%, top5-acc=99.85%, remaining_time=0:00:22.101918, arrival_time=2021-04-10 02:11:41.464077, cost_time=0:00:07.569126 2021-04-10 02:11:20,840 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.59ms, fps=1733 images/s, loss=0.1939, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:20.507168, arrival_time=2021-04-10 02:11:41.347513, cost_time=0:00:09.047265 2021-04-10 02:11:22,317 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.58ms, fps=1734 images/s, loss=0.1916, top1-acc=93.18%, top5-acc=99.87%, remaining_time=0:00:18.944352, arrival_time=2021-04-10 02:11:41.261984, cost_time=0:00:10.524626 2021-04-10 02:11:23,786 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=2.48ms, fps=1743 images/s, loss=0.1880, top1-acc=93.35%, top5-acc=99.88%, remaining_time=0:00:17.390604, arrival_time=2021-04-10 02:11:41.177146, cost_time=0:00:11.993502 2021-04-10 02:11:25,267 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.42ms, fps=1730 images/s, loss=0.1897, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:00:15.869472, arrival_time=2021-04-10 02:11:41.136604, cost_time=0:00:13.474089 2021-04-10 02:11:26,749 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.25ms, fps=1728 images/s, loss=0.1894, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:14.358048, arrival_time=2021-04-10 02:11:41.107376, cost_time=0:00:14.956291 2021-04-10 02:11:28,257 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=2.45ms, fps=1699 images/s, loss=0.1892, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:12.871878, arrival_time=2021-04-10 02:11:41.129056, cost_time=0:00:16.464020 2021-04-10 02:11:29,739 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.66ms, fps=1729 images/s, loss=0.1891, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:11.365724, arrival_time=2021-04-10 02:11:41.104698, cost_time=0:00:17.945894 2021-04-10 02:11:31,213 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.1869, top1-acc=93.43%, top5-acc=99.90%, remaining_time=0:00:09.859608, arrival_time=2021-04-10 02:11:41.073263, cost_time=0:00:19.420467 2021-04-10 02:11:32,693 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.58ms, fps=1731 images/s, loss=0.1854, top1-acc=93.49%, top5-acc=99.91%, remaining_time=0:00:08.360184, arrival_time=2021-04-10 02:11:41.053749, cost_time=0:00:20.900510 2021-04-10 02:11:34,172 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.1862, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:06.863154, arrival_time=2021-04-10 02:11:41.036045, cost_time=0:00:22.379909 2021-04-10 02:11:35,645 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.1875, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:05.366700, arrival_time=2021-04-10 02:11:41.011822, cost_time=0:00:23.851955 2021-04-10 02:11:37,122 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.1884, top1-acc=93.44%, top5-acc=99.91%, remaining_time=0:00:03.873974, arrival_time=2021-04-10 02:11:40.996862, cost_time=0:00:25.329827 2021-04-10 02:11:38,597 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.61ms, fps=1737 images/s, loss=0.1887, top1-acc=93.42%, top5-acc=99.91%, remaining_time=0:00:02.382624, arrival_time=2021-04-10 02:11:40.980170, cost_time=0:00:26.804563 2021-04-10 02:11:40,080 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.74ms, fps=1727 images/s, loss=0.1892, top1-acc=93.41%, top5-acc=99.90%, remaining_time=0:00:00.893280, arrival_time=2021-04-10 02:11:40.973527, cost_time=0:00:28.287259 2021-04-10 02:11:40,877 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.42ms, fps=1706 images/s, loss=0.1901, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:40.877756, cost_time=0:00:29.084780 2021-04-10 02:11:41,255 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=3.12ms, fps=6797 images/s, loss=0.5480, top1-acc=83.67%, top5-acc=99.18%, remaining_time=0:00:01.129920, arrival_time=2021-04-10 02:11:42.385667, cost_time=0:00:00.376644 2021-04-10 02:11:41,553 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=3.24ms, fps=8612 images/s, loss=0.5652, top1-acc=83.75%, top5-acc=99.00%, remaining_time=0:00:00.674360, arrival_time=2021-04-10 02:11:42.227789, cost_time=0:00:00.674355 2021-04-10 02:11:41,853 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.44ms, fps=8540 images/s, loss=0.5482, top1-acc=83.93%, top5-acc=99.04%, remaining_time=0:00:00.324820, arrival_time=2021-04-10 02:11:42.178448, cost_time=0:00:00.974467 2021-04-10 02:11:42,133 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=8319 images/s, loss=0.5349, top1-acc=83.86%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:42.132968, cost_time=0:00:01.253919 2021-04-10 02:11:42,238 INFO : Epoch=0097 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:52:30.017070, arrival_time=2021-04-10 03:04:12.255645, cost_time=0:49:26.520891 2021-04-10 02:11:42,239 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 02:11:43,948 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.77ms, fps=1498 images/s, loss=0.2066, top1-acc=92.85%, top5-acc=99.92%, remaining_time=0:00:31.777542, arrival_time=2021-04-10 02:12:15.725622, cost_time=0:00:01.708469 2021-04-10 02:11:45,421 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.49ms, fps=1738 images/s, loss=0.1955, top1-acc=93.20%, top5-acc=99.90%, remaining_time=0:00:28.000896, arrival_time=2021-04-10 02:12:13.422431, cost_time=0:00:03.181912 2021-04-10 02:11:46,899 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.64ms, fps=1733 images/s, loss=0.1925, top1-acc=93.36%, top5-acc=99.87%, remaining_time=0:00:25.784614, arrival_time=2021-04-10 02:12:12.684101, cost_time=0:00:04.659882 2021-04-10 02:11:48,377 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.1833, top1-acc=93.65%, top5-acc=99.89%, remaining_time=0:00:23.936016, arrival_time=2021-04-10 02:12:12.313126, cost_time=0:00:06.137453 2021-04-10 02:11:49,854 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.60ms, fps=1733 images/s, loss=0.1801, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:22.235946, arrival_time=2021-04-10 02:12:12.090624, cost_time=0:00:07.615068 2021-04-10 02:11:51,325 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1784, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:20.593664, arrival_time=2021-04-10 02:12:11.918725, cost_time=0:00:09.085421 2021-04-10 02:11:52,800 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.1762, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:19.010124, arrival_time=2021-04-10 02:12:11.810968, cost_time=0:00:10.561188 2021-04-10 02:11:54,280 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.1757, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:17.459624, arrival_time=2021-04-10 02:12:11.740428, cost_time=0:00:12.041122 2021-04-10 02:11:55,762 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=2.58ms, fps=1729 images/s, loss=0.1782, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:15.926394, arrival_time=2021-04-10 02:12:11.688402, cost_time=0:00:13.522373 2021-04-10 02:11:57,228 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.60ms, fps=1746 images/s, loss=0.1809, top1-acc=93.77%, top5-acc=99.89%, remaining_time=0:00:14.389536, arrival_time=2021-04-10 02:12:11.618247, cost_time=0:00:14.989062 2021-04-10 02:11:58,696 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=0.1824, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:12.866116, arrival_time=2021-04-10 02:12:11.562451, cost_time=0:00:16.456672 2021-04-10 02:12:00,170 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=2.12ms, fps=1738 images/s, loss=0.1833, top1-acc=93.70%, top5-acc=99.89%, remaining_time=0:00:11.355920, arrival_time=2021-04-10 02:12:11.525918, cost_time=0:00:17.930388 2021-04-10 02:12:01,648 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.10ms, fps=1732 images/s, loss=0.1835, top1-acc=93.69%, top5-acc=99.89%, remaining_time=0:00:09.853800, arrival_time=2021-04-10 02:12:11.502377, cost_time=0:00:19.408956 2021-04-10 02:12:03,120 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.1831, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:08.352288, arrival_time=2021-04-10 02:12:11.472651, cost_time=0:00:20.880747 2021-04-10 02:12:04,594 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=2.10ms, fps=1737 images/s, loss=0.1833, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:06.855472, arrival_time=2021-04-10 02:12:11.449954, cost_time=0:00:22.354869 2021-04-10 02:12:06,074 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.84ms, fps=1731 images/s, loss=0.1818, top1-acc=93.68%, top5-acc=99.89%, remaining_time=0:00:05.362668, arrival_time=2021-04-10 02:12:11.436561, cost_time=0:00:23.834068 2021-04-10 02:12:07,557 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.69ms, fps=1726 images/s, loss=0.1814, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:03.872180, arrival_time=2021-04-10 02:12:11.429870, cost_time=0:00:25.318023 2021-04-10 02:12:09,044 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.81ms, fps=1722 images/s, loss=0.1812, top1-acc=93.68%, top5-acc=99.89%, remaining_time=0:00:02.382656, arrival_time=2021-04-10 02:12:11.427204, cost_time=0:00:26.804828 2021-04-10 02:12:10,529 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.22ms, fps=1725 images/s, loss=0.1811, top1-acc=93.68%, top5-acc=99.90%, remaining_time=0:00:00.893358, arrival_time=2021-04-10 02:12:11.422665, cost_time=0:00:28.289711 2021-04-10 02:12:11,327 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.87ms, fps=1704 images/s, loss=0.1826, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:11.327744, cost_time=0:00:29.088145 2021-04-10 02:12:11,746 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.47ms, fps=6136 images/s, loss=0.4074, top1-acc=87.66%, top5-acc=99.69%, remaining_time=0:00:01.251690, arrival_time=2021-04-10 02:12:12.998065, cost_time=0:00:00.417226 2021-04-10 02:12:12,054 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.89ms, fps=8326 images/s, loss=0.4302, top1-acc=86.82%, top5-acc=99.69%, remaining_time=0:00:00.725140, arrival_time=2021-04-10 02:12:12.779560, cost_time=0:00:00.725148 2021-04-10 02:12:12,356 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.64ms, fps=8494 images/s, loss=0.4595, top1-acc=86.21%, top5-acc=99.62%, remaining_time=0:00:00.342440, arrival_time=2021-04-10 02:12:12.698894, cost_time=0:00:01.027329 2021-04-10 02:12:12,629 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=8502 images/s, loss=0.4582, top1-acc=86.39%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:12.629724, cost_time=0:00:01.300631 2021-04-10 02:12:12,682 INFO : Epoch=0098 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:51:59.290152, arrival_time=2021-04-10 03:04:11.972926, cost_time=0:49:56.965083 2021-04-10 02:12:12,683 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 02:12:14,346 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.54ms, fps=1540 images/s, loss=0.1719, top1-acc=94.14%, top5-acc=99.96%, remaining_time=0:00:30.919152, arrival_time=2021-04-10 02:12:45.265274, cost_time=0:00:01.662324 2021-04-10 02:12:15,808 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.36ms, fps=1751 images/s, loss=0.1811, top1-acc=93.61%, top5-acc=99.86%, remaining_time=0:00:27.495600, arrival_time=2021-04-10 02:12:43.303885, cost_time=0:00:03.124496 2021-04-10 02:12:17,263 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.00ms, fps=1760 images/s, loss=0.1825, top1-acc=93.52%, top5-acc=99.83%, remaining_time=0:00:25.341062, arrival_time=2021-04-10 02:12:42.604617, cost_time=0:00:04.579724 2021-04-10 02:12:18,725 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.95ms, fps=1752 images/s, loss=0.1824, top1-acc=93.60%, top5-acc=99.82%, remaining_time=0:00:23.561460, arrival_time=2021-04-10 02:12:42.286662, cost_time=0:00:06.041408 2021-04-10 02:12:20,180 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.1846, top1-acc=93.62%, top5-acc=99.81%, remaining_time=0:00:21.888612, arrival_time=2021-04-10 02:12:42.068578, cost_time=0:00:07.496089 2021-04-10 02:12:21,650 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=2.68ms, fps=1742 images/s, loss=0.1809, top1-acc=93.77%, top5-acc=99.82%, remaining_time=0:00:20.323160, arrival_time=2021-04-10 02:12:41.973118, cost_time=0:00:08.966107 2021-04-10 02:12:23,140 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=2.06ms, fps=1718 images/s, loss=0.1793, top1-acc=93.83%, top5-acc=99.85%, remaining_time=0:00:18.822510, arrival_time=2021-04-10 02:12:41.963296, cost_time=0:00:10.456982 2021-04-10 02:12:24,629 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.85ms, fps=1720 images/s, loss=0.1781, top1-acc=93.92%, top5-acc=99.86%, remaining_time=0:00:17.321932, arrival_time=2021-04-10 02:12:41.951866, cost_time=0:00:11.946147 2021-04-10 02:12:26,097 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.1779, top1-acc=93.93%, top5-acc=99.87%, remaining_time=0:00:15.798770, arrival_time=2021-04-10 02:12:41.896647, cost_time=0:00:13.414088 2021-04-10 02:12:27,567 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=2.11ms, fps=1743 images/s, loss=0.1793, top1-acc=93.91%, top5-acc=99.87%, remaining_time=0:00:14.288256, arrival_time=2021-04-10 02:12:41.855638, cost_time=0:00:14.883595 2021-04-10 02:12:29,038 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=0.1781, top1-acc=93.99%, top5-acc=99.88%, remaining_time=0:00:12.786652, arrival_time=2021-04-10 02:12:41.825408, cost_time=0:00:16.354967 2021-04-10 02:12:30,507 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.79ms, fps=1743 images/s, loss=0.1775, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:00:11.288356, arrival_time=2021-04-10 02:12:41.795862, cost_time=0:00:17.823678 2021-04-10 02:12:31,977 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.58ms, fps=1742 images/s, loss=0.1773, top1-acc=94.01%, top5-acc=99.89%, remaining_time=0:00:09.795258, arrival_time=2021-04-10 02:12:41.772763, cost_time=0:00:19.293717 2021-04-10 02:12:33,448 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.63ms, fps=1741 images/s, loss=0.1787, top1-acc=93.96%, top5-acc=99.88%, remaining_time=0:00:08.305864, arrival_time=2021-04-10 02:12:41.754266, cost_time=0:00:20.764613 2021-04-10 02:12:34,922 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.37ms, fps=1738 images/s, loss=0.1788, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:06.819776, arrival_time=2021-04-10 02:12:41.741968, cost_time=0:00:22.238339 2021-04-10 02:12:36,392 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1785, top1-acc=93.92%, top5-acc=99.89%, remaining_time=0:00:05.334372, arrival_time=2021-04-10 02:12:41.726499, cost_time=0:00:23.708311 2021-04-10 02:12:37,853 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.53ms, fps=1752 images/s, loss=0.1780, top1-acc=93.94%, top5-acc=99.89%, remaining_time=0:00:03.849508, arrival_time=2021-04-10 02:12:41.703119, cost_time=0:00:25.169819 2021-04-10 02:12:39,316 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.73ms, fps=1750 images/s, loss=0.1787, top1-acc=93.91%, top5-acc=99.89%, remaining_time=0:00:02.367376, arrival_time=2021-04-10 02:12:41.684216, cost_time=0:00:26.633044 2021-04-10 02:12:40,794 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.19ms, fps=1733 images/s, loss=0.1791, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:00.887706, arrival_time=2021-04-10 02:12:41.682274, cost_time=0:00:28.110775 2021-04-10 02:12:41,596 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.34ms, fps=1698 images/s, loss=0.1798, top1-acc=93.90%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:41.595993, cost_time=0:00:28.912212 2021-04-10 02:12:41,986 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.31ms, fps=6583 images/s, loss=0.4406, top1-acc=86.72%, top5-acc=99.34%, remaining_time=0:00:01.166550, arrival_time=2021-04-10 02:12:43.152766, cost_time=0:00:00.388849 2021-04-10 02:12:42,282 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.51ms, fps=8669 images/s, loss=0.4661, top1-acc=86.35%, top5-acc=99.28%, remaining_time=0:00:00.684660, arrival_time=2021-04-10 02:12:42.966650, cost_time=0:00:00.684665 2021-04-10 02:12:42,584 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=2.27ms, fps=8473 images/s, loss=0.4589, top1-acc=86.37%, top5-acc=99.45%, remaining_time=0:00:00.329050, arrival_time=2021-04-10 02:12:42.913574, cost_time=0:00:00.987149 2021-04-10 02:12:42,858 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=8494 images/s, loss=0.4489, top1-acc=86.43%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:42.858072, cost_time=0:00:01.260776 2021-04-10 02:12:42,912 INFO : Epoch=0099 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:51:28.349821, arrival_time=2021-04-10 03:04:11.261844, cost_time=0:50:27.194333 2021-04-10 02:12:42,912 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:12:44,670 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.45ms, fps=1457 images/s, loss=0.1743, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:32.684106, arrival_time=2021-04-10 02:13:17.354420, cost_time=0:00:01.757207 2021-04-10 02:12:46,147 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=2.73ms, fps=1734 images/s, loss=0.1668, top1-acc=94.67%, top5-acc=99.86%, remaining_time=0:00:28.463072, arrival_time=2021-04-10 02:13:14.610755, cost_time=0:00:03.234444 2021-04-10 02:12:47,624 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.38ms, fps=1734 images/s, loss=0.1620, top1-acc=94.82%, top5-acc=99.90%, remaining_time=0:00:26.069968, arrival_time=2021-04-10 02:13:13.694451, cost_time=0:00:04.711427 2021-04-10 02:12:49,100 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.1653, top1-acc=94.59%, top5-acc=99.90%, remaining_time=0:00:24.131640, arrival_time=2021-04-10 02:13:13.232488, cost_time=0:00:06.187601 2021-04-10 02:12:50,577 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.37ms, fps=1734 images/s, loss=0.1657, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:22.380924, arrival_time=2021-04-10 02:13:12.958647, cost_time=0:00:07.664699 2021-04-10 02:12:52,053 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.91ms, fps=1736 images/s, loss=0.1664, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:20.717288, arrival_time=2021-04-10 02:13:12.770351, cost_time=0:00:09.139980 2021-04-10 02:12:53,521 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=0.1660, top1-acc=94.34%, top5-acc=99.90%, remaining_time=0:00:19.094418, arrival_time=2021-04-10 02:13:12.615512, cost_time=0:00:10.608031 2021-04-10 02:12:54,992 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.46ms, fps=1741 images/s, loss=0.1647, top1-acc=94.37%, top5-acc=99.91%, remaining_time=0:00:17.514492, arrival_time=2021-04-10 02:13:12.506491, cost_time=0:00:12.078926 2021-04-10 02:12:56,462 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.40ms, fps=1742 images/s, loss=0.1646, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:15.957770, arrival_time=2021-04-10 02:13:12.419820, cost_time=0:00:13.549027 2021-04-10 02:12:57,930 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.90ms, fps=1744 images/s, loss=0.1632, top1-acc=94.40%, top5-acc=99.91%, remaining_time=0:00:14.416320, arrival_time=2021-04-10 02:13:12.346361, cost_time=0:00:15.017018 2021-04-10 02:12:59,395 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.1640, top1-acc=94.37%, top5-acc=99.91%, remaining_time=0:00:12.885810, arrival_time=2021-04-10 02:13:12.280790, cost_time=0:00:16.481824 2021-04-10 02:13:00,871 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.48ms, fps=1735 images/s, loss=0.1657, top1-acc=94.28%, top5-acc=99.91%, remaining_time=0:00:11.373552, arrival_time=2021-04-10 02:13:12.244889, cost_time=0:00:17.958280 2021-04-10 02:13:02,339 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.33ms, fps=1744 images/s, loss=0.1656, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:09.862776, arrival_time=2021-04-10 02:13:12.202471, cost_time=0:00:19.426650 2021-04-10 02:13:03,807 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.63ms, fps=1745 images/s, loss=0.1654, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:00:08.357720, arrival_time=2021-04-10 02:13:12.165014, cost_time=0:00:20.894233 2021-04-10 02:13:05,298 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.34ms, fps=1717 images/s, loss=0.1673, top1-acc=94.23%, top5-acc=99.91%, remaining_time=0:00:06.864902, arrival_time=2021-04-10 02:13:12.163493, cost_time=0:00:22.385564 2021-04-10 02:13:06,765 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=2.45ms, fps=1746 images/s, loss=0.1675, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:05.366772, arrival_time=2021-04-10 02:13:12.132208, cost_time=0:00:23.852371 2021-04-10 02:13:08,241 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.23ms, fps=1734 images/s, loss=0.1688, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:03.873818, arrival_time=2021-04-10 02:13:12.115707, cost_time=0:00:25.328823 2021-04-10 02:13:09,707 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.1702, top1-acc=94.16%, top5-acc=99.91%, remaining_time=0:00:02.381712, arrival_time=2021-04-10 02:13:12.088987, cost_time=0:00:26.794245 2021-04-10 02:13:11,191 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=2.20ms, fps=1726 images/s, loss=0.1701, top1-acc=94.16%, top5-acc=99.91%, remaining_time=0:00:00.892998, arrival_time=2021-04-10 02:13:12.084452, cost_time=0:00:28.278230 2021-04-10 02:13:12,008 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.94ms, fps=1666 images/s, loss=0.1704, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:12.008593, cost_time=0:00:29.095464 2021-04-10 02:13:12,393 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.41ms, fps=6692 images/s, loss=0.5050, top1-acc=84.22%, top5-acc=98.98%, remaining_time=0:00:01.147560, arrival_time=2021-04-10 02:13:13.541186, cost_time=0:00:00.382519 2021-04-10 02:13:12,690 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.96ms, fps=8643 images/s, loss=0.5005, top1-acc=84.84%, top5-acc=98.98%, remaining_time=0:00:00.679200, arrival_time=2021-04-10 02:13:13.369619, cost_time=0:00:00.679206 2021-04-10 02:13:12,986 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=2.28ms, fps=8657 images/s, loss=0.4965, top1-acc=85.03%, top5-acc=98.97%, remaining_time=0:00:00.325200, arrival_time=2021-04-10 02:13:13.311937, cost_time=0:00:00.975592 2021-04-10 02:13:13,267 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.12ms, fps=8270 images/s, loss=0.4941, top1-acc=84.95%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:13.267858, cost_time=0:00:01.256776 2021-04-10 02:13:13,342 INFO : Epoch=0100 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:50:57.624400, arrival_time=2021-04-10 03:04:10.966532, cost_time=0:50:57.624410 2021-04-10 02:13:13,343 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:13:15,040 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.46ms, fps=1509 images/s, loss=0.1515, top1-acc=94.26%, top5-acc=99.96%, remaining_time=0:00:31.559736, arrival_time=2021-04-10 02:13:46.600508, cost_time=0:00:01.696761 2021-04-10 02:13:16,532 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.88ms, fps=1717 images/s, loss=0.1621, top1-acc=94.18%, top5-acc=99.96%, remaining_time=0:00:28.060912, arrival_time=2021-04-10 02:13:44.593704, cost_time=0:00:03.188744 2021-04-10 02:13:18,007 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.1606, top1-acc=94.30%, top5-acc=99.96%, remaining_time=0:00:25.804700, arrival_time=2021-04-10 02:13:43.812065, cost_time=0:00:04.663506 2021-04-10 02:13:19,478 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.86ms, fps=1741 images/s, loss=0.1628, top1-acc=94.30%, top5-acc=99.95%, remaining_time=0:00:23.925096, arrival_time=2021-04-10 02:13:43.403636, cost_time=0:00:06.134647 2021-04-10 02:13:20,955 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=0.1610, top1-acc=94.31%, top5-acc=99.94%, remaining_time=0:00:22.225142, arrival_time=2021-04-10 02:13:43.180495, cost_time=0:00:07.611346 2021-04-10 02:13:22,422 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.60ms, fps=1746 images/s, loss=0.1607, top1-acc=94.36%, top5-acc=99.93%, remaining_time=0:00:20.577616, arrival_time=2021-04-10 02:13:42.999820, cost_time=0:00:09.078342 2021-04-10 02:13:23,888 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.1610, top1-acc=94.36%, top5-acc=99.91%, remaining_time=0:00:18.979884, arrival_time=2021-04-10 02:13:42.868140, cost_time=0:00:10.544408 2021-04-10 02:13:25,359 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.1633, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:17.422620, arrival_time=2021-04-10 02:13:42.782106, cost_time=0:00:12.015602 2021-04-10 02:13:26,829 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.1651, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:15.883040, arrival_time=2021-04-10 02:13:42.712492, cost_time=0:00:13.485568 2021-04-10 02:13:28,306 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.1687, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:14.364000, arrival_time=2021-04-10 02:13:42.670399, cost_time=0:00:14.962469 2021-04-10 02:13:29,801 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=10.10ms, fps=1713 images/s, loss=0.1687, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:12.866718, arrival_time=2021-04-10 02:13:42.668197, cost_time=0:00:16.457469 2021-04-10 02:13:31,279 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.1696, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:11.359188, arrival_time=2021-04-10 02:13:42.638718, cost_time=0:00:17.935586 2021-04-10 02:13:32,752 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.95ms, fps=1738 images/s, loss=0.1693, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:09.853668, arrival_time=2021-04-10 02:13:42.606426, cost_time=0:00:19.408801 2021-04-10 02:13:34,219 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.34ms, fps=1746 images/s, loss=0.1689, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:08.350328, arrival_time=2021-04-10 02:13:42.569947, cost_time=0:00:20.875762 2021-04-10 02:13:35,687 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.55ms, fps=1744 images/s, loss=0.1683, top1-acc=94.18%, top5-acc=99.91%, remaining_time=0:00:06.852160, arrival_time=2021-04-10 02:13:42.540102, cost_time=0:00:22.344073 2021-04-10 02:13:37,158 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=2.12ms, fps=1741 images/s, loss=0.1692, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:05.358276, arrival_time=2021-04-10 02:13:42.516811, cost_time=0:00:23.814602 2021-04-10 02:13:38,617 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.1703, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:03.865368, arrival_time=2021-04-10 02:13:42.482796, cost_time=0:00:25.273527 2021-04-10 02:13:40,088 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=0.1700, top1-acc=94.13%, top5-acc=99.90%, remaining_time=0:00:02.377280, arrival_time=2021-04-10 02:13:42.465499, cost_time=0:00:26.744374 2021-04-10 02:13:41,568 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.54ms, fps=1730 images/s, loss=0.1702, top1-acc=94.15%, top5-acc=99.91%, remaining_time=0:00:00.891288, arrival_time=2021-04-10 02:13:42.459288, cost_time=0:00:28.224161 2021-04-10 02:13:42,366 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.40ms, fps=1704 images/s, loss=0.1710, top1-acc=94.13%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:42.366561, cost_time=0:00:29.022719 2021-04-10 02:13:42,738 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.32ms, fps=6907 images/s, loss=0.3797, top1-acc=87.89%, top5-acc=99.77%, remaining_time=0:00:01.111830, arrival_time=2021-04-10 02:13:43.850440, cost_time=0:00:00.370612 2021-04-10 02:13:43,033 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.20ms, fps=8678 images/s, loss=0.3945, top1-acc=87.60%, top5-acc=99.71%, remaining_time=0:00:00.665960, arrival_time=2021-04-10 02:13:43.699909, cost_time=0:00:00.665959 2021-04-10 02:13:43,334 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.22ms, fps=8535 images/s, loss=0.3993, top1-acc=87.47%, top5-acc=99.70%, remaining_time=0:00:00.322080, arrival_time=2021-04-10 02:13:43.656390, cost_time=0:00:00.966233 2021-04-10 02:13:43,620 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.10ms, fps=8125 images/s, loss=0.3974, top1-acc=87.37%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:43.620345, cost_time=0:00:01.252313 2021-04-10 02:13:43,713 INFO : Epoch=0101 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:50:26.847186, arrival_time=2021-04-10 03:04:10.560531, cost_time=0:51:27.995622 2021-04-10 02:13:43,714 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:13:45,367 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.98ms, fps=1549 images/s, loss=0.1839, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:30.740592, arrival_time=2021-04-10 02:14:16.108319, cost_time=0:00:01.652723 2021-04-10 02:13:46,845 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.55ms, fps=1733 images/s, loss=0.1700, top1-acc=94.26%, top5-acc=99.96%, remaining_time=0:00:27.546640, arrival_time=2021-04-10 02:14:14.392079, cost_time=0:00:03.130292 2021-04-10 02:13:48,318 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.46ms, fps=1738 images/s, loss=0.1660, top1-acc=94.31%, top5-acc=99.93%, remaining_time=0:00:25.474028, arrival_time=2021-04-10 02:14:13.792759, cost_time=0:00:04.603745 2021-04-10 02:13:49,789 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.47ms, fps=1741 images/s, loss=0.1620, top1-acc=94.38%, top5-acc=99.93%, remaining_time=0:00:23.689068, arrival_time=2021-04-10 02:14:13.478331, cost_time=0:00:06.074139 2021-04-10 02:13:51,253 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.55ms, fps=1749 images/s, loss=0.1632, top1-acc=94.34%, top5-acc=99.93%, remaining_time=0:00:22.012712, arrival_time=2021-04-10 02:14:13.266366, cost_time=0:00:07.538578 2021-04-10 02:13:52,720 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=0.1653, top1-acc=94.23%, top5-acc=99.93%, remaining_time=0:00:20.412648, arrival_time=2021-04-10 02:14:13.133230, cost_time=0:00:09.005579 2021-04-10 02:13:54,191 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.1648, top1-acc=94.35%, top5-acc=99.93%, remaining_time=0:00:18.858168, arrival_time=2021-04-10 02:14:13.050046, cost_time=0:00:10.476792 2021-04-10 02:13:55,664 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.36ms, fps=1739 images/s, loss=0.1651, top1-acc=94.32%, top5-acc=99.93%, remaining_time=0:00:17.326456, arrival_time=2021-04-10 02:14:12.990824, cost_time=0:00:11.949241 2021-04-10 02:13:57,143 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.1643, top1-acc=94.37%, top5-acc=99.93%, remaining_time=0:00:15.815942, arrival_time=2021-04-10 02:14:12.959626, cost_time=0:00:13.428664 2021-04-10 02:13:58,615 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.1651, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:00:14.304480, arrival_time=2021-04-10 02:14:12.919940, cost_time=0:00:14.900472 2021-04-10 02:14:00,095 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.37ms, fps=1730 images/s, loss=0.1656, top1-acc=94.32%, top5-acc=99.93%, remaining_time=0:00:12.806346, arrival_time=2021-04-10 02:14:12.901686, cost_time=0:00:16.380261 2021-04-10 02:14:01,568 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.93ms, fps=1739 images/s, loss=0.1661, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:11.306976, arrival_time=2021-04-10 02:14:12.875106, cost_time=0:00:17.853122 2021-04-10 02:14:03,035 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.61ms, fps=1745 images/s, loss=0.1668, top1-acc=94.24%, top5-acc=99.92%, remaining_time=0:00:09.808986, arrival_time=2021-04-10 02:14:12.844754, cost_time=0:00:19.320779 2021-04-10 02:14:04,500 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=0.1680, top1-acc=94.20%, top5-acc=99.92%, remaining_time=0:00:08.314096, arrival_time=2021-04-10 02:14:12.814364, cost_time=0:00:20.785230 2021-04-10 02:14:05,972 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.84ms, fps=1739 images/s, loss=0.1700, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:06.825756, arrival_time=2021-04-10 02:14:12.798683, cost_time=0:00:22.257938 2021-04-10 02:14:07,453 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.42ms, fps=1729 images/s, loss=0.1703, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:05.341176, arrival_time=2021-04-10 02:14:12.794847, cost_time=0:00:23.738520 2021-04-10 02:14:08,923 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.1694, top1-acc=94.12%, top5-acc=99.92%, remaining_time=0:00:03.855410, arrival_time=2021-04-10 02:14:12.778842, cost_time=0:00:25.208431 2021-04-10 02:14:10,395 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.86ms, fps=1739 images/s, loss=0.1685, top1-acc=94.15%, top5-acc=99.92%, remaining_time=0:00:02.371632, arrival_time=2021-04-10 02:14:12.767521, cost_time=0:00:26.680869 2021-04-10 02:14:11,875 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=2.17ms, fps=1730 images/s, loss=0.1682, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:00:00.889290, arrival_time=2021-04-10 02:14:12.765127, cost_time=0:00:28.160841 2021-04-10 02:14:12,711 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.67ms, fps=1629 images/s, loss=0.1688, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:12.711194, cost_time=0:00:28.996210 2021-04-10 02:14:13,139 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.22ms, fps=5991 images/s, loss=0.3800, top1-acc=89.02%, top5-acc=99.65%, remaining_time=0:00:01.281810, arrival_time=2021-04-10 02:14:14.421615, cost_time=0:00:00.427272 2021-04-10 02:14:13,429 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.62ms, fps=8846 images/s, loss=0.3978, top1-acc=88.44%, top5-acc=99.53%, remaining_time=0:00:00.717000, arrival_time=2021-04-10 02:14:14.146568, cost_time=0:00:00.716995 2021-04-10 02:14:13,734 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.95ms, fps=8426 images/s, loss=0.3880, top1-acc=88.61%, top5-acc=99.61%, remaining_time=0:00:00.340430, arrival_time=2021-04-10 02:14:14.074407, cost_time=0:00:01.021280 2021-04-10 02:14:14,008 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=8468 images/s, loss=0.4064, top1-acc=88.31%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:14.008569, cost_time=0:00:01.296032 2021-04-10 02:14:14,065 INFO : Epoch=0102 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:49:56.059136, arrival_time=2021-04-10 03:04:10.124102, cost_time=0:51:58.347263 2021-04-10 02:14:14,065 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:14:15,774 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.33ms, fps=1498 images/s, loss=0.1800, top1-acc=93.83%, top5-acc=99.88%, remaining_time=0:00:31.776054, arrival_time=2021-04-10 02:14:47.550539, cost_time=0:00:01.708392 2021-04-10 02:14:17,244 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.1812, top1-acc=93.61%, top5-acc=99.88%, remaining_time=0:00:27.971328, arrival_time=2021-04-10 02:14:45.216088, cost_time=0:00:03.178568 2021-04-10 02:14:18,721 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.85ms, fps=1734 images/s, loss=0.1764, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:00:25.760046, arrival_time=2021-04-10 02:14:44.481531, cost_time=0:00:04.655441 2021-04-10 02:14:20,192 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.64ms, fps=1740 images/s, loss=0.1738, top1-acc=93.97%, top5-acc=99.88%, remaining_time=0:00:23.894988, arrival_time=2021-04-10 02:14:44.087916, cost_time=0:00:06.126929 2021-04-10 02:14:21,660 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.48ms, fps=1746 images/s, loss=0.1724, top1-acc=94.05%, top5-acc=99.89%, remaining_time=0:00:22.174042, arrival_time=2021-04-10 02:14:43.833995, cost_time=0:00:07.593872 2021-04-10 02:14:23,128 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.1722, top1-acc=94.08%, top5-acc=99.89%, remaining_time=0:00:20.541848, arrival_time=2021-04-10 02:14:43.670510, cost_time=0:00:09.062593 2021-04-10 02:14:24,603 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.1721, top1-acc=94.03%, top5-acc=99.90%, remaining_time=0:00:18.967284, arrival_time=2021-04-10 02:14:43.570630, cost_time=0:00:10.537345 2021-04-10 02:14:26,073 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=0.1711, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:00:17.410672, arrival_time=2021-04-10 02:14:43.484002, cost_time=0:00:12.007330 2021-04-10 02:14:27,545 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.56ms, fps=1739 images/s, loss=0.1717, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:00:15.875938, arrival_time=2021-04-10 02:14:43.421572, cost_time=0:00:13.479583 2021-04-10 02:14:29,019 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.39ms, fps=1737 images/s, loss=0.1698, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:14.355456, arrival_time=2021-04-10 02:14:43.375143, cost_time=0:00:14.953574 2021-04-10 02:14:30,490 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.1711, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:00:12.840832, arrival_time=2021-04-10 02:14:43.331106, cost_time=0:00:16.424278 2021-04-10 02:14:31,961 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.65ms, fps=1741 images/s, loss=0.1718, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:11.333728, arrival_time=2021-04-10 02:14:43.295058, cost_time=0:00:17.895308 2021-04-10 02:14:33,424 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.47ms, fps=1750 images/s, loss=0.1726, top1-acc=93.98%, top5-acc=99.90%, remaining_time=0:00:09.828060, arrival_time=2021-04-10 02:14:43.252390, cost_time=0:00:19.358327 2021-04-10 02:14:34,893 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=2.16ms, fps=1743 images/s, loss=0.1723, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:08.331120, arrival_time=2021-04-10 02:14:43.224958, cost_time=0:00:20.827844 2021-04-10 02:14:36,364 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.51ms, fps=1742 images/s, loss=0.1717, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:06.838084, arrival_time=2021-04-10 02:14:43.202225, cost_time=0:00:22.298140 2021-04-10 02:14:37,842 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.19ms, fps=1732 images/s, loss=0.1718, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:05.349708, arrival_time=2021-04-10 02:14:43.192286, cost_time=0:00:23.776532 2021-04-10 02:14:39,312 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.1722, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:03.861260, arrival_time=2021-04-10 02:14:43.173938, cost_time=0:00:25.246678 2021-04-10 02:14:40,781 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.60ms, fps=1744 images/s, loss=0.1713, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:02.374688, arrival_time=2021-04-10 02:14:43.155836, cost_time=0:00:26.715152 2021-04-10 02:14:42,257 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.20ms, fps=1735 images/s, loss=0.1714, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:00.890238, arrival_time=2021-04-10 02:14:43.147310, cost_time=0:00:28.190963 2021-04-10 02:14:43,049 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.24ms, fps=1717 images/s, loss=0.1719, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:43.049716, cost_time=0:00:28.983718 2021-04-10 02:14:43,445 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.42ms, fps=6498 images/s, loss=0.4884, top1-acc=85.98%, top5-acc=99.57%, remaining_time=0:00:01.181880, arrival_time=2021-04-10 02:14:44.627001, cost_time=0:00:00.393957 2021-04-10 02:14:43,743 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=3.32ms, fps=8608 images/s, loss=0.4857, top1-acc=86.05%, top5-acc=99.51%, remaining_time=0:00:00.691840, arrival_time=2021-04-10 02:14:44.434854, cost_time=0:00:00.691835 2021-04-10 02:14:44,042 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.52ms, fps=8567 images/s, loss=0.4923, top1-acc=85.81%, top5-acc=99.51%, remaining_time=0:00:00.330400, arrival_time=2021-04-10 02:14:44.372728, cost_time=0:00:00.991199 2021-04-10 02:14:44,321 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.11ms, fps=8326 images/s, loss=0.5002, top1-acc=85.54%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:44.321344, cost_time=0:00:01.270182 2021-04-10 02:14:44,415 INFO : Epoch=0103 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:49:25.278748, arrival_time=2021-04-10 03:04:09.694480, cost_time=0:52:28.698018 2021-04-10 02:14:44,417 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:14:46,115 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.69ms, fps=1508 images/s, loss=0.1810, top1-acc=93.87%, top5-acc=100.00%, remaining_time=0:00:31.579452, arrival_time=2021-04-10 02:15:17.694732, cost_time=0:00:01.697820 2021-04-10 02:14:47,577 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.70ms, fps=1751 images/s, loss=0.1731, top1-acc=94.14%, top5-acc=99.98%, remaining_time=0:00:27.810288, arrival_time=2021-04-10 02:15:15.387924, cost_time=0:00:03.160262 2021-04-10 02:14:49,060 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=2.74ms, fps=1728 images/s, loss=0.1708, top1-acc=94.10%, top5-acc=99.96%, remaining_time=0:00:25.688998, arrival_time=2021-04-10 02:15:14.748986, cost_time=0:00:04.642591 2021-04-10 02:14:50,546 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.92ms, fps=1723 images/s, loss=0.1711, top1-acc=94.19%, top5-acc=99.94%, remaining_time=0:00:23.900916, arrival_time=2021-04-10 02:15:14.446800, cost_time=0:00:06.128423 2021-04-10 02:14:52,017 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=2.08ms, fps=1741 images/s, loss=0.1669, top1-acc=94.30%, top5-acc=99.95%, remaining_time=0:00:22.190832, arrival_time=2021-04-10 02:15:14.207797, cost_time=0:00:07.599625 2021-04-10 02:14:53,489 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.52ms, fps=1739 images/s, loss=0.1677, top1-acc=94.22%, top5-acc=99.95%, remaining_time=0:00:20.564016, arrival_time=2021-04-10 02:15:14.053683, cost_time=0:00:09.072333 2021-04-10 02:14:54,955 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.1651, top1-acc=94.24%, top5-acc=99.94%, remaining_time=0:00:18.967914, arrival_time=2021-04-10 02:15:13.923030, cost_time=0:00:10.537740 2021-04-10 02:14:56,434 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.90ms, fps=1732 images/s, loss=0.1649, top1-acc=94.22%, top5-acc=99.95%, remaining_time=0:00:17.424012, arrival_time=2021-04-10 02:15:13.857997, cost_time=0:00:12.016583 2021-04-10 02:14:57,913 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.00ms, fps=1731 images/s, loss=0.1648, top1-acc=94.23%, top5-acc=99.95%, remaining_time=0:00:15.895018, arrival_time=2021-04-10 02:15:13.808140, cost_time=0:00:13.495765 2021-04-10 02:14:59,382 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.45ms, fps=1743 images/s, loss=0.1659, top1-acc=94.17%, top5-acc=99.95%, remaining_time=0:00:14.366304, arrival_time=2021-04-10 02:15:13.748610, cost_time=0:00:14.964916 2021-04-10 02:15:00,860 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=2.13ms, fps=1733 images/s, loss=0.1662, top1-acc=94.17%, top5-acc=99.94%, remaining_time=0:00:12.855194, arrival_time=2021-04-10 02:15:13.715339, cost_time=0:00:16.442722 2021-04-10 02:15:02,340 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=6.04ms, fps=1730 images/s, loss=0.1675, top1-acc=94.14%, top5-acc=99.93%, remaining_time=0:00:11.351360, arrival_time=2021-04-10 02:15:13.691992, cost_time=0:00:17.923162 2021-04-10 02:15:03,814 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.94ms, fps=1737 images/s, loss=0.1670, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:09.847992, arrival_time=2021-04-10 02:15:13.662877, cost_time=0:00:19.397552 2021-04-10 02:15:05,290 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=2.11ms, fps=1736 images/s, loss=0.1664, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:08.349096, arrival_time=2021-04-10 02:15:13.639252, cost_time=0:00:20.872705 2021-04-10 02:15:06,761 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=2.10ms, fps=1740 images/s, loss=0.1665, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:06.852298, arrival_time=2021-04-10 02:15:13.614129, cost_time=0:00:22.344426 2021-04-10 02:15:08,225 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.1670, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:00:05.356836, arrival_time=2021-04-10 02:15:13.582361, cost_time=0:00:23.808185 2021-04-10 02:15:09,693 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.63ms, fps=1745 images/s, loss=0.1668, top1-acc=94.15%, top5-acc=99.92%, remaining_time=0:00:03.865680, arrival_time=2021-04-10 02:15:13.558659, cost_time=0:00:25.275605 2021-04-10 02:15:11,162 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.1685, top1-acc=94.10%, top5-acc=99.93%, remaining_time=0:00:02.377376, arrival_time=2021-04-10 02:15:13.540133, cost_time=0:00:26.745428 2021-04-10 02:15:12,640 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.26ms, fps=1733 images/s, loss=0.1692, top1-acc=94.07%, top5-acc=99.92%, remaining_time=0:00:00.891246, arrival_time=2021-04-10 02:15:13.531425, cost_time=0:00:28.222728 2021-04-10 02:15:13,439 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.41ms, fps=1703 images/s, loss=0.1697, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:13.439245, cost_time=0:00:29.021900 2021-04-10 02:15:13,844 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.21ms, fps=6340 images/s, loss=0.4244, top1-acc=86.72%, top5-acc=99.45%, remaining_time=0:00:01.211280, arrival_time=2021-04-10 02:15:15.055839, cost_time=0:00:00.403765 2021-04-10 02:15:14,143 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.87ms, fps=8583 images/s, loss=0.4545, top1-acc=86.45%, top5-acc=99.41%, remaining_time=0:00:00.702560, arrival_time=2021-04-10 02:15:14.845896, cost_time=0:00:00.702569 2021-04-10 02:15:14,442 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=2.02ms, fps=8576 images/s, loss=0.4423, top1-acc=86.59%, top5-acc=99.47%, remaining_time=0:00:00.333840, arrival_time=2021-04-10 02:15:14.776094, cost_time=0:00:01.001524 2021-04-10 02:15:14,718 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.07ms, fps=8414 images/s, loss=0.4447, top1-acc=86.46%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:14.718324, cost_time=0:00:01.277623 2021-04-10 02:15:14,774 INFO : Epoch=0104 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:48:54.513792, arrival_time=2021-04-10 03:04:09.288103, cost_time=0:52:59.056619 2021-04-10 02:15:14,775 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:15:16,460 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.41ms, fps=1519 images/s, loss=0.1749, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:31.343418, arrival_time=2021-04-10 02:15:47.803981, cost_time=0:00:01.685127 2021-04-10 02:15:17,943 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.86ms, fps=1727 images/s, loss=0.1707, top1-acc=94.20%, top5-acc=99.90%, remaining_time=0:00:27.877168, arrival_time=2021-04-10 02:15:45.820516, cost_time=0:00:03.167862 2021-04-10 02:15:19,407 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.68ms, fps=1750 images/s, loss=0.1697, top1-acc=94.32%, top5-acc=99.91%, remaining_time=0:00:25.628242, arrival_time=2021-04-10 02:15:45.035239, cost_time=0:00:04.631606 2021-04-10 02:15:20,882 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.55ms, fps=1736 images/s, loss=0.1643, top1-acc=94.43%, top5-acc=99.93%, remaining_time=0:00:23.816988, arrival_time=2021-04-10 02:15:44.699207, cost_time=0:00:06.106916 2021-04-10 02:15:22,360 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=2.49ms, fps=1733 images/s, loss=0.1665, top1-acc=94.32%, top5-acc=99.93%, remaining_time=0:00:22.146886, arrival_time=2021-04-10 02:15:44.506900, cost_time=0:00:07.584546 2021-04-10 02:15:23,836 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.06ms, fps=1735 images/s, loss=0.1629, top1-acc=94.39%, top5-acc=99.94%, remaining_time=0:00:20.538448, arrival_time=2021-04-10 02:15:44.374881, cost_time=0:00:09.061076 2021-04-10 02:15:25,303 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=0.1618, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:18.951534, arrival_time=2021-04-10 02:15:44.255446, cost_time=0:00:10.528604 2021-04-10 02:15:26,772 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.1608, top1-acc=94.44%, top5-acc=99.93%, remaining_time=0:00:17.395824, arrival_time=2021-04-10 02:15:44.168214, cost_time=0:00:11.997084 2021-04-10 02:15:28,247 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.40ms, fps=1736 images/s, loss=0.1607, top1-acc=94.39%, top5-acc=99.93%, remaining_time=0:00:15.867670, arrival_time=2021-04-10 02:15:44.115498, cost_time=0:00:13.472518 2021-04-10 02:15:29,714 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=0.1614, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:14.341728, arrival_time=2021-04-10 02:15:44.056449, cost_time=0:00:14.939312 2021-04-10 02:15:31,181 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.61ms, fps=1746 images/s, loss=0.1619, top1-acc=94.31%, top5-acc=99.93%, remaining_time=0:00:12.826556, arrival_time=2021-04-10 02:15:44.007901, cost_time=0:00:16.406009 2021-04-10 02:15:32,647 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.95ms, fps=1746 images/s, loss=0.1628, top1-acc=94.32%, top5-acc=99.91%, remaining_time=0:00:11.319212, arrival_time=2021-04-10 02:15:43.967004, cost_time=0:00:17.872467 2021-04-10 02:15:34,115 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.83ms, fps=1745 images/s, loss=0.1639, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:00:09.818622, arrival_time=2021-04-10 02:15:43.933643, cost_time=0:00:19.339718 2021-04-10 02:15:35,589 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.36ms, fps=1736 images/s, loss=0.1639, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:08.325800, arrival_time=2021-04-10 02:15:43.915543, cost_time=0:00:20.814446 2021-04-10 02:15:37,059 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.86ms, fps=1742 images/s, loss=0.1638, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:06.833898, arrival_time=2021-04-10 02:15:43.893616, cost_time=0:00:22.284412 2021-04-10 02:15:38,529 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.39ms, fps=1742 images/s, loss=0.1648, top1-acc=94.22%, top5-acc=99.93%, remaining_time=0:00:05.344776, arrival_time=2021-04-10 02:15:43.874678, cost_time=0:00:23.754602 2021-04-10 02:15:39,998 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=2.27ms, fps=1743 images/s, loss=0.1647, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:03.857672, arrival_time=2021-04-10 02:15:43.856335, cost_time=0:00:25.223309 2021-04-10 02:15:41,468 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.1658, top1-acc=94.20%, top5-acc=99.92%, remaining_time=0:00:02.372720, arrival_time=2021-04-10 02:15:43.841084, cost_time=0:00:26.693062 2021-04-10 02:15:42,947 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.55ms, fps=1732 images/s, loss=0.1669, top1-acc=94.18%, top5-acc=99.93%, remaining_time=0:00:00.889632, arrival_time=2021-04-10 02:15:43.836825, cost_time=0:00:28.171631 2021-04-10 02:15:43,756 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.28ms, fps=1682 images/s, loss=0.1662, top1-acc=94.20%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:43.756353, cost_time=0:00:28.981007 2021-04-10 02:15:44,195 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.41ms, fps=5859 images/s, loss=0.4385, top1-acc=87.27%, top5-acc=99.57%, remaining_time=0:00:01.310670, arrival_time=2021-04-10 02:15:45.506234, cost_time=0:00:00.436889 2021-04-10 02:15:44,494 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.19ms, fps=8572 images/s, loss=0.4156, top1-acc=87.68%, top5-acc=99.73%, remaining_time=0:00:00.736320, arrival_time=2021-04-10 02:15:45.231160, cost_time=0:00:00.736316 2021-04-10 02:15:44,789 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.52ms, fps=8686 images/s, loss=0.4003, top1-acc=88.23%, top5-acc=99.73%, remaining_time=0:00:00.343800, arrival_time=2021-04-10 02:15:45.133727, cost_time=0:00:01.031385 2021-04-10 02:15:45,067 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.09ms, fps=8385 images/s, loss=0.4004, top1-acc=88.20%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:45.066953, cost_time=0:00:01.308410 2021-04-10 02:15:45,139 INFO : Epoch=0105 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:48:23.762590, arrival_time=2021-04-10 03:04:08.902162, cost_time=0:53:29.421843 2021-04-10 02:15:45,141 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:15:46,864 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=0.49ms, fps=1486 images/s, loss=0.1428, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:32.043336, arrival_time=2021-04-10 02:16:18.907396, cost_time=0:00:01.722761 2021-04-10 02:15:48,339 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.78ms, fps=1735 images/s, loss=0.1464, top1-acc=94.96%, top5-acc=99.94%, remaining_time=0:00:28.146448, arrival_time=2021-04-10 02:16:16.486155, cost_time=0:00:03.198456 2021-04-10 02:15:49,811 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.46ms, fps=1741 images/s, loss=0.1483, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:25.838232, arrival_time=2021-04-10 02:16:15.649452, cost_time=0:00:04.669558 2021-04-10 02:15:51,283 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.46ms, fps=1740 images/s, loss=0.1496, top1-acc=94.71%, top5-acc=99.93%, remaining_time=0:00:23.954112, arrival_time=2021-04-10 02:16:15.237505, cost_time=0:00:06.142088 2021-04-10 02:15:52,752 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=2.05ms, fps=1744 images/s, loss=0.1512, top1-acc=94.75%, top5-acc=99.93%, remaining_time=0:00:22.224266, arrival_time=2021-04-10 02:16:14.976618, cost_time=0:00:07.611068 2021-04-10 02:15:54,238 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.77ms, fps=1723 images/s, loss=0.1550, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:20.621272, arrival_time=2021-04-10 02:16:14.860111, cost_time=0:00:09.097619 2021-04-10 02:15:55,716 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.81ms, fps=1733 images/s, loss=0.1535, top1-acc=94.64%, top5-acc=99.94%, remaining_time=0:00:19.034694, arrival_time=2021-04-10 02:16:14.750790, cost_time=0:00:10.574844 2021-04-10 02:15:57,188 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.48ms, fps=1739 images/s, loss=0.1527, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:17.468556, arrival_time=2021-04-10 02:16:14.657197, cost_time=0:00:12.047269 2021-04-10 02:15:58,661 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=0.1523, top1-acc=94.68%, top5-acc=99.93%, remaining_time=0:00:15.923426, arrival_time=2021-04-10 02:16:14.584562, cost_time=0:00:13.519892 2021-04-10 02:16:00,132 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.1523, top1-acc=94.65%, top5-acc=99.94%, remaining_time=0:00:14.391264, arrival_time=2021-04-10 02:16:14.523416, cost_time=0:00:14.990920 2021-04-10 02:16:01,597 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.1532, top1-acc=94.62%, top5-acc=99.93%, remaining_time=0:00:12.865428, arrival_time=2021-04-10 02:16:14.462439, cost_time=0:00:16.455798 2021-04-10 02:16:03,063 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.1531, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:11.350600, arrival_time=2021-04-10 02:16:14.413814, cost_time=0:00:17.922000 2021-04-10 02:16:04,523 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.1535, top1-acc=94.60%, top5-acc=99.93%, remaining_time=0:00:09.840402, arrival_time=2021-04-10 02:16:14.364184, cost_time=0:00:19.382572 2021-04-10 02:16:05,994 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.40ms, fps=1742 images/s, loss=0.1550, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:08.341144, arrival_time=2021-04-10 02:16:14.335242, cost_time=0:00:20.852884 2021-04-10 02:16:07,459 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.1555, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:06.844248, arrival_time=2021-04-10 02:16:14.303653, cost_time=0:00:22.318194 2021-04-10 02:16:08,920 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=2.31ms, fps=1752 images/s, loss=0.1563, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:05.350428, arrival_time=2021-04-10 02:16:14.271324, cost_time=0:00:23.779645 2021-04-10 02:16:10,390 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.71ms, fps=1743 images/s, loss=0.1570, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:03.861650, arrival_time=2021-04-10 02:16:14.252143, cost_time=0:00:25.249276 2021-04-10 02:16:11,856 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.51ms, fps=1747 images/s, loss=0.1569, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:02.374688, arrival_time=2021-04-10 02:16:14.231266, cost_time=0:00:26.715265 2021-04-10 02:16:13,335 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.22ms, fps=1732 images/s, loss=0.1585, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:00.890328, arrival_time=2021-04-10 02:16:14.225365, cost_time=0:00:28.193782 2021-04-10 02:16:14,133 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.26ms, fps=1705 images/s, loss=0.1589, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:14.133003, cost_time=0:00:28.991749 2021-04-10 02:16:14,538 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.45ms, fps=6345 images/s, loss=0.4796, top1-acc=85.94%, top5-acc=99.22%, remaining_time=0:00:01.210290, arrival_time=2021-04-10 02:16:15.748921, cost_time=0:00:00.403431 2021-04-10 02:16:14,840 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=2.04ms, fps=8499 images/s, loss=0.4847, top1-acc=85.66%, top5-acc=99.26%, remaining_time=0:00:00.705160, arrival_time=2021-04-10 02:16:15.545518, cost_time=0:00:00.705163 2021-04-10 02:16:15,146 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.30ms, fps=8366 images/s, loss=0.4941, top1-acc=85.64%, top5-acc=99.21%, remaining_time=0:00:00.337220, arrival_time=2021-04-10 02:16:15.484017, cost_time=0:00:01.011645 2021-04-10 02:16:15,434 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=8086 images/s, loss=0.4996, top1-acc=85.24%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:15.434046, cost_time=0:00:01.298904 2021-04-10 02:16:15,488 INFO : Epoch=0106 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:47:53.003968, arrival_time=2021-04-10 03:04:08.492048, cost_time=0:53:59.770386 2021-04-10 02:16:15,489 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:16:17,157 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.46ms, fps=1534 images/s, loss=0.1505, top1-acc=95.12%, top5-acc=99.96%, remaining_time=0:00:31.038564, arrival_time=2021-04-10 02:16:48.196457, cost_time=0:00:01.668740 2021-04-10 02:16:18,639 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=2.49ms, fps=1729 images/s, loss=0.1495, top1-acc=94.94%, top5-acc=99.96%, remaining_time=0:00:27.717536, arrival_time=2021-04-10 02:16:46.356454, cost_time=0:00:03.149714 2021-04-10 02:16:20,116 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=0.1526, top1-acc=94.79%, top5-acc=99.95%, remaining_time=0:00:25.605168, arrival_time=2021-04-10 02:16:45.721761, cost_time=0:00:04.627451 2021-04-10 02:16:21,593 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.62ms, fps=1734 images/s, loss=0.1485, top1-acc=94.90%, top5-acc=99.95%, remaining_time=0:00:23.807316, arrival_time=2021-04-10 02:16:45.401039, cost_time=0:00:06.104447 2021-04-10 02:16:23,067 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.1496, top1-acc=94.91%, top5-acc=99.94%, remaining_time=0:00:22.128052, arrival_time=2021-04-10 02:16:45.195288, cost_time=0:00:07.578125 2021-04-10 02:16:24,543 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.07ms, fps=1735 images/s, loss=0.1520, top1-acc=94.82%, top5-acc=99.94%, remaining_time=0:00:20.523080, arrival_time=2021-04-10 02:16:45.066555, cost_time=0:00:09.054305 2021-04-10 02:16:26,011 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.55ms, fps=1744 images/s, loss=0.1508, top1-acc=94.85%, top5-acc=99.95%, remaining_time=0:00:18.940572, arrival_time=2021-04-10 02:16:44.952254, cost_time=0:00:10.522540 2021-04-10 02:16:27,480 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.1503, top1-acc=94.89%, top5-acc=99.96%, remaining_time=0:00:17.387240, arrival_time=2021-04-10 02:16:44.867538, cost_time=0:00:11.991187 2021-04-10 02:16:28,949 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.65ms, fps=1743 images/s, loss=0.1494, top1-acc=94.91%, top5-acc=99.96%, remaining_time=0:00:15.853360, arrival_time=2021-04-10 02:16:44.802892, cost_time=0:00:13.460388 2021-04-10 02:16:30,417 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=0.1499, top1-acc=94.88%, top5-acc=99.96%, remaining_time=0:00:14.330880, arrival_time=2021-04-10 02:16:44.747975, cost_time=0:00:14.927986 2021-04-10 02:16:31,888 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=2.67ms, fps=1741 images/s, loss=0.1500, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:12.820966, arrival_time=2021-04-10 02:16:44.709237, cost_time=0:00:16.398934 2021-04-10 02:16:33,363 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.1510, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:11.320200, arrival_time=2021-04-10 02:16:44.683406, cost_time=0:00:17.874055 2021-04-10 02:16:34,841 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.62ms, fps=1733 images/s, loss=0.1522, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:09.824892, arrival_time=2021-04-10 02:16:44.666164, cost_time=0:00:19.352063 2021-04-10 02:16:36,311 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.13ms, fps=1742 images/s, loss=0.1532, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:08.328880, arrival_time=2021-04-10 02:16:44.640133, cost_time=0:00:20.822142 2021-04-10 02:16:37,780 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.1540, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:06.835784, arrival_time=2021-04-10 02:16:44.615743, cost_time=0:00:22.290653 2021-04-10 02:16:39,256 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.37ms, fps=1735 images/s, loss=0.1553, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:05.347728, arrival_time=2021-04-10 02:16:44.604603, cost_time=0:00:23.767702 2021-04-10 02:16:40,724 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=0.1555, top1-acc=94.63%, top5-acc=99.92%, remaining_time=0:00:03.859518, arrival_time=2021-04-10 02:16:44.583993, cost_time=0:00:25.235367 2021-04-10 02:16:42,189 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.60ms, fps=1748 images/s, loss=0.1573, top1-acc=94.55%, top5-acc=99.92%, remaining_time=0:00:02.373376, arrival_time=2021-04-10 02:16:44.562988, cost_time=0:00:26.700497 2021-04-10 02:16:43,660 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.1577, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:00.889632, arrival_time=2021-04-10 02:16:44.550502, cost_time=0:00:28.171722 2021-04-10 02:16:44,457 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.26ms, fps=1709 images/s, loss=0.1580, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:44.457385, cost_time=0:00:28.968217 2021-04-10 02:16:44,885 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.44ms, fps=5996 images/s, loss=0.4381, top1-acc=87.07%, top5-acc=99.84%, remaining_time=0:00:01.280880, arrival_time=2021-04-10 02:16:46.166645, cost_time=0:00:00.426956 2021-04-10 02:16:45,178 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.39ms, fps=8761 images/s, loss=0.4206, top1-acc=87.25%, top5-acc=99.77%, remaining_time=0:00:00.719620, arrival_time=2021-04-10 02:16:45.898046, cost_time=0:00:00.719621 2021-04-10 02:16:45,480 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=2.09ms, fps=8499 images/s, loss=0.4347, top1-acc=86.97%, top5-acc=99.67%, remaining_time=0:00:00.340430, arrival_time=2021-04-10 02:16:45.820574, cost_time=0:00:01.021293 2021-04-10 02:16:45,757 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=8389 images/s, loss=0.4292, top1-acc=87.17%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:45.757298, cost_time=0:00:01.298549 2021-04-10 02:16:45,813 INFO : Epoch=0107 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:47:22.232427, arrival_time=2021-04-10 03:04:08.045541, cost_time=0:54:30.095421 2021-04-10 02:16:45,814 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:16:47,474 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.33ms, fps=1542 images/s, loss=0.1603, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:30.886974, arrival_time=2021-04-10 02:17:18.361731, cost_time=0:00:01.660590 2021-04-10 02:16:48,952 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.87ms, fps=1733 images/s, loss=0.1558, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:27.614928, arrival_time=2021-04-10 02:17:16.567232, cost_time=0:00:03.138055 2021-04-10 02:16:50,420 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=0.1521, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:25.489632, arrival_time=2021-04-10 02:17:15.910447, cost_time=0:00:04.606565 2021-04-10 02:16:51,899 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.81ms, fps=1733 images/s, loss=0.1546, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:00:23.730564, arrival_time=2021-04-10 02:17:15.629563, cost_time=0:00:06.084770 2021-04-10 02:16:53,377 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.32ms, fps=1733 images/s, loss=0.1517, top1-acc=94.82%, top5-acc=99.94%, remaining_time=0:00:22.082646, arrival_time=2021-04-10 02:17:15.459620, cost_time=0:00:07.562557 2021-04-10 02:16:54,860 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.46ms, fps=1726 images/s, loss=0.1506, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:20.504992, arrival_time=2021-04-10 02:17:15.365474, cost_time=0:00:09.046295 2021-04-10 02:16:56,331 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.79ms, fps=1741 images/s, loss=0.1523, top1-acc=94.75%, top5-acc=99.92%, remaining_time=0:00:18.931626, arrival_time=2021-04-10 02:17:15.263421, cost_time=0:00:10.517569 2021-04-10 02:16:57,813 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.60ms, fps=1729 images/s, loss=0.1525, top1-acc=94.77%, top5-acc=99.93%, remaining_time=0:00:17.398724, arrival_time=2021-04-10 02:17:15.211963, cost_time=0:00:11.999086 2021-04-10 02:16:59,286 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.71ms, fps=1738 images/s, loss=0.1507, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:15.867458, arrival_time=2021-04-10 02:17:15.154140, cost_time=0:00:13.472399 2021-04-10 02:17:00,759 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.37ms, fps=1739 images/s, loss=0.1518, top1-acc=94.77%, top5-acc=99.93%, remaining_time=0:00:14.347296, arrival_time=2021-04-10 02:17:15.106579, cost_time=0:00:14.945089 2021-04-10 02:17:02,230 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.1521, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:12.834124, arrival_time=2021-04-10 02:17:15.064103, cost_time=0:00:16.415742 2021-04-10 02:17:03,699 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.57ms, fps=1742 images/s, loss=0.1529, top1-acc=94.75%, top5-acc=99.92%, remaining_time=0:00:11.327572, arrival_time=2021-04-10 02:17:15.027418, cost_time=0:00:17.885687 2021-04-10 02:17:05,170 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.85ms, fps=1741 images/s, loss=0.1539, top1-acc=94.69%, top5-acc=99.91%, remaining_time=0:00:09.827136, arrival_time=2021-04-10 02:17:14.997926, cost_time=0:00:19.356441 2021-04-10 02:17:06,644 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.61ms, fps=1737 images/s, loss=0.1536, top1-acc=94.70%, top5-acc=99.91%, remaining_time=0:00:08.332296, arrival_time=2021-04-10 02:17:14.977239, cost_time=0:00:20.830772 2021-04-10 02:17:08,108 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=2.12ms, fps=1750 images/s, loss=0.1542, top1-acc=94.68%, top5-acc=99.90%, remaining_time=0:00:06.836796, arrival_time=2021-04-10 02:17:14.944794, cost_time=0:00:22.293843 2021-04-10 02:17:09,585 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.81ms, fps=1733 images/s, loss=0.1547, top1-acc=94.66%, top5-acc=99.90%, remaining_time=0:00:05.348556, arrival_time=2021-04-10 02:17:14.934129, cost_time=0:00:23.771375 2021-04-10 02:17:11,067 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.39ms, fps=1728 images/s, loss=0.1548, top1-acc=94.64%, top5-acc=99.91%, remaining_time=0:00:03.862274, arrival_time=2021-04-10 02:17:14.929727, cost_time=0:00:25.253295 2021-04-10 02:17:12,532 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.1551, top1-acc=94.62%, top5-acc=99.90%, remaining_time=0:00:02.374976, arrival_time=2021-04-10 02:17:14.907674, cost_time=0:00:26.718468 2021-04-10 02:17:14,029 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.27ms, fps=1711 images/s, loss=0.1557, top1-acc=94.61%, top5-acc=99.90%, remaining_time=0:00:00.891012, arrival_time=2021-04-10 02:17:14.920569, cost_time=0:00:28.215328 2021-04-10 02:17:14,829 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.23ms, fps=1701 images/s, loss=0.1557, top1-acc=94.62%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:14.829515, cost_time=0:00:29.015357 2021-04-10 02:17:15,212 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.20ms, fps=6709 images/s, loss=0.4772, top1-acc=86.45%, top5-acc=99.53%, remaining_time=0:00:01.144710, arrival_time=2021-04-10 02:17:16.357105, cost_time=0:00:00.381573 2021-04-10 02:17:15,509 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.91ms, fps=8640 images/s, loss=0.4625, top1-acc=86.66%, top5-acc=99.53%, remaining_time=0:00:00.678240, arrival_time=2021-04-10 02:17:16.187309, cost_time=0:00:00.678245 2021-04-10 02:17:15,806 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=2.02ms, fps=8629 images/s, loss=0.4635, top1-acc=86.63%, top5-acc=99.54%, remaining_time=0:00:00.325090, arrival_time=2021-04-10 02:17:16.131233, cost_time=0:00:00.975267 2021-04-10 02:17:16,095 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.11ms, fps=8021 images/s, loss=0.4465, top1-acc=86.92%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:16.095862, cost_time=0:00:01.265006 2021-04-10 02:17:16,200 INFO : Epoch=0108 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:46:51.522668, arrival_time=2021-04-10 03:04:07.723488, cost_time=0:55:00.483100 2021-04-10 02:17:16,202 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:17:17,889 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.46ms, fps=1517 images/s, loss=0.1340, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:31.383780, arrival_time=2021-04-10 02:17:49.273688, cost_time=0:00:01.687305 2021-04-10 02:17:19,353 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.66ms, fps=1750 images/s, loss=0.1381, top1-acc=95.47%, top5-acc=99.98%, remaining_time=0:00:27.723168, arrival_time=2021-04-10 02:17:47.076130, cost_time=0:00:03.150362 2021-04-10 02:17:20,820 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.33ms, fps=1745 images/s, loss=0.1392, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:25.550056, arrival_time=2021-04-10 02:17:46.370133, cost_time=0:00:04.617473 2021-04-10 02:17:22,295 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.59ms, fps=1736 images/s, loss=0.1437, top1-acc=95.18%, top5-acc=99.92%, remaining_time=0:00:23.760360, arrival_time=2021-04-10 02:17:46.055371, cost_time=0:00:06.092402 2021-04-10 02:17:23,749 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.1436, top1-acc=95.07%, top5-acc=99.92%, remaining_time=0:00:22.035196, arrival_time=2021-04-10 02:17:45.784173, cost_time=0:00:07.546323 2021-04-10 02:17:25,256 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.41ms, fps=1699 images/s, loss=0.1451, top1-acc=94.97%, top5-acc=99.93%, remaining_time=0:00:20.522264, arrival_time=2021-04-10 02:17:45.778832, cost_time=0:00:09.053950 2021-04-10 02:17:26,720 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.35ms, fps=1749 images/s, loss=0.1482, top1-acc=94.92%, top5-acc=99.94%, remaining_time=0:00:18.932634, arrival_time=2021-04-10 02:17:45.653377, cost_time=0:00:10.518120 2021-04-10 02:17:28,187 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.1506, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:17.377496, arrival_time=2021-04-10 02:17:45.564684, cost_time=0:00:11.984501 2021-04-10 02:17:29,664 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.53ms, fps=1733 images/s, loss=0.1512, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:00:15.855374, arrival_time=2021-04-10 02:17:45.520063, cost_time=0:00:13.462071 2021-04-10 02:17:31,130 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.34ms, fps=1747 images/s, loss=0.1511, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:14.330880, arrival_time=2021-04-10 02:17:45.461532, cost_time=0:00:14.928049 2021-04-10 02:17:32,592 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.1513, top1-acc=94.78%, top5-acc=99.95%, remaining_time=0:00:12.814172, arrival_time=2021-04-10 02:17:45.407019, cost_time=0:00:16.390241 2021-04-10 02:17:34,062 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1518, top1-acc=94.77%, top5-acc=99.95%, remaining_time=0:00:11.311460, arrival_time=2021-04-10 02:17:45.374285, cost_time=0:00:17.860210 2021-04-10 02:17:35,531 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.59ms, fps=1744 images/s, loss=0.1516, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:09.812880, arrival_time=2021-04-10 02:17:45.343837, cost_time=0:00:19.328353 2021-04-10 02:17:37,006 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=0.1511, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:08.321544, arrival_time=2021-04-10 02:17:45.328079, cost_time=0:00:20.803929 2021-04-10 02:17:38,472 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.38ms, fps=1747 images/s, loss=0.1505, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:06.829252, arrival_time=2021-04-10 02:17:45.301267, cost_time=0:00:22.269367 2021-04-10 02:17:39,950 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.56ms, fps=1732 images/s, loss=0.1521, top1-acc=94.82%, top5-acc=99.94%, remaining_time=0:00:05.343300, arrival_time=2021-04-10 02:17:45.293890, cost_time=0:00:23.747988 2021-04-10 02:17:41,428 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.49ms, fps=1733 images/s, loss=0.1533, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:03.858062, arrival_time=2021-04-10 02:17:45.286597, cost_time=0:00:25.225738 2021-04-10 02:17:42,898 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=0.1532, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:02.372992, arrival_time=2021-04-10 02:17:45.271814, cost_time=0:00:26.696130 2021-04-10 02:17:44,378 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.1529, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:00.889758, arrival_time=2021-04-10 02:17:45.268182, cost_time=0:00:28.175764 2021-04-10 02:17:45,173 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.49ms, fps=1711 images/s, loss=0.1532, top1-acc=94.74%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:45.173622, cost_time=0:00:28.971014 2021-04-10 02:17:45,552 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=4.43ms, fps=6785 images/s, loss=0.3723, top1-acc=88.59%, top5-acc=99.73%, remaining_time=0:00:01.131870, arrival_time=2021-04-10 02:17:46.684301, cost_time=0:00:00.377292 2021-04-10 02:17:45,850 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.52ms, fps=8617 images/s, loss=0.3716, top1-acc=88.44%, top5-acc=99.71%, remaining_time=0:00:00.674840, arrival_time=2021-04-10 02:17:46.524956, cost_time=0:00:00.674848 2021-04-10 02:17:46,147 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.50ms, fps=8632 images/s, loss=0.3534, top1-acc=89.01%, top5-acc=99.61%, remaining_time=0:00:00.324070, arrival_time=2021-04-10 02:17:46.471388, cost_time=0:00:00.972222 2021-04-10 02:17:46,428 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.11ms, fps=8270 images/s, loss=0.3660, top1-acc=88.90%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:46.428229, cost_time=0:00:01.253096 2021-04-10 02:17:46,540 INFO : Epoch=0109 complete, best val top1-acc=89.43%, top5-acc=99.65% (epoch=92), remaining_time=0:46:20.778455, arrival_time=2021-04-10 03:04:07.318685, cost_time=0:55:30.822496 2021-04-10 02:17:46,541 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:17:48,211 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.15ms, fps=1533 images/s, loss=0.1351, top1-acc=95.35%, top5-acc=100.00%, remaining_time=0:00:31.054002, arrival_time=2021-04-10 02:18:19.265768, cost_time=0:00:01.669566 2021-04-10 02:17:49,682 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.1382, top1-acc=95.18%, top5-acc=99.98%, remaining_time=0:00:27.637104, arrival_time=2021-04-10 02:18:17.319790, cost_time=0:00:03.140581 2021-04-10 02:17:51,161 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=2.13ms, fps=1732 images/s, loss=0.1485, top1-acc=95.00%, top5-acc=99.92%, remaining_time=0:00:25.558356, arrival_time=2021-04-10 02:18:16.719460, cost_time=0:00:04.618979 2021-04-10 02:17:52,631 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1472, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:23.748816, arrival_time=2021-04-10 02:18:16.380276, cost_time=0:00:06.089424 2021-04-10 02:17:54,105 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.1469, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:22.086150, arrival_time=2021-04-10 02:18:16.191987, cost_time=0:00:07.563740 2021-04-10 02:17:55,571 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.1476, top1-acc=94.97%, top5-acc=99.92%, remaining_time=0:00:20.465824, arrival_time=2021-04-10 02:18:16.036960, cost_time=0:00:09.029068 2021-04-10 02:17:57,044 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.58ms, fps=1738 images/s, loss=0.1496, top1-acc=94.90%, top5-acc=99.92%, remaining_time=0:00:18.904410, arrival_time=2021-04-10 02:18:15.948899, cost_time=0:00:10.502458 2021-04-10 02:17:58,520 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.59ms, fps=1735 images/s, loss=0.1476, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:17.369028, arrival_time=2021-04-10 02:18:15.889716, cost_time=0:00:11.978612 2021-04-10 02:18:00,002 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.77ms, fps=1729 images/s, loss=0.1474, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:15.852936, arrival_time=2021-04-10 02:18:15.855044, cost_time=0:00:13.460078 2021-04-10 02:18:01,479 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.55ms, fps=1733 images/s, loss=0.1475, top1-acc=95.04%, top5-acc=99.93%, remaining_time=0:00:14.340192, arrival_time=2021-04-10 02:18:15.820063, cost_time=0:00:14.937712 2021-04-10 02:18:02,953 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.57ms, fps=1738 images/s, loss=0.1464, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:12.830856, arrival_time=2021-04-10 02:18:15.784441, cost_time=0:00:16.411520 2021-04-10 02:18:04,425 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.73ms, fps=1740 images/s, loss=0.1477, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:11.326356, arrival_time=2021-04-10 02:18:15.752093, cost_time=0:00:17.883687 2021-04-10 02:18:05,893 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=0.1494, top1-acc=94.98%, top5-acc=99.93%, remaining_time=0:00:09.824364, arrival_time=2021-04-10 02:18:15.717452, cost_time=0:00:19.351057 2021-04-10 02:18:07,364 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.89ms, fps=1740 images/s, loss=0.1503, top1-acc=94.92%, top5-acc=99.93%, remaining_time=0:00:08.328936, arrival_time=2021-04-10 02:18:15.693276, cost_time=0:00:20.822310 2021-04-10 02:18:08,830 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.69ms, fps=1747 images/s, loss=0.1516, top1-acc=94.89%, top5-acc=99.93%, remaining_time=0:00:06.835002, arrival_time=2021-04-10 02:18:15.665036, cost_time=0:00:22.288004 2021-04-10 02:18:10,298 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=0.1520, top1-acc=94.87%, top5-acc=99.93%, remaining_time=0:00:05.345208, arrival_time=2021-04-10 02:18:15.643801, cost_time=0:00:23.756515 2021-04-10 02:18:11,768 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.56ms, fps=1742 images/s, loss=0.1517, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:03.858166, arrival_time=2021-04-10 02:18:15.626638, cost_time=0:00:25.226442 2021-04-10 02:18:13,237 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.1518, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:02.372912, arrival_time=2021-04-10 02:18:15.610181, cost_time=0:00:26.695186 2021-04-10 02:18:14,718 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.26ms, fps=1729 images/s, loss=0.1514, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:00.889782, arrival_time=2021-04-10 02:18:15.608378, cost_time=0:00:28.176415 2021-04-10 02:18:15,517 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.76ms, fps=1704 images/s, loss=0.1517, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:15.517266, cost_time=0:00:28.975188 2021-04-10 02:18:15,936 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.40ms, fps=6142 images/s, loss=0.3322, top1-acc=89.02%, top5-acc=99.80%, remaining_time=0:00:01.250400, arrival_time=2021-04-10 02:18:17.186770, cost_time=0:00:00.416805 2021-04-10 02:18:16,236 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.70ms, fps=8552 images/s, loss=0.3384, top1-acc=89.24%, top5-acc=99.80%, remaining_time=0:00:00.716620, arrival_time=2021-04-10 02:18:16.952804, cost_time=0:00:00.716628 2021-04-10 02:18:16,535 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=2.06ms, fps=8562 images/s, loss=0.3371, top1-acc=89.57%, top5-acc=99.77%, remaining_time=0:00:00.338680, arrival_time=2021-04-10 02:18:16.874291, cost_time=0:00:01.016043 2021-04-10 02:18:16,815 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=8315 images/s, loss=0.3435, top1-acc=89.62%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:16.815043, cost_time=0:00:01.295536 2021-04-10 02:18:16,965 INFO : Epoch=0110 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:45:50.111640, arrival_time=2021-04-10 03:04:07.076858, cost_time=0:56:01.247516 2021-04-10 02:18:16,966 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:18:18,609 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.49ms, fps=1558 images/s, loss=0.1545, top1-acc=95.00%, top5-acc=99.92%, remaining_time=0:00:30.557010, arrival_time=2021-04-10 02:18:49.166095, cost_time=0:00:01.642851 2021-04-10 02:18:20,079 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.1493, top1-acc=95.08%, top5-acc=99.90%, remaining_time=0:00:27.393696, arrival_time=2021-04-10 02:18:47.472823, cost_time=0:00:03.112910 2021-04-10 02:18:21,550 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.67ms, fps=1740 images/s, loss=0.1482, top1-acc=94.84%, top5-acc=99.91%, remaining_time=0:00:25.367290, arrival_time=2021-04-10 02:18:46.917952, cost_time=0:00:04.584453 2021-04-10 02:18:23,033 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.45ms, fps=1727 images/s, loss=0.1477, top1-acc=94.91%, top5-acc=99.93%, remaining_time=0:00:23.660832, arrival_time=2021-04-10 02:18:46.693940, cost_time=0:00:06.066893 2021-04-10 02:18:24,494 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.86ms, fps=1752 images/s, loss=0.1511, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:21.983512, arrival_time=2021-04-10 02:18:46.478320, cost_time=0:00:07.528586 2021-04-10 02:18:25,978 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.79ms, fps=1726 images/s, loss=0.1492, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:20.427336, arrival_time=2021-04-10 02:18:46.405826, cost_time=0:00:09.012078 2021-04-10 02:18:27,453 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=2.15ms, fps=1737 images/s, loss=0.1500, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:00:18.876690, arrival_time=2021-04-10 02:18:46.330003, cost_time=0:00:10.487068 2021-04-10 02:18:28,938 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.74ms, fps=1724 images/s, loss=0.1477, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:17.359864, arrival_time=2021-04-10 02:18:46.298520, cost_time=0:00:11.972341 2021-04-10 02:18:30,406 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=0.1479, top1-acc=94.89%, top5-acc=99.94%, remaining_time=0:00:15.829828, arrival_time=2021-04-10 02:18:46.236454, cost_time=0:00:13.440375 2021-04-10 02:18:31,873 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.1486, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:14.310720, arrival_time=2021-04-10 02:18:46.184014, cost_time=0:00:14.907014 2021-04-10 02:18:33,338 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.1487, top1-acc=94.85%, top5-acc=99.93%, remaining_time=0:00:12.799724, arrival_time=2021-04-10 02:18:46.137719, cost_time=0:00:16.371687 2021-04-10 02:18:34,805 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.48ms, fps=1745 images/s, loss=0.1488, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:11.298312, arrival_time=2021-04-10 02:18:46.103981, cost_time=0:00:17.839458 2021-04-10 02:18:36,271 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.75ms, fps=1747 images/s, loss=0.1484, top1-acc=94.85%, top5-acc=99.93%, remaining_time=0:00:09.801000, arrival_time=2021-04-10 02:18:46.072262, cost_time=0:00:19.305008 2021-04-10 02:18:37,739 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.1479, top1-acc=94.91%, top5-acc=99.93%, remaining_time=0:00:08.309392, arrival_time=2021-04-10 02:18:46.049121, cost_time=0:00:20.773515 2021-04-10 02:18:39,216 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=0.1487, top1-acc=94.87%, top5-acc=99.93%, remaining_time=0:00:06.823318, arrival_time=2021-04-10 02:18:46.039524, cost_time=0:00:22.249923 2021-04-10 02:18:40,687 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.56ms, fps=1741 images/s, loss=0.1482, top1-acc=94.89%, top5-acc=99.93%, remaining_time=0:00:05.337252, arrival_time=2021-04-10 02:18:46.024669, cost_time=0:00:23.721173 2021-04-10 02:18:42,157 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1498, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:00:03.852836, arrival_time=2021-04-10 02:18:46.010654, cost_time=0:00:25.191536 2021-04-10 02:18:43,629 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.1501, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:02.370080, arrival_time=2021-04-10 02:18:45.999718, cost_time=0:00:26.663419 2021-04-10 02:18:45,129 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.46ms, fps=1708 images/s, loss=0.1495, top1-acc=94.86%, top5-acc=99.93%, remaining_time=0:00:00.889356, arrival_time=2021-04-10 02:18:46.018447, cost_time=0:00:28.162849 2021-04-10 02:18:45,927 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.20ms, fps=1704 images/s, loss=0.1510, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:45.927845, cost_time=0:00:28.961642 2021-04-10 02:18:46,338 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.30ms, fps=6251 images/s, loss=0.3916, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:01.228650, arrival_time=2021-04-10 02:18:47.567356, cost_time=0:00:00.409549 2021-04-10 02:18:46,629 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.26ms, fps=8801 images/s, loss=0.4026, top1-acc=87.54%, top5-acc=99.55%, remaining_time=0:00:00.700780, arrival_time=2021-04-10 02:18:47.330707, cost_time=0:00:00.700784 2021-04-10 02:18:46,932 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=2.65ms, fps=8481 images/s, loss=0.4083, top1-acc=87.41%, top5-acc=99.52%, remaining_time=0:00:00.334320, arrival_time=2021-04-10 02:18:47.266478, cost_time=0:00:01.002965 2021-04-10 02:18:47,211 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.09ms, fps=8311 images/s, loss=0.4042, top1-acc=87.58%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:47.211744, cost_time=0:00:01.282616 2021-04-10 02:18:47,279 INFO : Epoch=0111 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:45:19.360201, arrival_time=2021-04-10 03:04:06.639478, cost_time=0:56:31.561576 2021-04-10 02:18:47,280 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:18:48,935 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.23ms, fps=1547 images/s, loss=0.1470, top1-acc=94.65%, top5-acc=100.00%, remaining_time=0:00:30.788952, arrival_time=2021-04-10 02:19:19.724685, cost_time=0:00:01.655316 2021-04-10 02:18:50,405 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.55ms, fps=1743 images/s, loss=0.1540, top1-acc=94.61%, top5-acc=99.98%, remaining_time=0:00:27.496480, arrival_time=2021-04-10 02:19:17.901491, cost_time=0:00:03.124591 2021-04-10 02:18:51,884 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.94ms, fps=1731 images/s, loss=0.1470, top1-acc=94.86%, top5-acc=99.99%, remaining_time=0:00:25.473862, arrival_time=2021-04-10 02:19:17.358047, cost_time=0:00:04.603721 2021-04-10 02:18:53,349 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.78ms, fps=1748 images/s, loss=0.1427, top1-acc=94.97%, top5-acc=99.99%, remaining_time=0:00:23.669256, arrival_time=2021-04-10 02:19:17.018628, cost_time=0:00:06.069031 2021-04-10 02:18:54,816 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.87ms, fps=1745 images/s, loss=0.1417, top1-acc=95.09%, top5-acc=99.97%, remaining_time=0:00:22.006434, arrival_time=2021-04-10 02:19:16.823290, cost_time=0:00:07.536453 2021-04-10 02:18:56,281 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.1413, top1-acc=95.16%, top5-acc=99.94%, remaining_time=0:00:20.402312, arrival_time=2021-04-10 02:19:16.683690, cost_time=0:00:09.001000 2021-04-10 02:18:57,754 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.47ms, fps=1738 images/s, loss=0.1396, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:18.853884, arrival_time=2021-04-10 02:19:16.608603, cost_time=0:00:10.474381 2021-04-10 02:18:59,227 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.83ms, fps=1739 images/s, loss=0.1390, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:17.322744, arrival_time=2021-04-10 02:19:16.549830, cost_time=0:00:11.946751 2021-04-10 02:19:00,698 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.12ms, fps=1740 images/s, loss=0.1402, top1-acc=95.14%, top5-acc=99.96%, remaining_time=0:00:15.803858, arrival_time=2021-04-10 02:19:16.502642, cost_time=0:00:13.418400 2021-04-10 02:19:02,172 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.1393, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:14.295936, arrival_time=2021-04-10 02:19:16.467930, cost_time=0:00:14.891579 2021-04-10 02:19:03,643 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.90ms, fps=1740 images/s, loss=0.1405, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:12.793016, arrival_time=2021-04-10 02:19:16.436558, cost_time=0:00:16.363174 2021-04-10 02:19:05,120 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.48ms, fps=1734 images/s, loss=0.1434, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:11.298540, arrival_time=2021-04-10 02:19:16.418684, cost_time=0:00:17.839785 2021-04-10 02:19:06,579 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.1442, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:00:09.797964, arrival_time=2021-04-10 02:19:16.377328, cost_time=0:00:19.299039 2021-04-10 02:19:08,054 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=2.21ms, fps=1736 images/s, loss=0.1460, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:08.309672, arrival_time=2021-04-10 02:19:16.364149, cost_time=0:00:20.774142 2021-04-10 02:19:09,531 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=2.09ms, fps=1733 images/s, loss=0.1453, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:06.823778, arrival_time=2021-04-10 02:19:16.355610, cost_time=0:00:22.251445 2021-04-10 02:19:11,007 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.1463, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:05.338620, arrival_time=2021-04-10 02:19:16.346189, cost_time=0:00:23.727192 2021-04-10 02:19:12,476 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.53ms, fps=1744 images/s, loss=0.1472, top1-acc=94.96%, top5-acc=99.94%, remaining_time=0:00:03.853512, arrival_time=2021-04-10 02:19:16.329868, cost_time=0:00:25.196019 2021-04-10 02:19:13,943 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.41ms, fps=1746 images/s, loss=0.1479, top1-acc=94.92%, top5-acc=99.94%, remaining_time=0:00:02.370032, arrival_time=2021-04-10 02:19:16.313309, cost_time=0:00:26.662943 2021-04-10 02:19:15,419 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.1483, top1-acc=94.90%, top5-acc=99.94%, remaining_time=0:00:00.888600, arrival_time=2021-04-10 02:19:16.308156, cost_time=0:00:28.139050 2021-04-10 02:19:16,212 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.24ms, fps=1717 images/s, loss=0.1478, top1-acc=94.91%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:16.212385, cost_time=0:00:28.932046 2021-04-10 02:19:16,614 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.30ms, fps=6398 images/s, loss=0.5394, top1-acc=85.78%, top5-acc=99.41%, remaining_time=0:00:01.200390, arrival_time=2021-04-10 02:19:17.814370, cost_time=0:00:00.400126 2021-04-10 02:19:16,909 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.79ms, fps=8683 images/s, loss=0.4974, top1-acc=86.19%, top5-acc=99.45%, remaining_time=0:00:00.695300, arrival_time=2021-04-10 02:19:17.604498, cost_time=0:00:00.695306 2021-04-10 02:19:17,210 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=2.00ms, fps=8507 images/s, loss=0.5005, top1-acc=85.91%, top5-acc=99.45%, remaining_time=0:00:00.332230, arrival_time=2021-04-10 02:19:17.542787, cost_time=0:00:00.996698 2021-04-10 02:19:17,485 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=8459 images/s, loss=0.5064, top1-acc=85.98%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:17.485150, cost_time=0:00:01.271280 2021-04-10 02:19:17,540 INFO : Epoch=0112 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:44:48.575384, arrival_time=2021-04-10 03:04:06.116252, cost_time=0:57:01.823174 2021-04-10 02:19:17,541 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:19:19,194 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.46ms, fps=1549 images/s, loss=0.1373, top1-acc=95.70%, top5-acc=100.00%, remaining_time=0:00:30.744126, arrival_time=2021-04-10 02:19:49.938973, cost_time=0:00:01.652914 2021-04-10 02:19:20,663 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.1388, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:00:27.465680, arrival_time=2021-04-10 02:19:48.128814, cost_time=0:00:03.121098 2021-04-10 02:19:22,131 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.1405, top1-acc=95.04%, top5-acc=99.99%, remaining_time=0:00:25.397170, arrival_time=2021-04-10 02:19:47.528908, cost_time=0:00:04.589842 2021-04-10 02:19:23,601 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1393, top1-acc=95.05%, top5-acc=99.97%, remaining_time=0:00:23.633376, arrival_time=2021-04-10 02:19:47.235091, cost_time=0:00:06.059821 2021-04-10 02:19:25,071 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.61ms, fps=1743 images/s, loss=0.1425, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:21.985410, arrival_time=2021-04-10 02:19:47.056593, cost_time=0:00:07.529250 2021-04-10 02:19:26,540 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.1414, top1-acc=94.96%, top5-acc=99.95%, remaining_time=0:00:20.397416, arrival_time=2021-04-10 02:19:46.938154, cost_time=0:00:08.998868 2021-04-10 02:19:28,001 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.1405, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:18.827676, arrival_time=2021-04-10 02:19:46.829410, cost_time=0:00:10.459831 2021-04-10 02:19:29,477 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.1377, top1-acc=95.14%, top5-acc=99.95%, remaining_time=0:00:17.307084, arrival_time=2021-04-10 02:19:46.784861, cost_time=0:00:11.935890 2021-04-10 02:19:30,949 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.47ms, fps=1740 images/s, loss=0.1388, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:15.791668, arrival_time=2021-04-10 02:19:46.741498, cost_time=0:00:13.407975 2021-04-10 02:19:32,422 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.50ms, fps=1739 images/s, loss=0.1372, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:14.285280, arrival_time=2021-04-10 02:19:46.707755, cost_time=0:00:14.880460 2021-04-10 02:19:33,958 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.59ms, fps=1668 images/s, loss=0.1390, top1-acc=95.17%, top5-acc=99.96%, remaining_time=0:00:12.834640, arrival_time=2021-04-10 02:19:46.792847, cost_time=0:00:16.416357 2021-04-10 02:19:35,425 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=0.1388, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:11.326356, arrival_time=2021-04-10 02:19:46.751903, cost_time=0:00:17.883673 2021-04-10 02:19:36,889 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=0.1398, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:09.822648, arrival_time=2021-04-10 02:19:46.712095, cost_time=0:00:19.347581 2021-04-10 02:19:38,363 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.1411, top1-acc=95.10%, top5-acc=99.94%, remaining_time=0:00:08.328600, arrival_time=2021-04-10 02:19:46.691988, cost_time=0:00:20.821532 2021-04-10 02:19:39,827 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=0.1409, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:06.834128, arrival_time=2021-04-10 02:19:46.661204, cost_time=0:00:22.285224 2021-04-10 02:19:41,291 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=0.1412, top1-acc=95.10%, top5-acc=99.94%, remaining_time=0:00:05.343588, arrival_time=2021-04-10 02:19:46.634716, cost_time=0:00:23.749224 2021-04-10 02:19:42,773 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.91ms, fps=1728 images/s, loss=0.1406, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:03.858868, arrival_time=2021-04-10 02:19:46.631854, cost_time=0:00:25.231131 2021-04-10 02:19:44,245 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.1412, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:02.373648, arrival_time=2021-04-10 02:19:46.619091, cost_time=0:00:26.703596 2021-04-10 02:19:45,720 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.85ms, fps=1736 images/s, loss=0.1409, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:00.889842, arrival_time=2021-04-10 02:19:46.610020, cost_time=0:00:28.178278 2021-04-10 02:19:46,521 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.64ms, fps=1697 images/s, loss=0.1410, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:46.521806, cost_time=0:00:28.979906 2021-04-10 02:19:46,915 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.74ms, fps=6546 images/s, loss=0.4213, top1-acc=87.62%, top5-acc=99.53%, remaining_time=0:00:01.173180, arrival_time=2021-04-10 02:19:48.088366, cost_time=0:00:00.391064 2021-04-10 02:19:47,213 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.38ms, fps=8584 images/s, loss=0.4233, top1-acc=87.87%, top5-acc=99.47%, remaining_time=0:00:00.689620, arrival_time=2021-04-10 02:19:47.903473, cost_time=0:00:00.689620 2021-04-10 02:19:47,515 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.34ms, fps=8519 images/s, loss=0.4311, top1-acc=87.97%, top5-acc=99.40%, remaining_time=0:00:00.330300, arrival_time=2021-04-10 02:19:47.845359, cost_time=0:00:00.990891 2021-04-10 02:19:47,789 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.07ms, fps=8459 images/s, loss=0.4383, top1-acc=87.74%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:47.789744, cost_time=0:00:01.265639 2021-04-10 02:19:47,885 INFO : Epoch=0113 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:44:17.863920, arrival_time=2021-04-10 03:04:05.749653, cost_time=0:57:32.168032 2021-04-10 02:19:47,886 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:19:49,557 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.41ms, fps=1532 images/s, loss=0.1301, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:00:31.080972, arrival_time=2021-04-10 02:20:20.638750, cost_time=0:00:01.671020 2021-04-10 02:19:51,023 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.1304, top1-acc=95.35%, top5-acc=99.94%, remaining_time=0:00:27.600496, arrival_time=2021-04-10 02:20:18.623788, cost_time=0:00:03.136419 2021-04-10 02:19:52,500 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=2.25ms, fps=1734 images/s, loss=0.1336, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:25.529472, arrival_time=2021-04-10 02:20:18.030023, cost_time=0:00:04.613770 2021-04-10 02:19:53,965 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.67ms, fps=1748 images/s, loss=0.1328, top1-acc=95.23%, top5-acc=99.97%, remaining_time=0:00:23.706228, arrival_time=2021-04-10 02:20:17.671507, cost_time=0:00:06.078513 2021-04-10 02:19:55,432 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.14ms, fps=1746 images/s, loss=0.1373, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:00:22.032860, arrival_time=2021-04-10 02:20:17.465168, cost_time=0:00:07.545489 2021-04-10 02:19:56,919 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.37ms, fps=1722 images/s, loss=0.1358, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:20.474392, arrival_time=2021-04-10 02:20:17.393984, cost_time=0:00:09.032830 2021-04-10 02:19:58,394 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=2.57ms, fps=1736 images/s, loss=0.1341, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:18.913608, arrival_time=2021-04-10 02:20:17.307970, cost_time=0:00:10.507551 2021-04-10 02:19:59,870 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.53ms, fps=1735 images/s, loss=0.1331, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:17.376452, arrival_time=2021-04-10 02:20:17.246988, cost_time=0:00:11.983773 2021-04-10 02:20:01,344 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.1352, top1-acc=95.29%, top5-acc=99.94%, remaining_time=0:00:15.850074, arrival_time=2021-04-10 02:20:17.194447, cost_time=0:00:13.457571 2021-04-10 02:20:02,815 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.1358, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:14.331072, arrival_time=2021-04-10 02:20:17.146090, cost_time=0:00:14.928249 2021-04-10 02:20:04,284 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.1366, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:00:12.819676, arrival_time=2021-04-10 02:20:17.103702, cost_time=0:00:16.397265 2021-04-10 02:20:05,748 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=0.1368, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:11.312220, arrival_time=2021-04-10 02:20:17.060430, cost_time=0:00:17.861449 2021-04-10 02:20:07,219 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.55ms, fps=1741 images/s, loss=0.1394, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:09.815058, arrival_time=2021-04-10 02:20:17.034531, cost_time=0:00:19.332665 2021-04-10 02:20:08,696 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=2.12ms, fps=1734 images/s, loss=0.1408, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:08.323728, arrival_time=2021-04-10 02:20:17.019776, cost_time=0:00:20.809282 2021-04-10 02:20:10,170 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.80ms, fps=1737 images/s, loss=0.1423, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:06.833622, arrival_time=2021-04-10 02:20:17.003985, cost_time=0:00:22.283597 2021-04-10 02:20:11,638 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.58ms, fps=1744 images/s, loss=0.1426, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:05.344164, arrival_time=2021-04-10 02:20:16.982863, cost_time=0:00:23.751883 2021-04-10 02:20:13,107 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.1423, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:03.857308, arrival_time=2021-04-10 02:20:16.965030, cost_time=0:00:25.220941 2021-04-10 02:20:14,577 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.1418, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:02.372480, arrival_time=2021-04-10 02:20:16.949610, cost_time=0:00:26.690370 2021-04-10 02:20:16,049 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.26ms, fps=1739 images/s, loss=0.1419, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:00.889356, arrival_time=2021-04-10 02:20:16.938981, cost_time=0:00:28.162857 2021-04-10 02:20:16,846 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.34ms, fps=1707 images/s, loss=0.1424, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:16.846685, cost_time=0:00:28.959845 2021-04-10 02:20:17,241 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.21ms, fps=6510 images/s, loss=0.4385, top1-acc=87.27%, top5-acc=99.26%, remaining_time=0:00:01.179750, arrival_time=2021-04-10 02:20:18.421289, cost_time=0:00:00.393249 2021-04-10 02:20:17,533 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.19ms, fps=8784 images/s, loss=0.4113, top1-acc=87.95%, top5-acc=99.45%, remaining_time=0:00:00.685220, arrival_time=2021-04-10 02:20:18.218679, cost_time=0:00:00.685221 2021-04-10 02:20:17,833 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.72ms, fps=8559 images/s, loss=0.4124, top1-acc=87.93%, top5-acc=99.56%, remaining_time=0:00:00.328230, arrival_time=2021-04-10 02:20:18.161219, cost_time=0:00:00.984704 2021-04-10 02:20:18,112 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.09ms, fps=8305 images/s, loss=0.4082, top1-acc=87.91%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:18.112800, cost_time=0:00:01.264586 2021-04-10 02:20:18,177 INFO : Epoch=0114 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:43:47.119056, arrival_time=2021-04-10 03:04:05.296853, cost_time=0:58:02.460087 2021-04-10 02:20:18,179 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:20:19,936 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.26ms, fps=1457 images/s, loss=0.1613, top1-acc=94.37%, top5-acc=99.96%, remaining_time=0:00:32.680572, arrival_time=2021-04-10 02:20:52.616882, cost_time=0:00:01.757018 2021-04-10 02:20:21,410 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.1659, top1-acc=94.02%, top5-acc=99.96%, remaining_time=0:00:28.438256, arrival_time=2021-04-10 02:20:49.849183, cost_time=0:00:03.231622 2021-04-10 02:20:22,875 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.1640, top1-acc=94.23%, top5-acc=99.96%, remaining_time=0:00:25.982984, arrival_time=2021-04-10 02:20:48.858053, cost_time=0:00:04.695731 2021-04-10 02:20:24,385 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.15ms, fps=1731 images/s, loss=0.1563, top1-acc=94.50%, top5-acc=99.96%, remaining_time=0:00:24.204960, arrival_time=2021-04-10 02:20:48.590647, cost_time=0:00:06.206395 2021-04-10 02:20:25,858 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.55ms, fps=1739 images/s, loss=0.1538, top1-acc=94.59%, top5-acc=99.95%, remaining_time=0:00:22.422096, arrival_time=2021-04-10 02:20:48.280206, cost_time=0:00:07.678777 2021-04-10 02:20:27,325 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=0.1527, top1-acc=94.67%, top5-acc=99.95%, remaining_time=0:00:20.731568, arrival_time=2021-04-10 02:20:48.057214, cost_time=0:00:09.146305 2021-04-10 02:20:28,795 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.64ms, fps=1742 images/s, loss=0.1508, top1-acc=94.71%, top5-acc=99.96%, remaining_time=0:00:19.109916, arrival_time=2021-04-10 02:20:47.905864, cost_time=0:00:10.616652 2021-04-10 02:20:30,268 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.51ms, fps=1740 images/s, loss=0.1485, top1-acc=94.76%, top5-acc=99.95%, remaining_time=0:00:17.528644, arrival_time=2021-04-10 02:20:47.796673, cost_time=0:00:12.088734 2021-04-10 02:20:31,738 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.51ms, fps=1742 images/s, loss=0.1474, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:15.969536, arrival_time=2021-04-10 02:20:47.707942, cost_time=0:00:13.559061 2021-04-10 02:20:33,209 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.55ms, fps=1740 images/s, loss=0.1459, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:14.429376, arrival_time=2021-04-10 02:20:47.639241, cost_time=0:00:15.030569 2021-04-10 02:20:34,679 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.33ms, fps=1743 images/s, loss=0.1461, top1-acc=94.84%, top5-acc=99.95%, remaining_time=0:00:12.899828, arrival_time=2021-04-10 02:20:47.578907, cost_time=0:00:16.499744 2021-04-10 02:20:36,147 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.31ms, fps=1745 images/s, loss=0.1472, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:11.379556, arrival_time=2021-04-10 02:20:47.526559, cost_time=0:00:17.967711 2021-04-10 02:20:37,616 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.51ms, fps=1743 images/s, loss=0.1460, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:09.868122, arrival_time=2021-04-10 02:20:47.484569, cost_time=0:00:19.437153 2021-04-10 02:20:39,094 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=0.1463, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:08.366008, arrival_time=2021-04-10 02:20:47.460339, cost_time=0:00:20.914990 2021-04-10 02:20:40,558 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.82ms, fps=1750 images/s, loss=0.1461, top1-acc=94.85%, top5-acc=99.95%, remaining_time=0:00:06.862786, arrival_time=2021-04-10 02:20:47.420796, cost_time=0:00:22.378673 2021-04-10 02:20:42,034 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=2.08ms, fps=1735 images/s, loss=0.1456, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:05.367384, arrival_time=2021-04-10 02:20:47.401654, cost_time=0:00:23.854981 2021-04-10 02:20:43,503 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.90ms, fps=1743 images/s, loss=0.1468, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:03.873090, arrival_time=2021-04-10 02:20:47.376372, cost_time=0:00:25.323991 2021-04-10 02:20:45,038 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.56ms, fps=1731 images/s, loss=0.1476, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:02.387472, arrival_time=2021-04-10 02:20:47.425809, cost_time=0:00:26.859011 2021-04-10 02:20:46,516 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=2.06ms, fps=1732 images/s, loss=0.1471, top1-acc=94.85%, top5-acc=99.95%, remaining_time=0:00:00.894864, arrival_time=2021-04-10 02:20:47.411595, cost_time=0:00:28.337392 2021-04-10 02:20:47,319 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.28ms, fps=1696 images/s, loss=0.1475, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:47.319208, cost_time=0:00:29.139907 2021-04-10 02:20:47,738 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.31ms, fps=6134 images/s, loss=0.3645, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:01.251960, arrival_time=2021-04-10 02:20:48.989930, cost_time=0:00:00.417324 2021-04-10 02:20:48,047 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.50ms, fps=8280 images/s, loss=0.3586, top1-acc=89.22%, top5-acc=99.65%, remaining_time=0:00:00.726860, arrival_time=2021-04-10 02:20:48.774408, cost_time=0:00:00.726863 2021-04-10 02:20:48,355 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.90ms, fps=8323 images/s, loss=0.3654, top1-acc=88.91%, top5-acc=99.62%, remaining_time=0:00:00.344960, arrival_time=2021-04-10 02:20:48.700562, cost_time=0:00:01.034888 2021-04-10 02:20:48,633 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=8362 images/s, loss=0.3588, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:48.633509, cost_time=0:00:01.312850 2021-04-10 02:20:48,824 INFO : Epoch=0115 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:43:16.644515, arrival_time=2021-04-10 03:04:05.469457, cost_time=0:58:33.107254 2021-04-10 02:20:48,825 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:20:50,481 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.23ms, fps=1547 images/s, loss=0.1319, top1-acc=95.55%, top5-acc=100.00%, remaining_time=0:00:30.783930, arrival_time=2021-04-10 02:21:21.264943, cost_time=0:00:01.655050 2021-04-10 02:20:51,957 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.1489, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:00:27.552976, arrival_time=2021-04-10 02:21:19.510045, cost_time=0:00:03.131029 2021-04-10 02:20:53,425 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.54ms, fps=1744 images/s, loss=0.1420, top1-acc=94.83%, top5-acc=99.96%, remaining_time=0:00:25.451618, arrival_time=2021-04-10 02:21:18.877274, cost_time=0:00:04.599683 2021-04-10 02:20:54,898 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.1372, top1-acc=95.06%, top5-acc=99.97%, remaining_time=0:00:23.680800, arrival_time=2021-04-10 02:21:18.578837, cost_time=0:00:06.071983 2021-04-10 02:20:56,366 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.46ms, fps=1745 images/s, loss=0.1353, top1-acc=95.19%, top5-acc=99.97%, remaining_time=0:00:22.016508, arrival_time=2021-04-10 02:21:18.382696, cost_time=0:00:07.539902 2021-04-10 02:20:57,842 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=0.1348, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:20.436720, arrival_time=2021-04-10 02:21:18.278883, cost_time=0:00:09.016172 2021-04-10 02:20:59,312 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.75ms, fps=1742 images/s, loss=0.1347, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:18.874800, arrival_time=2021-04-10 02:21:18.186828, cost_time=0:00:10.485973 2021-04-10 02:21:00,798 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.79ms, fps=1723 images/s, loss=0.1344, top1-acc=95.23%, top5-acc=99.97%, remaining_time=0:00:17.360212, arrival_time=2021-04-10 02:21:18.158784, cost_time=0:00:11.972579 2021-04-10 02:21:02,274 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.98ms, fps=1735 images/s, loss=0.1341, top1-acc=95.22%, top5-acc=99.97%, remaining_time=0:00:15.839262, arrival_time=2021-04-10 02:21:18.113679, cost_time=0:00:13.448395 2021-04-10 02:21:03,742 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=2.69ms, fps=1745 images/s, loss=0.1364, top1-acc=95.13%, top5-acc=99.97%, remaining_time=0:00:14.319360, arrival_time=2021-04-10 02:21:18.061413, cost_time=0:00:14.916049 2021-04-10 02:21:05,208 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=0.1370, top1-acc=95.10%, top5-acc=99.97%, remaining_time=0:00:12.808238, arrival_time=2021-04-10 02:21:18.016868, cost_time=0:00:16.382664 2021-04-10 02:21:06,673 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.87ms, fps=1748 images/s, loss=0.1379, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:11.303632, arrival_time=2021-04-10 02:21:17.977405, cost_time=0:00:17.847815 2021-04-10 02:21:08,139 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.92ms, fps=1747 images/s, loss=0.1369, top1-acc=95.11%, top5-acc=99.97%, remaining_time=0:00:09.805488, arrival_time=2021-04-10 02:21:17.945313, cost_time=0:00:19.313865 2021-04-10 02:21:09,609 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.1382, top1-acc=95.05%, top5-acc=99.96%, remaining_time=0:00:08.313368, arrival_time=2021-04-10 02:21:17.922781, cost_time=0:00:20.783387 2021-04-10 02:21:11,078 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.1381, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:06.824146, arrival_time=2021-04-10 02:21:17.902812, cost_time=0:00:22.252622 2021-04-10 02:21:12,562 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.56ms, fps=1726 images/s, loss=0.1392, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:05.340708, arrival_time=2021-04-10 02:21:17.903122, cost_time=0:00:23.736433 2021-04-10 02:21:14,036 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.25ms, fps=1737 images/s, loss=0.1407, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:03.855774, arrival_time=2021-04-10 02:21:17.892528, cost_time=0:00:25.210792 2021-04-10 02:21:15,508 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.1416, top1-acc=94.96%, top5-acc=99.95%, remaining_time=0:00:02.371760, arrival_time=2021-04-10 02:21:17.880022, cost_time=0:00:26.682301 2021-04-10 02:21:16,980 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.29ms, fps=1740 images/s, loss=0.1420, top1-acc=94.94%, top5-acc=99.95%, remaining_time=0:00:00.889086, arrival_time=2021-04-10 02:21:17.869395, cost_time=0:00:28.154320 2021-04-10 02:21:17,773 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.51ms, fps=1716 images/s, loss=0.1431, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:17.773414, cost_time=0:00:28.947420 2021-04-10 02:21:18,177 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.30ms, fps=6357 images/s, loss=0.3851, top1-acc=88.44%, top5-acc=99.49%, remaining_time=0:00:01.208100, arrival_time=2021-04-10 02:21:19.385840, cost_time=0:00:00.402695 2021-04-10 02:21:18,479 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.32ms, fps=8488 images/s, loss=0.3916, top1-acc=88.07%, top5-acc=99.47%, remaining_time=0:00:00.704800, arrival_time=2021-04-10 02:21:19.184602, cost_time=0:00:00.704810 2021-04-10 02:21:18,780 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=2.04ms, fps=8535 images/s, loss=0.3806, top1-acc=88.39%, top5-acc=99.58%, remaining_time=0:00:00.335020, arrival_time=2021-04-10 02:21:19.115123, cost_time=0:00:01.005065 2021-04-10 02:21:19,056 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.07ms, fps=8418 images/s, loss=0.3733, top1-acc=88.41%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:19.056128, cost_time=0:00:01.281161 2021-04-10 02:21:19,113 INFO : Epoch=0116 complete, best val top1-acc=89.62%, top5-acc=99.77% (epoch=110), remaining_time=0:42:45.907092, arrival_time=2021-04-10 03:04:05.020245, cost_time=0:59:03.395459 2021-04-10 02:21:19,114 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 02:21:20,779 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.23ms, fps=1538 images/s, loss=0.1252, top1-acc=95.70%, top5-acc=100.00%, remaining_time=0:00:30.966210, arrival_time=2021-04-10 02:21:51.745198, cost_time=0:00:01.664849 2021-04-10 02:21:22,243 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.1277, top1-acc=95.70%, top5-acc=99.96%, remaining_time=0:00:27.534320, arrival_time=2021-04-10 02:21:49.777401, cost_time=0:00:03.128895 2021-04-10 02:21:23,721 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=0.1282, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:25.496106, arrival_time=2021-04-10 02:21:49.217991, cost_time=0:00:04.607729 2021-04-10 02:21:25,200 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.44ms, fps=1732 images/s, loss=0.1295, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:23.734776, arrival_time=2021-04-10 02:21:48.934900, cost_time=0:00:06.085836 2021-04-10 02:21:26,663 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=0.1303, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:22.044102, arrival_time=2021-04-10 02:21:48.707630, cost_time=0:00:07.549366 2021-04-10 02:21:28,128 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.1277, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:20.431688, arrival_time=2021-04-10 02:21:48.559799, cost_time=0:00:09.013971 2021-04-10 02:21:29,595 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.48ms, fps=1745 images/s, loss=0.1258, top1-acc=95.71%, top5-acc=99.96%, remaining_time=0:00:18.866358, arrival_time=2021-04-10 02:21:48.461826, cost_time=0:00:10.481329 2021-04-10 02:21:31,068 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.83ms, fps=1738 images/s, loss=0.1251, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:17.333648, arrival_time=2021-04-10 02:21:48.402093, cost_time=0:00:11.954242 2021-04-10 02:21:32,531 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=0.1255, top1-acc=95.76%, top5-acc=99.95%, remaining_time=0:00:15.803010, arrival_time=2021-04-10 02:21:48.334773, cost_time=0:00:13.417616 2021-04-10 02:21:33,997 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.1266, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:14.288064, arrival_time=2021-04-10 02:21:48.285627, cost_time=0:00:14.883424 2021-04-10 02:21:35,474 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.1283, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:12.790780, arrival_time=2021-04-10 02:21:48.265214, cost_time=0:00:16.360246 2021-04-10 02:21:36,948 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.91ms, fps=1737 images/s, loss=0.1302, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:11.295348, arrival_time=2021-04-10 02:21:48.244220, cost_time=0:00:17.834735 2021-04-10 02:21:38,415 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.60ms, fps=1746 images/s, loss=0.1313, top1-acc=95.47%, top5-acc=99.95%, remaining_time=0:00:09.798954, arrival_time=2021-04-10 02:21:48.214098, cost_time=0:00:19.300933 2021-04-10 02:21:39,889 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.82ms, fps=1737 images/s, loss=0.1319, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:08.310176, arrival_time=2021-04-10 02:21:48.199744, cost_time=0:00:20.775427 2021-04-10 02:21:41,358 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.88ms, fps=1744 images/s, loss=0.1313, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:06.821478, arrival_time=2021-04-10 02:21:48.179700, cost_time=0:00:22.244009 2021-04-10 02:21:42,829 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.1310, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:05.335848, arrival_time=2021-04-10 02:21:48.164991, cost_time=0:00:23.714953 2021-04-10 02:21:44,296 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.1312, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:03.851406, arrival_time=2021-04-10 02:21:48.147855, cost_time=0:00:25.182314 2021-04-10 02:21:45,758 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.1312, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:02.368336, arrival_time=2021-04-10 02:21:48.126369, cost_time=0:00:26.643861 2021-04-10 02:21:47,235 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.20ms, fps=1733 images/s, loss=0.1311, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:00.888042, arrival_time=2021-04-10 02:21:48.123479, cost_time=0:00:28.121281 2021-04-10 02:21:48,028 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.38ms, fps=1716 images/s, loss=0.1315, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:48.028598, cost_time=0:00:28.914469 2021-04-10 02:21:48,433 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=3.42ms, fps=6340 images/s, loss=0.3241, top1-acc=89.92%, top5-acc=99.73%, remaining_time=0:00:01.211250, arrival_time=2021-04-10 02:21:49.644837, cost_time=0:00:00.403750 2021-04-10 02:21:48,733 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=2.46ms, fps=8554 images/s, loss=0.3298, top1-acc=89.96%, top5-acc=99.63%, remaining_time=0:00:00.703520, arrival_time=2021-04-10 02:21:49.436872, cost_time=0:00:00.703517 2021-04-10 02:21:49,030 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.60ms, fps=8643 images/s, loss=0.3336, top1-acc=89.73%, top5-acc=99.61%, remaining_time=0:00:00.333400, arrival_time=2021-04-10 02:21:49.363452, cost_time=0:00:01.000207 2021-04-10 02:21:49,313 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.10ms, fps=8191 images/s, loss=0.3396, top1-acc=89.63%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:49.313755, cost_time=0:00:01.283960 2021-04-10 02:21:49,516 INFO : Epoch=0117 complete, best val top1-acc=89.63%, top5-acc=99.63% (epoch=117), remaining_time=0:42:15.259153, arrival_time=2021-04-10 03:04:04.775925, cost_time=0:59:33.799042 2021-04-10 02:21:49,518 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 02:21:51,270 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.35ms, fps=1462 images/s, loss=0.1325, top1-acc=95.51%, top5-acc=99.88%, remaining_time=0:00:32.576598, arrival_time=2021-04-10 02:22:23.846627, cost_time=0:00:01.751432 2021-04-10 02:21:52,742 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.1354, top1-acc=95.41%, top5-acc=99.92%, remaining_time=0:00:28.373312, arrival_time=2021-04-10 02:22:21.116155, cost_time=0:00:03.224241 2021-04-10 02:21:54,217 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.71ms, fps=1737 images/s, loss=0.1315, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:25.998588, arrival_time=2021-04-10 02:22:20.215753, cost_time=0:00:04.698527 2021-04-10 02:21:55,681 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.1303, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:24.036168, arrival_time=2021-04-10 02:22:19.717949, cost_time=0:00:06.163136 2021-04-10 02:21:57,156 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.70ms, fps=1737 images/s, loss=0.1265, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:22.301938, arrival_time=2021-04-10 02:22:19.458189, cost_time=0:00:07.637648 2021-04-10 02:21:58,621 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.68ms, fps=1748 images/s, loss=0.1267, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:20.632696, arrival_time=2021-04-10 02:22:19.253958, cost_time=0:00:09.102665 2021-04-10 02:22:00,092 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=0.1300, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:19.032678, arrival_time=2021-04-10 02:22:19.125001, cost_time=0:00:10.573727 2021-04-10 02:22:01,567 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=0.1305, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:17.471456, arrival_time=2021-04-10 02:22:19.039388, cost_time=0:00:12.049299 2021-04-10 02:22:03,036 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=2.24ms, fps=1744 images/s, loss=0.1292, top1-acc=95.66%, top5-acc=99.94%, remaining_time=0:00:15.920564, arrival_time=2021-04-10 02:22:18.956731, cost_time=0:00:13.517499 2021-04-10 02:22:04,515 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=0.1283, top1-acc=95.73%, top5-acc=99.94%, remaining_time=0:00:14.397120, arrival_time=2021-04-10 02:22:18.912709, cost_time=0:00:14.996993 2021-04-10 02:22:05,985 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.47ms, fps=1742 images/s, loss=0.1275, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:12.874286, arrival_time=2021-04-10 02:22:18.859955, cost_time=0:00:16.467069 2021-04-10 02:22:07,448 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.1274, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:11.355540, arrival_time=2021-04-10 02:22:18.803922, cost_time=0:00:17.929783 2021-04-10 02:22:08,924 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.47ms, fps=1735 images/s, loss=0.1269, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:09.852084, arrival_time=2021-04-10 02:22:18.776369, cost_time=0:00:19.405600 2021-04-10 02:22:10,397 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.1293, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:08.351616, arrival_time=2021-04-10 02:22:18.749308, cost_time=0:00:20.879096 2021-04-10 02:22:11,865 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.58ms, fps=1745 images/s, loss=0.1298, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:06.852942, arrival_time=2021-04-10 02:22:18.718017, cost_time=0:00:22.346484 2021-04-10 02:22:13,338 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.1293, top1-acc=95.59%, top5-acc=99.94%, remaining_time=0:00:05.359428, arrival_time=2021-04-10 02:22:18.697719, cost_time=0:00:23.819625 2021-04-10 02:22:14,814 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=2.41ms, fps=1735 images/s, loss=0.1292, top1-acc=95.58%, top5-acc=99.94%, remaining_time=0:00:03.868774, arrival_time=2021-04-10 02:22:18.683380, cost_time=0:00:25.295837 2021-04-10 02:22:16,280 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=0.1302, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:02.378832, arrival_time=2021-04-10 02:22:18.659385, cost_time=0:00:26.761938 2021-04-10 02:22:17,758 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.68ms, fps=1733 images/s, loss=0.1309, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:00.891774, arrival_time=2021-04-10 02:22:18.649971, cost_time=0:00:28.239481 2021-04-10 02:22:18,564 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.68ms, fps=1688 images/s, loss=0.1300, top1-acc=95.54%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:18.564709, cost_time=0:00:29.046043 2021-04-10 02:22:18,945 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.48ms, fps=6772 images/s, loss=0.3673, top1-acc=88.67%, top5-acc=99.57%, remaining_time=0:00:01.134090, arrival_time=2021-04-10 02:22:20.079104, cost_time=0:00:00.378032 2021-04-10 02:22:19,244 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=2.38ms, fps=8558 images/s, loss=0.3672, top1-acc=88.95%, top5-acc=99.57%, remaining_time=0:00:00.677520, arrival_time=2021-04-10 02:22:19.922131, cost_time=0:00:00.677525 2021-04-10 02:22:19,541 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.19ms, fps=8650 images/s, loss=0.3742, top1-acc=88.54%, top5-acc=99.57%, remaining_time=0:00:00.324690, arrival_time=2021-04-10 02:22:19.865777, cost_time=0:00:00.974056 2021-04-10 02:22:19,818 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.07ms, fps=8379 images/s, loss=0.3817, top1-acc=88.23%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:19.818403, cost_time=0:00:01.251444 2021-04-10 02:22:19,918 INFO : Epoch=0118 complete, best val top1-acc=89.63%, top5-acc=99.63% (epoch=117), remaining_time=0:41:44.614232, arrival_time=2021-04-10 03:04:04.532938, cost_time=1:00:04.201012 2021-04-10 02:22:19,919 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 02:22:21,576 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.69ms, fps=1545 images/s, loss=0.1135, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:00:30.816666, arrival_time=2021-04-10 02:22:52.393378, cost_time=0:00:01.656812 2021-04-10 02:22:23,051 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=2.08ms, fps=1737 images/s, loss=0.1161, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:27.557024, arrival_time=2021-04-10 02:22:50.608281, cost_time=0:00:03.131474 2021-04-10 02:22:24,522 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.20ms, fps=1740 images/s, loss=0.1154, top1-acc=96.15%, top5-acc=99.93%, remaining_time=0:00:25.469214, arrival_time=2021-04-10 02:22:49.991835, cost_time=0:00:04.602858 2021-04-10 02:22:25,996 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.51ms, fps=1737 images/s, loss=0.1155, top1-acc=96.09%, top5-acc=99.93%, remaining_time=0:00:23.700144, arrival_time=2021-04-10 02:22:49.696855, cost_time=0:00:06.076944 2021-04-10 02:22:27,468 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.50ms, fps=1740 images/s, loss=0.1201, top1-acc=95.87%, top5-acc=99.91%, remaining_time=0:00:22.041912, arrival_time=2021-04-10 02:22:49.510330, cost_time=0:00:07.548604 2021-04-10 02:22:28,939 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=0.1212, top1-acc=95.85%, top5-acc=99.93%, remaining_time=0:00:20.444608, arrival_time=2021-04-10 02:22:49.384014, cost_time=0:00:09.019666 2021-04-10 02:22:30,404 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=0.1240, top1-acc=95.80%, top5-acc=99.93%, remaining_time=0:00:18.872910, arrival_time=2021-04-10 02:22:49.277603, cost_time=0:00:10.484929 2021-04-10 02:22:31,877 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=0.1231, top1-acc=95.79%, top5-acc=99.94%, remaining_time=0:00:17.339332, arrival_time=2021-04-10 02:22:49.217237, cost_time=0:00:11.958183 2021-04-10 02:22:33,351 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.85ms, fps=1738 images/s, loss=0.1247, top1-acc=95.72%, top5-acc=99.94%, remaining_time=0:00:15.819122, arrival_time=2021-04-10 02:22:49.170226, cost_time=0:00:13.431334 2021-04-10 02:22:34,820 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.1272, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:14.304384, arrival_time=2021-04-10 02:22:49.124592, cost_time=0:00:14.900400 2021-04-10 02:22:36,288 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=0.1294, top1-acc=95.56%, top5-acc=99.94%, remaining_time=0:00:12.797058, arrival_time=2021-04-10 02:22:49.085096, cost_time=0:00:16.368311 2021-04-10 02:22:37,751 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.1309, top1-acc=95.49%, top5-acc=99.94%, remaining_time=0:00:11.293600, arrival_time=2021-04-10 02:22:49.045281, cost_time=0:00:17.831940 2021-04-10 02:22:39,223 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.88ms, fps=1740 images/s, loss=0.1303, top1-acc=95.52%, top5-acc=99.94%, remaining_time=0:00:09.800142, arrival_time=2021-04-10 02:22:49.023159, cost_time=0:00:19.303294 2021-04-10 02:22:40,693 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.50ms, fps=1742 images/s, loss=0.1295, top1-acc=95.54%, top5-acc=99.94%, remaining_time=0:00:08.309336, arrival_time=2021-04-10 02:22:49.002470, cost_time=0:00:20.773380 2021-04-10 02:22:42,165 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.48ms, fps=1739 images/s, loss=0.1290, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:06.822122, arrival_time=2021-04-10 02:22:48.987919, cost_time=0:00:22.246076 2021-04-10 02:22:43,632 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.1280, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:05.335380, arrival_time=2021-04-10 02:22:48.967943, cost_time=0:00:23.712826 2021-04-10 02:22:45,099 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.1293, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:03.850990, arrival_time=2021-04-10 02:22:48.950225, cost_time=0:00:25.179474 2021-04-10 02:22:46,567 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.1294, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:02.368688, arrival_time=2021-04-10 02:22:48.936202, cost_time=0:00:26.647785 2021-04-10 02:22:48,044 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.23ms, fps=1734 images/s, loss=0.1290, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:00.888150, arrival_time=2021-04-10 02:22:48.932692, cost_time=0:00:28.124681 2021-04-10 02:22:48,841 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.43ms, fps=1707 images/s, loss=0.1299, top1-acc=95.53%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:48.841847, cost_time=0:00:28.922085 2021-04-10 02:22:49,245 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.24ms, fps=6380 images/s, loss=0.4548, top1-acc=87.30%, top5-acc=99.53%, remaining_time=0:00:01.203660, arrival_time=2021-04-10 02:22:50.449020, cost_time=0:00:00.401225 2021-04-10 02:22:49,546 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.08ms, fps=8531 images/s, loss=0.4783, top1-acc=86.50%, top5-acc=99.61%, remaining_time=0:00:00.701880, arrival_time=2021-04-10 02:22:50.247851, cost_time=0:00:00.701885 2021-04-10 02:22:49,842 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.49ms, fps=8660 images/s, loss=0.4816, top1-acc=86.24%, top5-acc=99.56%, remaining_time=0:00:00.332650, arrival_time=2021-04-10 02:22:50.174671, cost_time=0:00:00.997961 2021-04-10 02:22:50,121 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.11ms, fps=8309 images/s, loss=0.4833, top1-acc=86.35%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:50.121605, cost_time=0:00:01.277581 2021-04-10 02:22:50,207 INFO : Epoch=0119 complete, best val top1-acc=89.63%, top5-acc=99.63% (epoch=117), remaining_time=0:41:13.896573, arrival_time=2021-04-10 03:04:04.104362, cost_time=1:00:34.490060 2021-04-10 02:22:50,209 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 02:22:51,863 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.85ms, fps=1548 images/s, loss=0.1307, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:30.764958, arrival_time=2021-04-10 02:23:22.628601, cost_time=0:00:01.654029 2021-04-10 02:22:53,348 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.63ms, fps=1725 images/s, loss=0.1305, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:27.619504, arrival_time=2021-04-10 02:23:20.967660, cost_time=0:00:03.138586 2021-04-10 02:22:54,831 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=3.22ms, fps=1727 images/s, loss=0.1318, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:25.574292, arrival_time=2021-04-10 02:23:20.405635, cost_time=0:00:04.621869 2021-04-10 02:22:56,300 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.1266, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:23.753496, arrival_time=2021-04-10 02:23:20.053564, cost_time=0:00:06.090626 2021-04-10 02:22:57,770 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.25ms, fps=1742 images/s, loss=0.1243, top1-acc=95.73%, top5-acc=99.98%, remaining_time=0:00:22.076368, arrival_time=2021-04-10 02:23:19.846348, cost_time=0:00:07.560390 2021-04-10 02:22:59,248 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.1222, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:20.487312, arrival_time=2021-04-10 02:23:19.735269, cost_time=0:00:09.038505 2021-04-10 02:23:00,715 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=0.1222, top1-acc=95.75%, top5-acc=99.98%, remaining_time=0:00:18.910332, arrival_time=2021-04-10 02:23:19.625489, cost_time=0:00:10.505715 2021-04-10 02:23:02,184 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.1215, top1-acc=95.75%, top5-acc=99.98%, remaining_time=0:00:17.364040, arrival_time=2021-04-10 02:23:19.548657, cost_time=0:00:11.975169 2021-04-10 02:23:03,656 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.1230, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:15.837036, arrival_time=2021-04-10 02:23:19.493079, cost_time=0:00:13.446559 2021-04-10 02:23:05,126 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=2.12ms, fps=1742 images/s, loss=0.1238, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:14.319840, arrival_time=2021-04-10 02:23:19.445946, cost_time=0:00:14.916529 2021-04-10 02:23:06,590 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.1236, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:12.807120, arrival_time=2021-04-10 02:23:19.397757, cost_time=0:00:16.381163 2021-04-10 02:23:08,060 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.45ms, fps=1742 images/s, loss=0.1250, top1-acc=95.67%, top5-acc=99.97%, remaining_time=0:00:11.305608, arrival_time=2021-04-10 02:23:19.366039, cost_time=0:00:17.850963 2021-04-10 02:23:09,523 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=0.1246, top1-acc=95.72%, top5-acc=99.97%, remaining_time=0:00:09.805620, arrival_time=2021-04-10 02:23:19.329189, cost_time=0:00:19.314130 2021-04-10 02:23:10,998 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=2.05ms, fps=1736 images/s, loss=0.1249, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:08.315552, arrival_time=2021-04-10 02:23:19.313832, cost_time=0:00:20.788843 2021-04-10 02:23:12,467 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.1266, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:06.825848, arrival_time=2021-04-10 02:23:19.293504, cost_time=0:00:22.258212 2021-04-10 02:23:13,940 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=2.11ms, fps=1739 images/s, loss=0.1275, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:05.339412, arrival_time=2021-04-10 02:23:19.279599, cost_time=0:00:23.730693 2021-04-10 02:23:15,410 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.45ms, fps=1742 images/s, loss=0.1274, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:03.854214, arrival_time=2021-04-10 02:23:19.264264, cost_time=0:00:25.200609 2021-04-10 02:23:16,884 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.1271, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:02.371120, arrival_time=2021-04-10 02:23:19.255574, cost_time=0:00:26.675013 2021-04-10 02:23:18,351 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.24ms, fps=1746 images/s, loss=0.1275, top1-acc=95.57%, top5-acc=99.97%, remaining_time=0:00:00.888696, arrival_time=2021-04-10 02:23:19.240186, cost_time=0:00:28.141988 2021-04-10 02:23:19,169 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.26ms, fps=1665 images/s, loss=0.1272, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:19.168977, cost_time=0:00:28.959495 2021-04-10 02:23:19,591 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=2.50ms, fps=6093 images/s, loss=0.3766, top1-acc=89.10%, top5-acc=99.73%, remaining_time=0:00:01.260360, arrival_time=2021-04-10 02:23:20.851706, cost_time=0:00:00.420124 2021-04-10 02:23:19,907 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=2.04ms, fps=8119 images/s, loss=0.3707, top1-acc=89.28%, top5-acc=99.77%, remaining_time=0:00:00.735960, arrival_time=2021-04-10 02:23:20.643188, cost_time=0:00:00.735969 2021-04-10 02:23:20,213 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=2.93ms, fps=8373 images/s, loss=0.3510, top1-acc=89.66%, top5-acc=99.74%, remaining_time=0:00:00.347450, arrival_time=2021-04-10 02:23:20.561034, cost_time=0:00:01.042343 2021-04-10 02:23:20,520 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.16ms, fps=7569 images/s, loss=0.3474, top1-acc=89.69%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:20.520669, cost_time=0:00:01.349393 2021-04-10 02:23:20,655 INFO : Epoch=0120 complete, best val top1-acc=89.69%, top5-acc=99.68% (epoch=120), remaining_time=0:40:43.292000, arrival_time=2021-04-10 03:04:03.947728, cost_time=1:01:04.937999 2021-04-10 02:23:20,656 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 02:23:22,351 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.25ms, fps=1511 images/s, loss=0.1192, top1-acc=95.82%, top5-acc=100.00%, remaining_time=0:00:31.507284, arrival_time=2021-04-10 02:23:53.858386, cost_time=0:00:01.693944 2021-04-10 02:23:23,823 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.85ms, fps=1740 images/s, loss=0.1127, top1-acc=96.11%, top5-acc=100.00%, remaining_time=0:00:27.863440, arrival_time=2021-04-10 02:23:51.686849, cost_time=0:00:03.166304 2021-04-10 02:23:25,292 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.1137, top1-acc=96.08%, top5-acc=99.99%, remaining_time=0:00:25.646834, arrival_time=2021-04-10 02:23:50.938825, cost_time=0:00:04.634957 2021-04-10 02:23:26,770 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.81ms, fps=1732 images/s, loss=0.1170, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:00:23.842104, arrival_time=2021-04-10 02:23:50.612664, cost_time=0:00:06.113347 2021-04-10 02:23:28,247 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.1162, top1-acc=96.01%, top5-acc=99.98%, remaining_time=0:00:22.163530, arrival_time=2021-04-10 02:23:50.410861, cost_time=0:00:07.590250 2021-04-10 02:23:29,713 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.1159, top1-acc=96.01%, top5-acc=99.98%, remaining_time=0:00:20.527840, arrival_time=2021-04-10 02:23:50.241291, cost_time=0:00:09.056430 2021-04-10 02:23:31,189 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.65ms, fps=1735 images/s, loss=0.1172, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:18.958590, arrival_time=2021-04-10 02:23:50.148230, cost_time=0:00:10.532570 2021-04-10 02:23:32,664 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.99ms, fps=1736 images/s, loss=0.1181, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:17.411484, arrival_time=2021-04-10 02:23:50.076436, cost_time=0:00:12.007925 2021-04-10 02:23:34,130 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.1192, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:00:15.869154, arrival_time=2021-04-10 02:23:50.000060, cost_time=0:00:13.473822 2021-04-10 02:23:35,597 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.88ms, fps=1746 images/s, loss=0.1179, top1-acc=95.91%, top5-acc=99.95%, remaining_time=0:00:14.342496, arrival_time=2021-04-10 02:23:49.939732, cost_time=0:00:14.940135 2021-04-10 02:23:37,069 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.87ms, fps=1739 images/s, loss=0.1182, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:00:12.831716, arrival_time=2021-04-10 02:23:49.901408, cost_time=0:00:16.412649 2021-04-10 02:23:38,542 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.84ms, fps=1739 images/s, loss=0.1181, top1-acc=95.94%, top5-acc=99.94%, remaining_time=0:00:11.327420, arrival_time=2021-04-10 02:23:49.869898, cost_time=0:00:17.885409 2021-04-10 02:23:40,017 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.1185, top1-acc=95.94%, top5-acc=99.95%, remaining_time=0:00:09.828918, arrival_time=2021-04-10 02:23:49.845900, cost_time=0:00:19.359959 2021-04-10 02:23:41,485 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.89ms, fps=1744 images/s, loss=0.1184, top1-acc=95.94%, top5-acc=99.95%, remaining_time=0:00:08.331232, arrival_time=2021-04-10 02:23:49.816364, cost_time=0:00:20.828107 2021-04-10 02:23:42,942 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1196, top1-acc=95.91%, top5-acc=99.95%, remaining_time=0:00:06.834036, arrival_time=2021-04-10 02:23:49.776038, cost_time=0:00:22.284935 2021-04-10 02:23:44,420 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=2.11ms, fps=1733 images/s, loss=0.1197, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:00:05.346648, arrival_time=2021-04-10 02:23:49.766618, cost_time=0:00:23.762952 2021-04-10 02:23:45,896 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.55ms, fps=1735 images/s, loss=0.1204, top1-acc=95.88%, top5-acc=99.95%, remaining_time=0:00:03.860116, arrival_time=2021-04-10 02:23:49.756364, cost_time=0:00:25.239181 2021-04-10 02:23:47,366 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.1223, top1-acc=95.81%, top5-acc=99.95%, remaining_time=0:00:02.374176, arrival_time=2021-04-10 02:23:49.740631, cost_time=0:00:26.709433 2021-04-10 02:23:48,850 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.41ms, fps=1725 images/s, loss=0.1224, top1-acc=95.80%, top5-acc=99.94%, remaining_time=0:00:00.890328, arrival_time=2021-04-10 02:23:49.741056, cost_time=0:00:28.193648 2021-04-10 02:23:49,659 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.41ms, fps=1682 images/s, loss=0.1233, top1-acc=95.79%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:49.659548, cost_time=0:00:29.002453 2021-04-10 02:23:50,039 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.92ms, fps=6773 images/s, loss=0.2943, top1-acc=91.17%, top5-acc=99.61%, remaining_time=0:00:01.133880, arrival_time=2021-04-10 02:23:51.173736, cost_time=0:00:00.377964 2021-04-10 02:23:50,341 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=2.05ms, fps=8513 images/s, loss=0.3229, top1-acc=90.29%, top5-acc=99.53%, remaining_time=0:00:00.679020, arrival_time=2021-04-10 02:23:51.019977, cost_time=0:00:00.679020 2021-04-10 02:23:50,638 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.58ms, fps=8618 images/s, loss=0.3363, top1-acc=90.13%, top5-acc=99.60%, remaining_time=0:00:00.325530, arrival_time=2021-04-10 02:23:50.964001, cost_time=0:00:00.976582 2021-04-10 02:23:50,914 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=8415 images/s, loss=0.3291, top1-acc=90.05%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:50.914509, cost_time=0:00:01.252616 2021-04-10 02:23:51,068 INFO : Epoch=0121 complete, best val top1-acc=90.05%, top5-acc=99.64% (epoch=121), remaining_time=0:40:12.667031, arrival_time=2021-04-10 03:04:03.735480, cost_time=1:01:35.350744 2021-04-10 02:23:51,069 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 02:23:52,803 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.26ms, fps=1477 images/s, loss=0.1274, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:32.241612, arrival_time=2021-04-10 02:24:25.044602, cost_time=0:00:01.733418 2021-04-10 02:23:54,273 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=2.01ms, fps=1742 images/s, loss=0.1207, top1-acc=95.92%, top5-acc=100.00%, remaining_time=0:00:28.190976, arrival_time=2021-04-10 02:24:22.463999, cost_time=0:00:03.203512 2021-04-10 02:23:55,748 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.58ms, fps=1735 images/s, loss=0.1188, top1-acc=96.02%, top5-acc=100.00%, remaining_time=0:00:25.891352, arrival_time=2021-04-10 02:24:21.639991, cost_time=0:00:04.679150 2021-04-10 02:23:57,220 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=2.13ms, fps=1740 images/s, loss=0.1144, top1-acc=96.11%, top5-acc=100.00%, remaining_time=0:00:23.989524, arrival_time=2021-04-10 02:24:21.210198, cost_time=0:00:06.151169 2021-04-10 02:23:58,694 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.54ms, fps=1738 images/s, loss=0.1140, top1-acc=96.12%, top5-acc=99.98%, remaining_time=0:00:22.263540, arrival_time=2021-04-10 02:24:20.957578, cost_time=0:00:07.624505 2021-04-10 02:24:00,168 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.1122, top1-acc=96.13%, top5-acc=99.99%, remaining_time=0:00:20.623856, arrival_time=2021-04-10 02:24:20.792087, cost_time=0:00:09.098770 2021-04-10 02:24:01,637 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.81ms, fps=1743 images/s, loss=0.1114, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:19.022976, arrival_time=2021-04-10 02:24:20.660770, cost_time=0:00:10.568308 2021-04-10 02:24:03,108 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.56ms, fps=1742 images/s, loss=0.1120, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:17.455912, arrival_time=2021-04-10 02:24:20.563921, cost_time=0:00:12.038570 2021-04-10 02:24:04,575 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.34ms, fps=1745 images/s, loss=0.1133, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:15.907420, arrival_time=2021-04-10 02:24:20.483114, cost_time=0:00:13.506257 2021-04-10 02:24:06,044 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.66ms, fps=1744 images/s, loss=0.1139, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:00:14.375616, arrival_time=2021-04-10 02:24:20.419863, cost_time=0:00:14.974630 2021-04-10 02:24:07,514 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.1147, top1-acc=96.03%, top5-acc=99.98%, remaining_time=0:00:12.856656, arrival_time=2021-04-10 02:24:20.370647, cost_time=0:00:16.444539 2021-04-10 02:24:09,000 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.59ms, fps=1723 images/s, loss=0.1157, top1-acc=96.01%, top5-acc=99.98%, remaining_time=0:00:11.356224, arrival_time=2021-04-10 02:24:20.356579, cost_time=0:00:17.930845 2021-04-10 02:24:10,482 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.90ms, fps=1728 images/s, loss=0.1159, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:09.855648, arrival_time=2021-04-10 02:24:20.337689, cost_time=0:00:19.412595 2021-04-10 02:24:11,949 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.1152, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:08.352176, arrival_time=2021-04-10 02:24:20.302034, cost_time=0:00:20.880370 2021-04-10 02:24:13,414 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.1147, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:06.852344, arrival_time=2021-04-10 02:24:20.266392, cost_time=0:00:22.344603 2021-04-10 02:24:14,883 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.73ms, fps=1743 images/s, loss=0.1149, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:05.358060, arrival_time=2021-04-10 02:24:20.241041, cost_time=0:00:23.813530 2021-04-10 02:24:16,351 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.53ms, fps=1744 images/s, loss=0.1160, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:03.866668, arrival_time=2021-04-10 02:24:20.218097, cost_time=0:00:25.281983 2021-04-10 02:24:17,819 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.55ms, fps=1744 images/s, loss=0.1164, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:02.377792, arrival_time=2021-04-10 02:24:20.197444, cost_time=0:00:26.750205 2021-04-10 02:24:19,298 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.1182, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:00.891426, arrival_time=2021-04-10 02:24:20.189497, cost_time=0:00:28.228489 2021-04-10 02:24:20,097 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=1702 images/s, loss=0.1192, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:20.097692, cost_time=0:00:29.028264 2021-04-10 02:24:20,508 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.31ms, fps=6254 images/s, loss=0.3549, top1-acc=89.34%, top5-acc=99.61%, remaining_time=0:00:01.227990, arrival_time=2021-04-10 02:24:21.736368, cost_time=0:00:00.409328 2021-04-10 02:24:20,807 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.33ms, fps=8566 images/s, loss=0.3483, top1-acc=89.43%, top5-acc=99.57%, remaining_time=0:00:00.708700, arrival_time=2021-04-10 02:24:21.516388, cost_time=0:00:00.708691 2021-04-10 02:24:21,108 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=0.31ms, fps=8515 images/s, loss=0.3552, top1-acc=89.30%, top5-acc=99.58%, remaining_time=0:00:00.336550, arrival_time=2021-04-10 02:24:21.445245, cost_time=0:00:01.009663 2021-04-10 02:24:21,388 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.10ms, fps=8302 images/s, loss=0.3781, top1-acc=89.17%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:21.388580, cost_time=0:00:01.289547 2021-04-10 02:24:21,463 INFO : Epoch=0122 complete, best val top1-acc=90.05%, top5-acc=99.64% (epoch=121), remaining_time=0:39:42.033888, arrival_time=2021-04-10 03:04:03.496932, cost_time=1:02:05.745350 2021-04-10 02:24:21,463 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 02:24:23,132 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.25ms, fps=1535 images/s, loss=0.1272, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:31.020336, arrival_time=2021-04-10 02:24:54.152248, cost_time=0:00:01.667762 2021-04-10 02:24:24,617 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=2.00ms, fps=1724 images/s, loss=0.1240, top1-acc=95.45%, top5-acc=99.94%, remaining_time=0:00:27.745344, arrival_time=2021-04-10 02:24:52.362459, cost_time=0:00:03.152880 2021-04-10 02:24:26,088 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.23ms, fps=1741 images/s, loss=0.1268, top1-acc=95.33%, top5-acc=99.91%, remaining_time=0:00:25.586078, arrival_time=2021-04-10 02:24:51.674169, cost_time=0:00:04.623991 2021-04-10 02:24:27,557 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.45ms, fps=1743 images/s, loss=0.1219, top1-acc=95.56%, top5-acc=99.92%, remaining_time=0:00:23.763948, arrival_time=2021-04-10 02:24:51.321400, cost_time=0:00:06.093335 2021-04-10 02:24:29,044 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=2.36ms, fps=1722 images/s, loss=0.1187, top1-acc=95.70%, top5-acc=99.94%, remaining_time=0:00:22.134914, arrival_time=2021-04-10 02:24:51.179671, cost_time=0:00:07.580429 2021-04-10 02:24:30,524 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.62ms, fps=1732 images/s, loss=0.1135, top1-acc=95.94%, top5-acc=99.95%, remaining_time=0:00:20.535456, arrival_time=2021-04-10 02:24:51.059366, cost_time=0:00:09.059752 2021-04-10 02:24:31,999 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.68ms, fps=1736 images/s, loss=0.1143, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:00:18.963756, arrival_time=2021-04-10 02:24:50.963334, cost_time=0:00:10.535386 2021-04-10 02:24:33,473 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.88ms, fps=1738 images/s, loss=0.1138, top1-acc=95.98%, top5-acc=99.95%, remaining_time=0:00:17.412992, arrival_time=2021-04-10 02:24:50.886065, cost_time=0:00:12.008935 2021-04-10 02:24:34,949 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.1124, top1-acc=96.05%, top5-acc=99.95%, remaining_time=0:00:15.882722, arrival_time=2021-04-10 02:24:50.832147, cost_time=0:00:13.485331 2021-04-10 02:24:36,430 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.93ms, fps=1730 images/s, loss=0.1113, top1-acc=96.07%, top5-acc=99.95%, remaining_time=0:00:14.367264, arrival_time=2021-04-10 02:24:50.797337, cost_time=0:00:14.965935 2021-04-10 02:24:37,903 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.87ms, fps=1738 images/s, loss=0.1109, top1-acc=96.07%, top5-acc=99.96%, remaining_time=0:00:12.852700, arrival_time=2021-04-10 02:24:50.756262, cost_time=0:00:16.439490 2021-04-10 02:24:39,365 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.1113, top1-acc=96.05%, top5-acc=99.95%, remaining_time=0:00:11.337376, arrival_time=2021-04-10 02:24:50.702577, cost_time=0:00:17.901150 2021-04-10 02:24:40,829 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.1116, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:09.831624, arrival_time=2021-04-10 02:24:50.661052, cost_time=0:00:19.365372 2021-04-10 02:24:42,298 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=0.1125, top1-acc=96.06%, top5-acc=99.96%, remaining_time=0:00:08.333808, arrival_time=2021-04-10 02:24:50.632467, cost_time=0:00:20.834567 2021-04-10 02:24:43,764 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.1135, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:06.838820, arrival_time=2021-04-10 02:24:50.603516, cost_time=0:00:22.300477 2021-04-10 02:24:45,241 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.1145, top1-acc=95.97%, top5-acc=99.96%, remaining_time=0:00:05.349816, arrival_time=2021-04-10 02:24:50.590824, cost_time=0:00:23.776956 2021-04-10 02:24:46,720 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.96ms, fps=1731 images/s, loss=0.1143, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:03.862690, arrival_time=2021-04-10 02:24:50.582855, cost_time=0:00:25.256039 2021-04-10 02:24:48,199 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.1147, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:02.376512, arrival_time=2021-04-10 02:24:50.576373, cost_time=0:00:26.735809 2021-04-10 02:24:49,677 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.60ms, fps=1734 images/s, loss=0.1154, top1-acc=95.95%, top5-acc=99.96%, remaining_time=0:00:00.890934, arrival_time=2021-04-10 02:24:50.567900, cost_time=0:00:28.212876 2021-04-10 02:24:50,478 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.61ms, fps=1698 images/s, loss=0.1158, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:50.478251, cost_time=0:00:29.014155 2021-04-10 02:24:50,892 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=2.55ms, fps=6212 images/s, loss=0.4627, top1-acc=87.66%, top5-acc=99.65%, remaining_time=0:00:01.236210, arrival_time=2021-04-10 02:24:52.128798, cost_time=0:00:00.412069 2021-04-10 02:24:51,204 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.36ms, fps=8228 images/s, loss=0.4483, top1-acc=87.64%, top5-acc=99.57%, remaining_time=0:00:00.723760, arrival_time=2021-04-10 02:24:51.928018, cost_time=0:00:00.723750 2021-04-10 02:24:51,521 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.20ms, fps=8085 images/s, loss=0.4460, top1-acc=87.46%, top5-acc=99.62%, remaining_time=0:00:00.347030, arrival_time=2021-04-10 02:24:51.868630, cost_time=0:00:01.041102 2021-04-10 02:24:51,803 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=8248 images/s, loss=0.4457, top1-acc=87.44%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:51.803295, cost_time=0:00:01.322862 2021-04-10 02:24:51,857 INFO : Epoch=0123 complete, best val top1-acc=90.05%, top5-acc=99.64% (epoch=121), remaining_time=0:39:11.404748, arrival_time=2021-04-10 03:04:03.262554, cost_time=1:02:36.140111 2021-04-10 02:24:51,858 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 02:24:53,498 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.31ms, fps=1561 images/s, loss=0.1249, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:00:30.496932, arrival_time=2021-04-10 02:25:23.995443, cost_time=0:00:01.639619 2021-04-10 02:24:54,976 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.10ms, fps=1733 images/s, loss=0.1169, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:27.435584, arrival_time=2021-04-10 02:25:22.412141, cost_time=0:00:03.117671 2021-04-10 02:24:56,442 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=0.1153, top1-acc=95.86%, top5-acc=99.93%, remaining_time=0:00:25.363306, arrival_time=2021-04-10 02:25:21.805871, cost_time=0:00:04.583721 2021-04-10 02:24:57,909 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=0.1154, top1-acc=95.89%, top5-acc=99.94%, remaining_time=0:00:23.596248, arrival_time=2021-04-10 02:25:21.505382, cost_time=0:00:06.050322 2021-04-10 02:24:59,383 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=0.1157, top1-acc=95.84%, top5-acc=99.95%, remaining_time=0:00:21.970372, arrival_time=2021-04-10 02:25:21.353359, cost_time=0:00:07.524089 2021-04-10 02:25:00,855 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.61ms, fps=1739 images/s, loss=0.1152, top1-acc=95.84%, top5-acc=99.95%, remaining_time=0:00:20.393472, arrival_time=2021-04-10 02:25:21.249403, cost_time=0:00:08.997107 2021-04-10 02:25:02,319 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.1153, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:18.828684, arrival_time=2021-04-10 02:25:21.147838, cost_time=0:00:10.460351 2021-04-10 02:25:03,790 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.1170, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:17.301284, arrival_time=2021-04-10 02:25:21.091991, cost_time=0:00:11.931903 2021-04-10 02:25:05,253 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.1166, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:15.776192, arrival_time=2021-04-10 02:25:21.029898, cost_time=0:00:13.394898 2021-04-10 02:25:06,719 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.1155, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:14.266080, arrival_time=2021-04-10 02:25:20.985470, cost_time=0:00:14.860498 2021-04-10 02:25:08,188 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.1147, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:12.766958, arrival_time=2021-04-10 02:25:20.955576, cost_time=0:00:16.329804 2021-04-10 02:25:09,661 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.97ms, fps=1738 images/s, loss=0.1147, top1-acc=95.92%, top5-acc=99.96%, remaining_time=0:00:11.275284, arrival_time=2021-04-10 02:25:20.937176, cost_time=0:00:17.803025 2021-04-10 02:25:11,134 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.91ms, fps=1739 images/s, loss=0.1152, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:09.786216, arrival_time=2021-04-10 02:25:20.920990, cost_time=0:00:19.275922 2021-04-10 02:25:12,606 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.32ms, fps=1740 images/s, loss=0.1168, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:08.298920, arrival_time=2021-04-10 02:25:20.905055, cost_time=0:00:20.747328 2021-04-10 02:25:14,074 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=2.06ms, fps=1744 images/s, loss=0.1173, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:06.812784, arrival_time=2021-04-10 02:25:20.887203, cost_time=0:00:22.215565 2021-04-10 02:25:15,554 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=2.47ms, fps=1730 images/s, loss=0.1171, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:05.331564, arrival_time=2021-04-10 02:25:20.886233, cost_time=0:00:23.695824 2021-04-10 02:25:17,039 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.93ms, fps=1727 images/s, loss=0.1175, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:03.851120, arrival_time=2021-04-10 02:25:20.890376, cost_time=0:00:25.180357 2021-04-10 02:25:18,513 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.36ms, fps=1738 images/s, loss=0.1180, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:02.369264, arrival_time=2021-04-10 02:25:20.882366, cost_time=0:00:26.654160 2021-04-10 02:25:19,986 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.1178, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:00.888228, arrival_time=2021-04-10 02:25:20.874373, cost_time=0:00:28.127292 2021-04-10 02:25:20,782 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.37ms, fps=1709 images/s, loss=0.1185, top1-acc=95.83%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:20.782214, cost_time=0:00:28.923409 2021-04-10 02:25:21,174 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=2.82ms, fps=6553 images/s, loss=0.4127, top1-acc=88.52%, top5-acc=99.49%, remaining_time=0:00:01.171950, arrival_time=2021-04-10 02:25:22.346339, cost_time=0:00:00.390647 2021-04-10 02:25:21,481 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.56ms, fps=8364 images/s, loss=0.4431, top1-acc=87.91%, top5-acc=99.51%, remaining_time=0:00:00.697200, arrival_time=2021-04-10 02:25:22.178203, cost_time=0:00:00.697202 2021-04-10 02:25:21,778 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.40ms, fps=8619 images/s, loss=0.4550, top1-acc=87.66%, top5-acc=99.45%, remaining_time=0:00:00.331610, arrival_time=2021-04-10 02:25:22.110135, cost_time=0:00:00.994819 2021-04-10 02:25:22,054 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=8418 images/s, loss=0.4577, top1-acc=87.65%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:22.054480, cost_time=0:00:01.270797 2021-04-10 02:25:22,151 INFO : Epoch=0124 complete, best val top1-acc=90.05%, top5-acc=99.64% (epoch=121), remaining_time=0:38:40.717380, arrival_time=2021-04-10 03:04:02.868765, cost_time=1:03:06.433656 2021-04-10 02:25:22,152 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 02:25:23,836 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.13ms, fps=1521 images/s, loss=0.1231, top1-acc=95.66%, top5-acc=100.00%, remaining_time=0:00:31.304916, arrival_time=2021-04-10 02:25:55.141164, cost_time=0:00:01.683065 2021-04-10 02:25:25,310 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.78ms, fps=1738 images/s, loss=0.1199, top1-acc=95.78%, top5-acc=99.98%, remaining_time=0:00:27.781424, arrival_time=2021-04-10 02:25:53.091521, cost_time=0:00:03.156985 2021-04-10 02:25:26,781 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=0.1197, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:25.610480, arrival_time=2021-04-10 02:25:52.392103, cost_time=0:00:04.628407 2021-04-10 02:25:28,251 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.1190, top1-acc=95.76%, top5-acc=99.97%, remaining_time=0:00:23.784540, arrival_time=2021-04-10 02:25:52.036201, cost_time=0:00:06.098619 2021-04-10 02:25:29,728 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=0.1174, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:22.120314, arrival_time=2021-04-10 02:25:51.848950, cost_time=0:00:07.575448 2021-04-10 02:25:31,203 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.1188, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:20.513696, arrival_time=2021-04-10 02:25:51.716908, cost_time=0:00:09.050135 2021-04-10 02:25:32,692 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.43ms, fps=1720 images/s, loss=0.1216, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:18.970182, arrival_time=2021-04-10 02:25:51.662279, cost_time=0:00:10.539010 2021-04-10 02:25:34,165 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.46ms, fps=1738 images/s, loss=0.1229, top1-acc=95.72%, top5-acc=99.97%, remaining_time=0:00:17.418212, arrival_time=2021-04-10 02:25:51.583835, cost_time=0:00:12.012581 2021-04-10 02:25:35,627 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.1237, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:15.870108, arrival_time=2021-04-10 02:25:51.497808, cost_time=0:00:13.474655 2021-04-10 02:25:37,105 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.97ms, fps=1733 images/s, loss=0.1227, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:14.354496, arrival_time=2021-04-10 02:25:51.460156, cost_time=0:00:14.952550 2021-04-10 02:25:38,577 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.03ms, fps=1740 images/s, loss=0.1233, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:12.840660, arrival_time=2021-04-10 02:25:51.417920, cost_time=0:00:16.424132 2021-04-10 02:25:40,042 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.34ms, fps=1748 images/s, loss=0.1237, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:11.330080, arrival_time=2021-04-10 02:25:51.372768, cost_time=0:00:17.889629 2021-04-10 02:25:41,533 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.59ms, fps=1718 images/s, loss=0.1241, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:09.839280, arrival_time=2021-04-10 02:25:51.372770, cost_time=0:00:19.380449 2021-04-10 02:25:43,001 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=0.1227, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:08.339296, arrival_time=2021-04-10 02:25:51.340621, cost_time=0:00:20.848285 2021-04-10 02:25:44,471 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.88ms, fps=1741 images/s, loss=0.1228, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:06.844386, arrival_time=2021-04-10 02:25:51.316125, cost_time=0:00:22.318699 2021-04-10 02:25:45,945 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.1239, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:05.353344, arrival_time=2021-04-10 02:25:51.298967, cost_time=0:00:23.792582 2021-04-10 02:25:47,410 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=0.1242, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:03.862950, arrival_time=2021-04-10 02:25:51.273673, cost_time=0:00:25.257681 2021-04-10 02:25:48,881 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.45ms, fps=1741 images/s, loss=0.1237, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:02.375856, arrival_time=2021-04-10 02:25:51.257219, cost_time=0:00:26.728328 2021-04-10 02:25:50,362 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=0.1231, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:00.890826, arrival_time=2021-04-10 02:25:51.253476, cost_time=0:00:28.209477 2021-04-10 02:25:51,159 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.38ms, fps=1709 images/s, loss=0.1235, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:51.159128, cost_time=0:00:29.006085 2021-04-10 02:25:51,543 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=6.06ms, fps=6689 images/s, loss=0.3375, top1-acc=90.47%, top5-acc=99.41%, remaining_time=0:00:01.148130, arrival_time=2021-04-10 02:25:52.691433, cost_time=0:00:00.382713 2021-04-10 02:25:51,841 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=2.08ms, fps=8592 images/s, loss=0.3487, top1-acc=90.21%, top5-acc=99.55%, remaining_time=0:00:00.681000, arrival_time=2021-04-10 02:25:52.522601, cost_time=0:00:00.681008 2021-04-10 02:25:52,142 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=3.80ms, fps=8527 images/s, loss=0.3441, top1-acc=90.10%, top5-acc=99.61%, remaining_time=0:00:00.327190, arrival_time=2021-04-10 02:25:52.469433, cost_time=0:00:00.981569 2021-04-10 02:25:52,419 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=8384 images/s, loss=0.3392, top1-acc=90.08%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:52.419508, cost_time=0:00:01.258945 2021-04-10 02:25:52,574 INFO : Epoch=0125 complete, best val top1-acc=90.08%, top5-acc=99.58% (epoch=125), remaining_time=0:38:10.113825, arrival_time=2021-04-10 03:04:02.687895, cost_time=1:03:36.856361 2021-04-10 02:25:52,575 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 02:25:54,226 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.39ms, fps=1551 images/s, loss=0.1088, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:30.705438, arrival_time=2021-04-10 02:26:24.931403, cost_time=0:00:01.650826 2021-04-10 02:25:55,703 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.90ms, fps=1733 images/s, loss=0.1044, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:27.530448, arrival_time=2021-04-10 02:26:23.234018, cost_time=0:00:03.128463 2021-04-10 02:25:57,171 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=0.1045, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:25.433690, arrival_time=2021-04-10 02:26:22.605318, cost_time=0:00:04.596439 2021-04-10 02:25:58,642 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.36ms, fps=1742 images/s, loss=0.1060, top1-acc=96.39%, top5-acc=99.96%, remaining_time=0:00:23.661612, arrival_time=2021-04-10 02:26:22.303917, cost_time=0:00:06.067075 2021-04-10 02:26:00,118 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.64ms, fps=1735 images/s, loss=0.1014, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:22.026728, arrival_time=2021-04-10 02:26:22.145212, cost_time=0:00:07.543378 2021-04-10 02:26:01,591 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.56ms, fps=1738 images/s, loss=0.1015, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:20.437128, arrival_time=2021-04-10 02:26:22.028624, cost_time=0:00:09.016405 2021-04-10 02:26:03,058 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.83ms, fps=1746 images/s, loss=0.1017, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:18.870138, arrival_time=2021-04-10 02:26:21.928749, cost_time=0:00:10.483385 2021-04-10 02:26:04,530 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.45ms, fps=1740 images/s, loss=0.1017, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:17.334808, arrival_time=2021-04-10 02:26:21.865009, cost_time=0:00:11.955054 2021-04-10 02:26:05,995 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.60ms, fps=1748 images/s, loss=0.1026, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:15.806190, arrival_time=2021-04-10 02:26:21.801588, cost_time=0:00:13.420306 2021-04-10 02:26:07,468 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.1027, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:14.297376, arrival_time=2021-04-10 02:26:21.765561, cost_time=0:00:14.893095 2021-04-10 02:26:08,941 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.34ms, fps=1739 images/s, loss=0.1019, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:12.795252, arrival_time=2021-04-10 02:26:21.736312, cost_time=0:00:16.365965 2021-04-10 02:26:10,412 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.49ms, fps=1740 images/s, loss=0.1022, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:11.297096, arrival_time=2021-04-10 02:26:21.709852, cost_time=0:00:17.837577 2021-04-10 02:26:11,880 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.70ms, fps=1745 images/s, loss=0.1030, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:09.801066, arrival_time=2021-04-10 02:26:21.681328, cost_time=0:00:19.305154 2021-04-10 02:26:13,380 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.48ms, fps=1707 images/s, loss=0.1040, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:08.322272, arrival_time=2021-04-10 02:26:21.703079, cost_time=0:00:20.805669 2021-04-10 02:26:14,853 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.88ms, fps=1739 images/s, loss=0.1039, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:06.832012, arrival_time=2021-04-10 02:26:21.685453, cost_time=0:00:22.278295 2021-04-10 02:26:16,326 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.59ms, fps=1739 images/s, loss=0.1047, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:05.343948, arrival_time=2021-04-10 02:26:21.670016, cost_time=0:00:23.750939 2021-04-10 02:26:17,792 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=0.1060, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:03.856736, arrival_time=2021-04-10 02:26:21.648878, cost_time=0:00:25.217043 2021-04-10 02:26:19,256 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.1065, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:02.371696, arrival_time=2021-04-10 02:26:21.628414, cost_time=0:00:26.681638 2021-04-10 02:26:20,746 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.28ms, fps=1719 images/s, loss=0.1077, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:00.889614, arrival_time=2021-04-10 02:26:21.636069, cost_time=0:00:28.171129 2021-04-10 02:26:21,542 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.43ms, fps=1711 images/s, loss=0.1081, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:21.541905, cost_time=0:00:28.966723 2021-04-10 02:26:21,960 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.48ms, fps=6148 images/s, loss=0.3413, top1-acc=90.04%, top5-acc=99.57%, remaining_time=0:00:01.249200, arrival_time=2021-04-10 02:26:23.209929, cost_time=0:00:00.416405 2021-04-10 02:26:22,277 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.89ms, fps=8101 images/s, loss=0.3418, top1-acc=90.12%, top5-acc=99.55%, remaining_time=0:00:00.732860, arrival_time=2021-04-10 02:26:23.010030, cost_time=0:00:00.732869 2021-04-10 02:26:22,575 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.32ms, fps=8594 images/s, loss=0.3495, top1-acc=89.70%, top5-acc=99.53%, remaining_time=0:00:00.343710, arrival_time=2021-04-10 02:26:22.919126, cost_time=0:00:01.031130 2021-04-10 02:26:22,849 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.13ms, fps=8482 images/s, loss=0.3685, top1-acc=89.42%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:22.849317, cost_time=0:00:01.305000 2021-04-10 02:26:22,921 INFO : Epoch=0126 complete, best val top1-acc=90.08%, top5-acc=99.58% (epoch=125), remaining_time=0:37:39.469010, arrival_time=2021-04-10 03:04:02.390706, cost_time=1:04:07.204002 2021-04-10 02:26:22,922 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 02:26:24,611 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.52ms, fps=1516 images/s, loss=0.0936, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:31.416516, arrival_time=2021-04-10 02:26:56.028350, cost_time=0:00:01.689056 2021-04-10 02:26:26,084 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=0.0967, top1-acc=96.74%, top5-acc=99.96%, remaining_time=0:00:27.823664, arrival_time=2021-04-10 02:26:53.908306, cost_time=0:00:03.161780 2021-04-10 02:26:27,551 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=0.1004, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:25.610978, arrival_time=2021-04-10 02:26:53.162214, cost_time=0:00:04.628489 2021-04-10 02:26:29,024 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.92ms, fps=1739 images/s, loss=0.0995, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:00:23.794680, arrival_time=2021-04-10 02:26:52.818675, cost_time=0:00:06.101189 2021-04-10 02:26:30,498 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.1018, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:22.121628, arrival_time=2021-04-10 02:26:52.620306, cost_time=0:00:07.575904 2021-04-10 02:26:31,983 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.44ms, fps=1724 images/s, loss=0.1051, top1-acc=96.38%, top5-acc=99.96%, remaining_time=0:00:20.538312, arrival_time=2021-04-10 02:26:52.522137, cost_time=0:00:09.061025 2021-04-10 02:26:33,458 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.89ms, fps=1736 images/s, loss=0.1029, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:18.965142, arrival_time=2021-04-10 02:26:52.424058, cost_time=0:00:10.536177 2021-04-10 02:26:34,927 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.1036, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:00:17.406728, arrival_time=2021-04-10 02:26:52.334097, cost_time=0:00:12.004629 2021-04-10 02:26:36,397 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.58ms, fps=1742 images/s, loss=0.1043, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:15.869896, arrival_time=2021-04-10 02:26:52.267174, cost_time=0:00:13.474478 2021-04-10 02:26:37,874 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=2.21ms, fps=1734 images/s, loss=0.1046, top1-acc=96.39%, top5-acc=99.96%, remaining_time=0:00:14.353248, arrival_time=2021-04-10 02:26:52.227363, cost_time=0:00:14.951348 2021-04-10 02:26:39,346 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.46ms, fps=1739 images/s, loss=0.1034, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:12.840402, arrival_time=2021-04-10 02:26:52.186978, cost_time=0:00:16.423821 2021-04-10 02:26:40,822 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.89ms, fps=1735 images/s, loss=0.1043, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:11.336312, arrival_time=2021-04-10 02:26:52.158490, cost_time=0:00:17.899430 2021-04-10 02:26:42,323 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.92ms, fps=1705 images/s, loss=0.1058, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:09.849774, arrival_time=2021-04-10 02:26:52.173613, cost_time=0:00:19.401049 2021-04-10 02:26:43,791 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=0.1071, top1-acc=96.31%, top5-acc=99.97%, remaining_time=0:00:08.347416, arrival_time=2021-04-10 02:26:52.138714, cost_time=0:00:20.868558 2021-04-10 02:26:45,262 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.99ms, fps=1741 images/s, loss=0.1084, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:06.850780, arrival_time=2021-04-10 02:26:52.113089, cost_time=0:00:22.339568 2021-04-10 02:26:46,730 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.90ms, fps=1745 images/s, loss=0.1099, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:05.356656, arrival_time=2021-04-10 02:26:52.086690, cost_time=0:00:23.807292 2021-04-10 02:26:48,200 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.1110, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:03.865992, arrival_time=2021-04-10 02:26:52.066413, cost_time=0:00:25.277685 2021-04-10 02:26:49,668 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.34ms, fps=1745 images/s, loss=0.1115, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:02.377344, arrival_time=2021-04-10 02:26:52.045423, cost_time=0:00:26.745209 2021-04-10 02:26:51,147 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.26ms, fps=1732 images/s, loss=0.1122, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:00.891288, arrival_time=2021-04-10 02:26:52.038277, cost_time=0:00:28.224141 2021-04-10 02:26:51,937 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.27ms, fps=1723 images/s, loss=0.1122, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:51.937027, cost_time=0:00:29.014294 2021-04-10 02:26:52,316 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=4.37ms, fps=6764 images/s, loss=0.3534, top1-acc=90.00%, top5-acc=99.57%, remaining_time=0:00:01.135320, arrival_time=2021-04-10 02:26:53.452189, cost_time=0:00:00.378436 2021-04-10 02:26:52,617 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=3.18ms, fps=8525 images/s, loss=0.3774, top1-acc=89.34%, top5-acc=99.63%, remaining_time=0:00:00.679060, arrival_time=2021-04-10 02:26:53.296554, cost_time=0:00:00.679061 2021-04-10 02:26:52,911 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=2.22ms, fps=8720 images/s, loss=0.3782, top1-acc=89.26%, top5-acc=99.65%, remaining_time=0:00:00.324340, arrival_time=2021-04-10 02:26:53.235828, cost_time=0:00:00.973025 2021-04-10 02:26:53,191 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.08ms, fps=8308 images/s, loss=0.3665, top1-acc=89.35%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:53.191121, cost_time=0:00:01.252722 2021-04-10 02:26:53,262 INFO : Epoch=0127 complete, best val top1-acc=90.08%, top5-acc=99.58% (epoch=125), remaining_time=0:37:08.824758, arrival_time=2021-04-10 03:04:02.086929, cost_time=1:04:37.544454 2021-04-10 02:26:53,263 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 02:26:54,929 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.52ms, fps=1537 images/s, loss=0.1015, top1-acc=95.94%, top5-acc=100.00%, remaining_time=0:00:30.971046, arrival_time=2021-04-10 02:27:25.900085, cost_time=0:00:01.665107 2021-04-10 02:26:56,417 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.61ms, fps=1721 images/s, loss=0.0987, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:27.748336, arrival_time=2021-04-10 02:27:24.165381, cost_time=0:00:03.153229 2021-04-10 02:26:57,885 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.70ms, fps=1744 images/s, loss=0.0969, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:25.574126, arrival_time=2021-04-10 02:27:23.459929, cost_time=0:00:04.621822 2021-04-10 02:26:59,364 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.92ms, fps=1732 images/s, loss=0.0942, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:23.793432, arrival_time=2021-04-10 02:27:23.158126, cost_time=0:00:06.100895 2021-04-10 02:27:00,844 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.79ms, fps=1730 images/s, loss=0.0942, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:22.136374, arrival_time=2021-04-10 02:27:22.981218, cost_time=0:00:07.580939 2021-04-10 02:27:02,317 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.61ms, fps=1739 images/s, loss=0.0919, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:20.522672, arrival_time=2021-04-10 02:27:22.840596, cost_time=0:00:09.054111 2021-04-10 02:27:03,795 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=0.0925, top1-acc=96.75%, top5-acc=99.97%, remaining_time=0:00:18.957582, arrival_time=2021-04-10 02:27:22.753352, cost_time=0:00:10.531969 2021-04-10 02:27:05,264 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.46ms, fps=1743 images/s, loss=0.0932, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:17.401508, arrival_time=2021-04-10 02:27:22.666345, cost_time=0:00:12.001036 2021-04-10 02:27:06,728 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=0.0926, top1-acc=96.75%, top5-acc=99.97%, remaining_time=0:00:15.858130, arrival_time=2021-04-10 02:27:22.586424, cost_time=0:00:13.464489 2021-04-10 02:27:08,208 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=0.0953, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:14.346816, arrival_time=2021-04-10 02:27:22.555233, cost_time=0:00:14.944555 2021-04-10 02:27:09,674 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.0970, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:12.829738, arrival_time=2021-04-10 02:27:22.503741, cost_time=0:00:16.410181 2021-04-10 02:27:11,157 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=0.0982, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:11.332360, arrival_time=2021-04-10 02:27:22.489443, cost_time=0:00:17.893222 2021-04-10 02:27:12,632 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.0990, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:09.833208, arrival_time=2021-04-10 02:27:22.465472, cost_time=0:00:19.368464 2021-04-10 02:27:14,106 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.83ms, fps=1737 images/s, loss=0.1007, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:08.337224, arrival_time=2021-04-10 02:27:22.444096, cost_time=0:00:20.843069 2021-04-10 02:27:15,572 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.1023, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:06.841258, arrival_time=2021-04-10 02:27:22.413528, cost_time=0:00:22.308420 2021-04-10 02:27:17,044 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.53ms, fps=1739 images/s, loss=0.1038, top1-acc=96.39%, top5-acc=99.96%, remaining_time=0:00:05.350644, arrival_time=2021-04-10 02:27:22.395160, cost_time=0:00:23.780701 2021-04-10 02:27:18,513 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.49ms, fps=1743 images/s, loss=0.1044, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:03.861754, arrival_time=2021-04-10 02:27:22.375546, cost_time=0:00:25.249967 2021-04-10 02:27:19,983 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=2.21ms, fps=1743 images/s, loss=0.1047, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:02.375072, arrival_time=2021-04-10 02:27:22.358401, cost_time=0:00:26.719475 2021-04-10 02:27:21,461 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.35ms, fps=1732 images/s, loss=0.1060, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:00.890460, arrival_time=2021-04-10 02:27:22.352271, cost_time=0:00:28.197857 2021-04-10 02:27:22,264 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.84ms, fps=1697 images/s, loss=0.1073, top1-acc=96.28%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:22.264158, cost_time=0:00:29.000296 2021-04-10 02:27:22,677 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.40ms, fps=6220 images/s, loss=0.4595, top1-acc=87.62%, top5-acc=99.49%, remaining_time=0:00:01.234680, arrival_time=2021-04-10 02:27:23.911956, cost_time=0:00:00.411555 2021-04-10 02:27:22,972 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.22ms, fps=8673 images/s, loss=0.4753, top1-acc=86.82%, top5-acc=99.41%, remaining_time=0:00:00.707160, arrival_time=2021-04-10 02:27:23.680012, cost_time=0:00:00.707161 2021-04-10 02:27:23,271 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.81ms, fps=8595 images/s, loss=0.4731, top1-acc=86.98%, top5-acc=99.30%, remaining_time=0:00:00.335120, arrival_time=2021-04-10 02:27:23.606181, cost_time=0:00:01.005363 2021-04-10 02:27:23,550 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=8325 images/s, loss=0.4608, top1-acc=87.12%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:23.550089, cost_time=0:00:01.284413 2021-04-10 02:27:23,603 INFO : Epoch=0128 complete, best val top1-acc=90.08%, top5-acc=99.58% (epoch=125), remaining_time=0:36:38.185920, arrival_time=2021-04-10 03:04:01.789761, cost_time=1:05:07.886142 2021-04-10 02:27:23,604 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 02:27:25,250 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.84ms, fps=1556 images/s, loss=0.1150, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:30.608904, arrival_time=2021-04-10 02:27:55.859554, cost_time=0:00:01.645638 2021-04-10 02:27:26,730 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.77ms, fps=1732 images/s, loss=0.1085, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:27.503168, arrival_time=2021-04-10 02:27:54.233543, cost_time=0:00:03.125368 2021-04-10 02:27:28,202 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.55ms, fps=1739 images/s, loss=0.1085, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:25.442488, arrival_time=2021-04-10 02:27:53.645388, cost_time=0:00:04.598025 2021-04-10 02:27:29,672 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.1121, top1-acc=96.12%, top5-acc=99.96%, remaining_time=0:00:23.663796, arrival_time=2021-04-10 02:27:53.336360, cost_time=0:00:06.067659 2021-04-10 02:27:31,135 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.42ms, fps=1751 images/s, loss=0.1138, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:21.988476, arrival_time=2021-04-10 02:27:53.123701, cost_time=0:00:07.530277 2021-04-10 02:27:32,602 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.60ms, fps=1745 images/s, loss=0.1136, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:20.395376, arrival_time=2021-04-10 02:27:52.998218, cost_time=0:00:08.997974 2021-04-10 02:27:34,067 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=0.1107, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:18.832338, arrival_time=2021-04-10 02:27:52.899604, cost_time=0:00:10.462419 2021-04-10 02:27:35,546 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=2.01ms, fps=1731 images/s, loss=0.1088, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:17.315900, arrival_time=2021-04-10 02:27:52.862783, cost_time=0:00:11.942029 2021-04-10 02:27:37,020 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.67ms, fps=1737 images/s, loss=0.1083, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:15.801102, arrival_time=2021-04-10 02:27:52.822037, cost_time=0:00:13.416015 2021-04-10 02:27:38,495 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=2.12ms, fps=1737 images/s, loss=0.1080, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:14.295072, arrival_time=2021-04-10 02:27:52.790660, cost_time=0:00:14.890713 2021-04-10 02:27:39,960 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.34ms, fps=1748 images/s, loss=0.1066, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:12.787340, arrival_time=2021-04-10 02:27:52.748135, cost_time=0:00:16.355881 2021-04-10 02:27:41,437 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.92ms, fps=1735 images/s, loss=0.1071, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:11.293676, arrival_time=2021-04-10 02:27:52.730637, cost_time=0:00:17.832112 2021-04-10 02:27:42,902 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.58ms, fps=1747 images/s, loss=0.1081, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:09.797172, arrival_time=2021-04-10 02:27:52.699514, cost_time=0:00:19.297487 2021-04-10 02:27:44,371 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.86ms, fps=1743 images/s, loss=0.1082, top1-acc=96.25%, top5-acc=99.99%, remaining_time=0:00:08.306592, arrival_time=2021-04-10 02:27:52.677986, cost_time=0:00:20.766542 2021-04-10 02:27:45,841 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.64ms, fps=1742 images/s, loss=0.1089, top1-acc=96.21%, top5-acc=99.99%, remaining_time=0:00:06.819178, arrival_time=2021-04-10 02:27:52.660475, cost_time=0:00:22.236449 2021-04-10 02:27:47,330 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.71ms, fps=1720 images/s, loss=0.1096, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:05.338188, arrival_time=2021-04-10 02:27:52.668303, cost_time=0:00:23.725223 2021-04-10 02:27:48,803 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=0.1096, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:03.853954, arrival_time=2021-04-10 02:27:52.657818, cost_time=0:00:25.199013 2021-04-10 02:27:50,275 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.57ms, fps=1740 images/s, loss=0.1099, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:00:02.370720, arrival_time=2021-04-10 02:27:52.646257, cost_time=0:00:26.670652 2021-04-10 02:27:51,741 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=1748 images/s, loss=0.1093, top1-acc=96.22%, top5-acc=99.98%, remaining_time=0:00:00.888504, arrival_time=2021-04-10 02:27:52.629430, cost_time=0:00:28.135954 2021-04-10 02:27:52,539 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.49ms, fps=1704 images/s, loss=0.1090, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:52.539378, cost_time=0:00:28.934520 2021-04-10 02:27:53,010 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=13.76ms, fps=5458 images/s, loss=0.4176, top1-acc=88.44%, top5-acc=99.61%, remaining_time=0:00:01.407150, arrival_time=2021-04-10 02:27:54.417163, cost_time=0:00:00.469050 2021-04-10 02:27:53,309 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.30ms, fps=8572 images/s, loss=0.3923, top1-acc=89.26%, top5-acc=99.73%, remaining_time=0:00:00.768320, arrival_time=2021-04-10 02:27:54.077618, cost_time=0:00:00.768315 2021-04-10 02:27:53,617 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=2.26ms, fps=8310 images/s, loss=0.4017, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:00.358960, arrival_time=2021-04-10 02:27:53.976857, cost_time=0:00:01.076888 2021-04-10 02:27:53,898 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.09ms, fps=8272 images/s, loss=0.4065, top1-acc=89.16%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:53.898808, cost_time=0:00:01.357838 2021-04-10 02:27:53,963 INFO : Epoch=0129 complete, best val top1-acc=90.08%, top5-acc=99.58% (epoch=125), remaining_time=0:36:07.561414, arrival_time=2021-04-10 03:04:01.524528, cost_time=1:05:38.245418 2021-04-10 02:27:53,964 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 02:27:55,618 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.36ms, fps=1547 images/s, loss=0.0975, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:00:30.770724, arrival_time=2021-04-10 02:28:26.389199, cost_time=0:00:01.654343 2021-04-10 02:27:57,090 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.1009, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:27.511440, arrival_time=2021-04-10 02:28:24.601890, cost_time=0:00:03.126292 2021-04-10 02:27:58,568 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.0971, top1-acc=96.74%, top5-acc=99.96%, remaining_time=0:00:25.479340, arrival_time=2021-04-10 02:28:24.048249, cost_time=0:00:04.604698 2021-04-10 02:28:00,043 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.0994, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:23.710284, arrival_time=2021-04-10 02:28:23.753965, cost_time=0:00:06.079541 2021-04-10 02:28:01,514 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.61ms, fps=1741 images/s, loss=0.1011, top1-acc=96.57%, top5-acc=99.97%, remaining_time=0:00:22.047022, arrival_time=2021-04-10 02:28:23.561514, cost_time=0:00:07.550340 2021-04-10 02:28:02,986 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.89ms, fps=1740 images/s, loss=0.0984, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:20.451000, arrival_time=2021-04-10 02:28:23.437629, cost_time=0:00:09.022515 2021-04-10 02:28:04,460 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.63ms, fps=1737 images/s, loss=0.0981, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:18.893700, arrival_time=2021-04-10 02:28:23.354309, cost_time=0:00:10.496486 2021-04-10 02:28:05,941 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.0959, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:17.367404, arrival_time=2021-04-10 02:28:23.309139, cost_time=0:00:11.977498 2021-04-10 02:28:07,415 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=0.0961, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:15.842336, arrival_time=2021-04-10 02:28:23.257456, cost_time=0:00:13.451006 2021-04-10 02:28:08,885 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.0968, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:14.324832, arrival_time=2021-04-10 02:28:23.210633, cost_time=0:00:14.921671 2021-04-10 02:28:10,348 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.0979, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:12.809270, arrival_time=2021-04-10 02:28:23.157326, cost_time=0:00:16.383938 2021-04-10 02:28:11,826 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=0.0973, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:11.313132, arrival_time=2021-04-10 02:28:23.140037, cost_time=0:00:17.862786 2021-04-10 02:28:13,297 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.53ms, fps=1742 images/s, loss=0.0979, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:09.815256, arrival_time=2021-04-10 02:28:23.112505, cost_time=0:00:19.333134 2021-04-10 02:28:14,766 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=2.01ms, fps=1743 images/s, loss=0.0982, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:08.320984, arrival_time=2021-04-10 02:28:23.087541, cost_time=0:00:20.802440 2021-04-10 02:28:16,267 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.95ms, fps=1706 images/s, loss=0.0977, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:06.839740, arrival_time=2021-04-10 02:28:23.107435, cost_time=0:00:22.303531 2021-04-10 02:28:17,736 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=0.0980, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:05.348808, arrival_time=2021-04-10 02:28:23.085561, cost_time=0:00:23.772478 2021-04-10 02:28:19,216 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.61ms, fps=1731 images/s, loss=0.0981, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:03.862066, arrival_time=2021-04-10 02:28:23.078291, cost_time=0:00:25.252025 2021-04-10 02:28:20,681 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.46ms, fps=1748 images/s, loss=0.0983, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:02.374864, arrival_time=2021-04-10 02:28:23.056193, cost_time=0:00:26.717195 2021-04-10 02:28:22,150 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.26ms, fps=1743 images/s, loss=0.0984, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:00.890106, arrival_time=2021-04-10 02:28:23.040882, cost_time=0:00:28.186626 2021-04-10 02:28:22,947 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.42ms, fps=1709 images/s, loss=0.0988, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:22.947024, cost_time=0:00:28.982829 2021-04-10 02:28:23,333 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=3.39ms, fps=6647 images/s, loss=0.3500, top1-acc=90.27%, top5-acc=99.53%, remaining_time=0:00:01.155450, arrival_time=2021-04-10 02:28:24.489157, cost_time=0:00:00.385152 2021-04-10 02:28:23,631 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.32ms, fps=8602 images/s, loss=0.3626, top1-acc=89.73%, top5-acc=99.57%, remaining_time=0:00:00.683100, arrival_time=2021-04-10 02:28:24.314747, cost_time=0:00:00.683096 2021-04-10 02:28:23,931 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.71ms, fps=8559 images/s, loss=0.3485, top1-acc=90.08%, top5-acc=99.60%, remaining_time=0:00:00.327510, arrival_time=2021-04-10 02:28:24.258641, cost_time=0:00:00.982517 2021-04-10 02:28:24,204 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.06ms, fps=8490 images/s, loss=0.3375, top1-acc=90.24%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:24.204873, cost_time=0:00:01.256353 2021-04-10 02:28:24,342 INFO : Epoch=0130 complete, best val top1-acc=90.24%, top5-acc=99.57% (epoch=130), remaining_time=0:35:36.951600, arrival_time=2021-04-10 03:04:01.293690, cost_time=1:06:08.624390 2021-04-10 02:28:24,343 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 02:28:26,009 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.32ms, fps=1537 images/s, loss=0.1081, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:30.988902, arrival_time=2021-04-10 02:28:56.998241, cost_time=0:00:01.666069 2021-04-10 02:28:27,486 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.67ms, fps=1734 images/s, loss=0.0992, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:27.662976, arrival_time=2021-04-10 02:28:55.149725, cost_time=0:00:03.143518 2021-04-10 02:28:28,958 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.0995, top1-acc=96.59%, top5-acc=99.99%, remaining_time=0:00:25.537606, arrival_time=2021-04-10 02:28:54.495989, cost_time=0:00:04.615239 2021-04-10 02:28:30,431 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=2.20ms, fps=1738 images/s, loss=0.0974, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:23.746320, arrival_time=2021-04-10 02:28:54.178216, cost_time=0:00:06.088789 2021-04-10 02:28:31,907 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.47ms, fps=1736 images/s, loss=0.0968, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:22.086296, arrival_time=2021-04-10 02:28:53.993313, cost_time=0:00:07.563825 2021-04-10 02:28:33,381 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.16ms, fps=1737 images/s, loss=0.0964, top1-acc=96.69%, top5-acc=99.97%, remaining_time=0:00:20.486496, arrival_time=2021-04-10 02:28:53.867842, cost_time=0:00:09.038165 2021-04-10 02:28:34,845 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=2.19ms, fps=1749 images/s, loss=0.0966, top1-acc=96.68%, top5-acc=99.97%, remaining_time=0:00:18.904536, arrival_time=2021-04-10 02:28:53.750234, cost_time=0:00:10.502541 2021-04-10 02:28:36,337 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.38ms, fps=1717 images/s, loss=0.0960, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:17.391184, arrival_time=2021-04-10 02:28:53.728224, cost_time=0:00:11.993927 2021-04-10 02:28:37,814 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=2.16ms, fps=1734 images/s, loss=0.0964, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:15.865656, arrival_time=2021-04-10 02:28:53.679745, cost_time=0:00:13.470836 2021-04-10 02:28:39,292 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.54ms, fps=1733 images/s, loss=0.0957, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:14.350944, arrival_time=2021-04-10 02:28:53.642994, cost_time=0:00:14.948915 2021-04-10 02:28:40,759 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.66ms, fps=1745 images/s, loss=0.0944, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:12.834726, arrival_time=2021-04-10 02:28:53.594399, cost_time=0:00:16.416546 2021-04-10 02:28:42,225 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.85ms, fps=1747 images/s, loss=0.0938, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:11.325596, arrival_time=2021-04-10 02:28:53.551175, cost_time=0:00:17.882461 2021-04-10 02:28:43,696 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.60ms, fps=1741 images/s, loss=0.0939, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:09.825354, arrival_time=2021-04-10 02:28:53.521481, cost_time=0:00:19.353017 2021-04-10 02:28:45,166 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.47ms, fps=1741 images/s, loss=0.0963, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:08.329496, arrival_time=2021-04-10 02:28:53.496410, cost_time=0:00:20.823800 2021-04-10 02:28:46,642 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.0970, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:06.838498, arrival_time=2021-04-10 02:28:53.481055, cost_time=0:00:22.299419 2021-04-10 02:28:48,113 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.55ms, fps=1741 images/s, loss=0.0997, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:05.348376, arrival_time=2021-04-10 02:28:53.462161, cost_time=0:00:23.770504 2021-04-10 02:28:49,583 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=0.0998, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:03.860220, arrival_time=2021-04-10 02:28:53.443213, cost_time=0:00:25.239881 2021-04-10 02:28:51,051 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.35ms, fps=1744 images/s, loss=0.1001, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:02.374032, arrival_time=2021-04-10 02:28:53.424995, cost_time=0:00:26.707815 2021-04-10 02:28:52,530 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=2.14ms, fps=1731 images/s, loss=0.1007, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:00.890130, arrival_time=2021-04-10 02:28:53.420758, cost_time=0:00:28.187402 2021-04-10 02:28:53,325 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.42ms, fps=1712 images/s, loss=0.1004, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:53.325675, cost_time=0:00:28.982534 2021-04-10 02:28:53,745 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.22ms, fps=6124 images/s, loss=0.3938, top1-acc=89.14%, top5-acc=99.45%, remaining_time=0:00:01.254000, arrival_time=2021-04-10 02:28:54.999113, cost_time=0:00:00.417998 2021-04-10 02:28:54,043 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.85ms, fps=8589 images/s, loss=0.3806, top1-acc=89.10%, top5-acc=99.59%, remaining_time=0:00:00.716420, arrival_time=2021-04-10 02:28:54.760000, cost_time=0:00:00.716419 2021-04-10 02:28:54,349 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.55ms, fps=8380 images/s, loss=0.3747, top1-acc=89.31%, top5-acc=99.58%, remaining_time=0:00:00.340820, arrival_time=2021-04-10 02:28:54.690535, cost_time=0:00:01.022455 2021-04-10 02:28:54,625 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=8426 images/s, loss=0.3800, top1-acc=89.12%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:54.625675, cost_time=0:00:01.298602 2021-04-10 02:28:54,683 INFO : Epoch=0131 complete, best val top1-acc=90.24%, top5-acc=99.57% (epoch=130), remaining_time=0:35:06.325740, arrival_time=2021-04-10 03:04:01.009686, cost_time=1:06:38.966242 2021-04-10 02:28:54,684 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 02:28:56,401 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.71ms, fps=1492 images/s, loss=0.1131, top1-acc=95.55%, top5-acc=100.00%, remaining_time=0:00:31.922064, arrival_time=2021-04-10 02:29:28.323571, cost_time=0:00:01.716238 2021-04-10 02:28:57,882 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.92ms, fps=1730 images/s, loss=0.1071, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:28.135888, arrival_time=2021-04-10 02:29:26.018226, cost_time=0:00:03.197252 2021-04-10 02:28:59,345 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.1016, top1-acc=96.15%, top5-acc=100.00%, remaining_time=0:00:25.788764, arrival_time=2021-04-10 02:29:25.134475, cost_time=0:00:04.660616 2021-04-10 02:29:00,820 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.58ms, fps=1737 images/s, loss=0.1013, top1-acc=96.18%, top5-acc=99.98%, remaining_time=0:00:23.927436, arrival_time=2021-04-10 02:29:24.747860, cost_time=0:00:06.135243 2021-04-10 02:29:02,291 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.0992, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:22.210980, arrival_time=2021-04-10 02:29:24.502626, cost_time=0:00:07.606524 2021-04-10 02:29:03,761 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.0981, top1-acc=96.43%, top5-acc=99.99%, remaining_time=0:00:20.572040, arrival_time=2021-04-10 02:29:24.333016, cost_time=0:00:09.075913 2021-04-10 02:29:05,236 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.42ms, fps=1736 images/s, loss=0.0984, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:18.992106, arrival_time=2021-04-10 02:29:24.228364, cost_time=0:00:10.551199 2021-04-10 02:29:06,704 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=0.0964, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:17.427956, arrival_time=2021-04-10 02:29:24.132359, cost_time=0:00:12.019292 2021-04-10 02:29:08,183 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.05ms, fps=1732 images/s, loss=0.0954, top1-acc=96.57%, top5-acc=99.97%, remaining_time=0:00:15.897350, arrival_time=2021-04-10 02:29:24.080352, cost_time=0:00:13.497776 2021-04-10 02:29:09,649 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.30ms, fps=1746 images/s, loss=0.0945, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:00:14.365920, arrival_time=2021-04-10 02:29:24.015437, cost_time=0:00:14.964451 2021-04-10 02:29:11,114 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.35ms, fps=1748 images/s, loss=0.0953, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:12.844960, arrival_time=2021-04-10 02:29:23.959679, cost_time=0:00:16.429591 2021-04-10 02:29:12,583 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.0960, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:11.335476, arrival_time=2021-04-10 02:29:23.918643, cost_time=0:00:17.898109 2021-04-10 02:29:14,051 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.60ms, fps=1743 images/s, loss=0.0961, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:09.832350, arrival_time=2021-04-10 02:29:23.884248, cost_time=0:00:19.366798 2021-04-10 02:29:15,527 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.38ms, fps=1736 images/s, loss=0.0962, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:08.336832, arrival_time=2021-04-10 02:29:23.863951, cost_time=0:00:20.842018 2021-04-10 02:29:16,995 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.0976, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:06.841764, arrival_time=2021-04-10 02:29:23.836967, cost_time=0:00:22.310139 2021-04-10 02:29:18,467 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.92ms, fps=1739 images/s, loss=0.0983, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:05.351076, arrival_time=2021-04-10 02:29:23.818785, cost_time=0:00:23.782615 2021-04-10 02:29:19,941 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=2.05ms, fps=1738 images/s, loss=0.0979, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:03.862690, arrival_time=2021-04-10 02:29:23.803842, cost_time=0:00:25.256095 2021-04-10 02:29:21,407 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.65ms, fps=1747 images/s, loss=0.0984, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:02.375280, arrival_time=2021-04-10 02:29:23.782313, cost_time=0:00:26.721901 2021-04-10 02:29:22,878 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=2.24ms, fps=1741 images/s, loss=0.0983, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:00.890310, arrival_time=2021-04-10 02:29:23.768562, cost_time=0:00:28.193117 2021-04-10 02:29:23,678 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=2.01ms, fps=1702 images/s, loss=0.0988, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:23.678122, cost_time=0:00:28.993033 2021-04-10 02:29:24,117 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=17.27ms, fps=5852 images/s, loss=0.4480, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:01.312350, arrival_time=2021-04-10 02:29:25.429905, cost_time=0:00:00.437451 2021-04-10 02:29:24,420 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.40ms, fps=8468 images/s, loss=0.4341, top1-acc=88.50%, top5-acc=99.63%, remaining_time=0:00:00.740640, arrival_time=2021-04-10 02:29:25.161350, cost_time=0:00:00.740649 2021-04-10 02:29:24,725 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=3.04ms, fps=8412 images/s, loss=0.4256, top1-acc=88.67%, top5-acc=99.62%, remaining_time=0:00:00.348430, arrival_time=2021-04-10 02:29:25.073840, cost_time=0:00:01.045302 2021-04-10 02:29:24,998 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=8503 images/s, loss=0.4116, top1-acc=88.70%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:24.998692, cost_time=0:00:01.318660 2021-04-10 02:29:25,055 INFO : Epoch=0132 complete, best val top1-acc=90.24%, top5-acc=99.57% (epoch=130), remaining_time=0:34:35.719584, arrival_time=2021-04-10 03:04:00.775284, cost_time=1:07:09.338006 2021-04-10 02:29:25,056 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 02:29:26,721 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.54ms, fps=1538 images/s, loss=0.0927, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:30.967698, arrival_time=2021-04-10 02:29:57.689514, cost_time=0:00:01.664926 2021-04-10 02:29:28,193 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.59ms, fps=1740 images/s, loss=0.1012, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:27.606656, arrival_time=2021-04-10 02:29:55.800501, cost_time=0:00:03.137118 2021-04-10 02:29:29,661 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.93ms, fps=1745 images/s, loss=0.0991, top1-acc=96.81%, top5-acc=99.97%, remaining_time=0:00:25.476518, arrival_time=2021-04-10 02:29:55.137590, cost_time=0:00:04.604191 2021-04-10 02:29:31,128 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.58ms, fps=1745 images/s, loss=0.0961, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:23.680956, arrival_time=2021-04-10 02:29:54.809694, cost_time=0:00:06.072025 2021-04-10 02:29:32,609 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=2.01ms, fps=1730 images/s, loss=0.0939, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:22.052278, arrival_time=2021-04-10 02:29:54.661286, cost_time=0:00:07.552173 2021-04-10 02:29:34,081 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.68ms, fps=1739 images/s, loss=0.0914, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:20.456848, arrival_time=2021-04-10 02:29:54.538733, cost_time=0:00:09.025075 2021-04-10 02:29:35,552 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.0916, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:18.892188, arrival_time=2021-04-10 02:29:54.444532, cost_time=0:00:10.495631 2021-04-10 02:29:37,020 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.0910, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:17.347220, arrival_time=2021-04-10 02:29:54.367609, cost_time=0:00:11.963628 2021-04-10 02:29:38,496 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.37ms, fps=1735 images/s, loss=0.0899, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:15.829404, arrival_time=2021-04-10 02:29:54.326150, cost_time=0:00:13.440041 2021-04-10 02:29:39,973 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.54ms, fps=1734 images/s, loss=0.0900, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:14.320320, arrival_time=2021-04-10 02:29:54.294165, cost_time=0:00:14.917003 2021-04-10 02:29:41,446 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.86ms, fps=1740 images/s, loss=0.0912, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:12.813312, arrival_time=2021-04-10 02:29:54.259216, cost_time=0:00:16.389113 2021-04-10 02:29:42,925 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.0908, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:11.316552, arrival_time=2021-04-10 02:29:54.241557, cost_time=0:00:17.868279 2021-04-10 02:29:44,399 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.90ms, fps=1736 images/s, loss=0.0906, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:09.820272, arrival_time=2021-04-10 02:29:54.219940, cost_time=0:00:19.342959 2021-04-10 02:29:45,867 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.77ms, fps=1744 images/s, loss=0.0906, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:08.324344, arrival_time=2021-04-10 02:29:54.191929, cost_time=0:00:20.810867 2021-04-10 02:29:47,335 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.0914, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:06.832150, arrival_time=2021-04-10 02:29:54.167624, cost_time=0:00:22.278762 2021-04-10 02:29:48,798 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=0.0922, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:05.341932, arrival_time=2021-04-10 02:29:54.140589, cost_time=0:00:23.741927 2021-04-10 02:29:50,273 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.60ms, fps=1736 images/s, loss=0.0929, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:03.856736, arrival_time=2021-04-10 02:29:54.130504, cost_time=0:00:25.217054 2021-04-10 02:29:51,745 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.0935, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:00:02.372336, arrival_time=2021-04-10 02:29:54.117905, cost_time=0:00:26.688862 2021-04-10 02:29:53,227 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=2.56ms, fps=1728 images/s, loss=0.0942, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:00.889602, arrival_time=2021-04-10 02:29:54.117272, cost_time=0:00:28.170819 2021-04-10 02:29:54,029 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.25ms, fps=1699 images/s, loss=0.0939, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:54.028969, cost_time=0:00:28.972219 2021-04-10 02:29:54,427 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.44ms, fps=6454 images/s, loss=0.3662, top1-acc=90.23%, top5-acc=99.77%, remaining_time=0:00:01.190010, arrival_time=2021-04-10 02:29:55.617782, cost_time=0:00:00.396668 2021-04-10 02:29:54,723 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.46ms, fps=8678 images/s, loss=0.3689, top1-acc=90.04%, top5-acc=99.63%, remaining_time=0:00:00.692020, arrival_time=2021-04-10 02:29:55.415143, cost_time=0:00:00.692018 2021-04-10 02:29:55,020 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.51ms, fps=8635 images/s, loss=0.3760, top1-acc=89.75%, top5-acc=99.67%, remaining_time=0:00:00.329610, arrival_time=2021-04-10 02:29:55.349565, cost_time=0:00:00.988844 2021-04-10 02:29:55,294 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.06ms, fps=8460 images/s, loss=0.3809, top1-acc=89.67%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:55.294553, cost_time=0:00:01.263441 2021-04-10 02:29:55,350 INFO : Epoch=0133 complete, best val top1-acc=90.24%, top5-acc=99.57% (epoch=130), remaining_time=0:34:05.078185, arrival_time=2021-04-10 03:04:00.428726, cost_time=1:07:39.632843 2021-04-10 02:29:55,351 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 02:29:57,007 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.87ms, fps=1546 images/s, loss=0.0951, top1-acc=96.52%, top5-acc=100.00%, remaining_time=0:00:30.806064, arrival_time=2021-04-10 02:30:27.813847, cost_time=0:00:01.656245 2021-04-10 02:29:58,486 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=2.16ms, fps=1732 images/s, loss=0.0855, top1-acc=96.93%, top5-acc=100.00%, remaining_time=0:00:27.585184, arrival_time=2021-04-10 02:30:26.071404, cost_time=0:00:03.134673 2021-04-10 02:29:59,957 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=0.0825, top1-acc=97.12%, top5-acc=100.00%, remaining_time=0:00:25.483988, arrival_time=2021-04-10 02:30:25.441200, cost_time=0:00:04.605549 2021-04-10 02:30:01,427 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.0860, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:23.695152, arrival_time=2021-04-10 02:30:25.122429, cost_time=0:00:06.075675 2021-04-10 02:30:02,893 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.0856, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:22.023662, arrival_time=2021-04-10 02:30:24.917558, cost_time=0:00:07.542327 2021-04-10 02:30:04,366 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.0859, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:20.432776, arrival_time=2021-04-10 02:30:24.798819, cost_time=0:00:09.014459 2021-04-10 02:30:05,838 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.0841, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:18.876564, arrival_time=2021-04-10 02:30:24.715198, cost_time=0:00:10.487013 2021-04-10 02:30:07,308 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=0.0848, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:17.336896, arrival_time=2021-04-10 02:30:24.644960, cost_time=0:00:11.956511 2021-04-10 02:30:08,779 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.93ms, fps=1741 images/s, loss=0.0838, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:15.814882, arrival_time=2021-04-10 02:30:24.594143, cost_time=0:00:13.427717 2021-04-10 02:30:10,246 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=0.0847, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:14.299200, arrival_time=2021-04-10 02:30:24.545720, cost_time=0:00:14.894975 2021-04-10 02:30:11,718 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.90ms, fps=1740 images/s, loss=0.0846, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:12.795424, arrival_time=2021-04-10 02:30:24.513512, cost_time=0:00:16.366225 2021-04-10 02:30:13,188 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.0841, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:11.296944, arrival_time=2021-04-10 02:30:24.485757, cost_time=0:00:17.837273 2021-04-10 02:30:14,662 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.0845, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:09.804168, arrival_time=2021-04-10 02:30:24.466909, cost_time=0:00:19.311194 2021-04-10 02:30:16,131 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=0.0847, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:08.311968, arrival_time=2021-04-10 02:30:24.443423, cost_time=0:00:20.779869 2021-04-10 02:30:17,602 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.37ms, fps=1740 images/s, loss=0.0854, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:06.823732, arrival_time=2021-04-10 02:30:24.426570, cost_time=0:00:22.251299 2021-04-10 02:30:19,070 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.0858, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:05.336712, arrival_time=2021-04-10 02:30:24.406889, cost_time=0:00:23.718640 2021-04-10 02:30:20,533 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=0.0867, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:03.851354, arrival_time=2021-04-10 02:30:24.384770, cost_time=0:00:25.181884 2021-04-10 02:30:22,001 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=2.18ms, fps=1745 images/s, loss=0.0867, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:02.368848, arrival_time=2021-04-10 02:30:24.369918, cost_time=0:00:26.649527 2021-04-10 02:30:23,482 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.37ms, fps=1729 images/s, loss=0.0879, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:00.888330, arrival_time=2021-04-10 02:30:24.370330, cost_time=0:00:28.130428 2021-04-10 02:30:24,274 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.25ms, fps=1717 images/s, loss=0.0886, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:24.274903, cost_time=0:00:28.923339 2021-04-10 02:30:24,689 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=2.12ms, fps=6204 images/s, loss=0.3317, top1-acc=90.70%, top5-acc=99.49%, remaining_time=0:00:01.237920, arrival_time=2021-04-10 02:30:25.927425, cost_time=0:00:00.412636 2021-04-10 02:30:24,999 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.81ms, fps=8279 images/s, loss=0.3199, top1-acc=90.98%, top5-acc=99.61%, remaining_time=0:00:00.722160, arrival_time=2021-04-10 02:30:25.721360, cost_time=0:00:00.722169 2021-04-10 02:30:25,294 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.38ms, fps=8702 images/s, loss=0.3355, top1-acc=90.65%, top5-acc=99.62%, remaining_time=0:00:00.339040, arrival_time=2021-04-10 02:30:25.633037, cost_time=0:00:01.017125 2021-04-10 02:30:25,566 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=8528 images/s, loss=0.3517, top1-acc=90.37%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:25.566393, cost_time=0:00:01.289527 2021-04-10 02:30:25,671 INFO : Epoch=0134 complete, best val top1-acc=90.37%, top5-acc=99.65% (epoch=134), remaining_time=0:33:34.454970, arrival_time=2021-04-10 03:04:00.126725, cost_time=1:08:09.954040 2021-04-10 02:30:25,672 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 02:30:27,364 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.23ms, fps=1513 images/s, loss=0.0874, top1-acc=97.03%, top5-acc=100.00%, remaining_time=0:00:31.460970, arrival_time=2021-04-10 02:30:58.825252, cost_time=0:00:01.691454 2021-04-10 02:30:28,840 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=0.0887, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:27.874352, arrival_time=2021-04-10 02:30:56.714727, cost_time=0:00:03.167539 2021-04-10 02:30:30,314 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.0853, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:25.684350, arrival_time=2021-04-10 02:30:55.998946, cost_time=0:00:04.641763 2021-04-10 02:30:31,798 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.61ms, fps=1726 images/s, loss=0.0869, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:23.887188, arrival_time=2021-04-10 02:30:55.685126, cost_time=0:00:06.124913 2021-04-10 02:30:33,284 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.57ms, fps=1723 images/s, loss=0.0874, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:22.226748, arrival_time=2021-04-10 02:30:55.511572, cost_time=0:00:07.611906 2021-04-10 02:30:34,755 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.0879, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:20.586592, arrival_time=2021-04-10 02:30:55.341905, cost_time=0:00:09.082302 2021-04-10 02:30:36,222 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.70ms, fps=1746 images/s, loss=0.0881, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:18.989208, arrival_time=2021-04-10 02:30:55.211663, cost_time=0:00:10.549587 2021-04-10 02:30:37,698 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.0879, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:17.436772, arrival_time=2021-04-10 02:30:55.134929, cost_time=0:00:12.025328 2021-04-10 02:30:39,191 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=2.47ms, fps=1715 images/s, loss=0.0864, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:15.921200, arrival_time=2021-04-10 02:30:55.112160, cost_time=0:00:13.517976 2021-04-10 02:30:40,680 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.37ms, fps=1719 images/s, loss=0.0861, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:14.407488, arrival_time=2021-04-10 02:30:55.088331, cost_time=0:00:15.007813 2021-04-10 02:30:42,147 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.31ms, fps=1746 images/s, loss=0.0859, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:12.880392, arrival_time=2021-04-10 02:30:55.028180, cost_time=0:00:16.474943 2021-04-10 02:30:43,613 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.0860, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:11.362608, arrival_time=2021-04-10 02:30:54.976478, cost_time=0:00:17.940903 2021-04-10 02:30:45,094 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=0.0864, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:09.860070, arrival_time=2021-04-10 02:30:54.954237, cost_time=0:00:19.421335 2021-04-10 02:30:46,565 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.0853, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:08.357104, arrival_time=2021-04-10 02:30:54.922736, cost_time=0:00:20.892733 2021-04-10 02:30:48,039 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.54ms, fps=1738 images/s, loss=0.0854, top1-acc=97.10%, top5-acc=99.98%, remaining_time=0:00:06.858922, arrival_time=2021-04-10 02:30:54.897835, cost_time=0:00:22.366018 2021-04-10 02:30:49,508 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.0857, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:05.363028, arrival_time=2021-04-10 02:30:54.871587, cost_time=0:00:23.835719 2021-04-10 02:30:50,974 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=0.0852, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:03.869710, arrival_time=2021-04-10 02:30:54.844415, cost_time=0:00:25.301872 2021-04-10 02:30:52,438 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.63ms, fps=1749 images/s, loss=0.0860, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:02.379168, arrival_time=2021-04-10 02:30:54.817711, cost_time=0:00:26.765719 2021-04-10 02:30:53,905 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.64ms, fps=1745 images/s, loss=0.0869, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:00.891558, arrival_time=2021-04-10 02:30:54.797239, cost_time=0:00:28.232742 2021-04-10 02:30:54,700 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.61ms, fps=1713 images/s, loss=0.0875, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:54.699979, cost_time=0:00:29.027131 2021-04-10 02:30:55,117 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.36ms, fps=6149 images/s, loss=0.3567, top1-acc=90.59%, top5-acc=99.80%, remaining_time=0:00:01.248960, arrival_time=2021-04-10 02:30:56.366771, cost_time=0:00:00.416320 2021-04-10 02:30:55,418 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=0.30ms, fps=8534 images/s, loss=0.3525, top1-acc=90.66%, top5-acc=99.69%, remaining_time=0:00:00.716780, arrival_time=2021-04-10 02:30:56.135051, cost_time=0:00:00.716776 2021-04-10 02:30:55,716 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=2.48ms, fps=8609 images/s, loss=0.3532, top1-acc=90.39%, top5-acc=99.67%, remaining_time=0:00:00.338210, arrival_time=2021-04-10 02:30:56.054287, cost_time=0:00:01.014628 2021-04-10 02:30:55,989 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.06ms, fps=8510 images/s, loss=0.3690, top1-acc=90.26%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:55.989011, cost_time=0:00:01.287588 2021-04-10 02:30:56,043 INFO : Epoch=0135 complete, best val top1-acc=90.37%, top5-acc=99.65% (epoch=134), remaining_time=0:33:03.860580, arrival_time=2021-04-10 03:03:59.904129, cost_time=1:08:40.325857 2021-04-10 02:30:56,044 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 02:30:57,699 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.79ms, fps=1547 images/s, loss=0.0926, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:30.779838, arrival_time=2021-04-10 02:31:28.479349, cost_time=0:00:01.654829 2021-04-10 02:30:59,172 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.60ms, fps=1738 images/s, loss=0.1001, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:27.529216, arrival_time=2021-04-10 02:31:26.702151, cost_time=0:00:03.128311 2021-04-10 02:31:00,645 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.0956, top1-acc=96.51%, top5-acc=99.99%, remaining_time=0:00:25.456100, arrival_time=2021-04-10 02:31:26.101212, cost_time=0:00:04.600515 2021-04-10 02:31:02,120 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.93ms, fps=1736 images/s, loss=0.0917, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:00:23.694528, arrival_time=2021-04-10 02:31:25.814615, cost_time=0:00:06.075520 2021-04-10 02:31:03,598 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.95ms, fps=1733 images/s, loss=0.0875, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:22.056074, arrival_time=2021-04-10 02:31:25.654235, cost_time=0:00:07.553448 2021-04-10 02:31:05,071 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.44ms, fps=1739 images/s, loss=0.0885, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:20.460520, arrival_time=2021-04-10 02:31:25.531790, cost_time=0:00:09.026691 2021-04-10 02:31:06,550 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.64ms, fps=1731 images/s, loss=0.0892, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:18.910710, arrival_time=2021-04-10 02:31:25.461272, cost_time=0:00:10.505961 2021-04-10 02:31:08,028 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.83ms, fps=1733 images/s, loss=0.0903, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:17.375988, arrival_time=2021-04-10 02:31:25.404011, cost_time=0:00:11.983458 2021-04-10 02:31:09,505 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=0.0902, top1-acc=96.78%, top5-acc=99.99%, remaining_time=0:00:15.854420, arrival_time=2021-04-10 02:31:25.360251, cost_time=0:00:13.461268 2021-04-10 02:31:10,979 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.0893, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:14.337696, arrival_time=2021-04-10 02:31:25.317484, cost_time=0:00:14.935145 2021-04-10 02:31:12,451 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=2.21ms, fps=1740 images/s, loss=0.0906, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:12.827588, arrival_time=2021-04-10 02:31:25.279523, cost_time=0:00:16.407326 2021-04-10 02:31:13,918 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=0.0906, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:11.320276, arrival_time=2021-04-10 02:31:25.238913, cost_time=0:00:17.874074 2021-04-10 02:31:15,386 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.0911, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:09.819876, arrival_time=2021-04-10 02:31:25.206605, cost_time=0:00:19.342166 2021-04-10 02:31:16,853 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=2.10ms, fps=1746 images/s, loss=0.0903, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:08.323392, arrival_time=2021-04-10 02:31:25.176437, cost_time=0:00:20.808485 2021-04-10 02:31:18,337 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.59ms, fps=1726 images/s, loss=0.0898, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:06.836336, arrival_time=2021-04-10 02:31:25.173492, cost_time=0:00:22.292437 2021-04-10 02:31:19,814 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=2.31ms, fps=1734 images/s, loss=0.0896, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:05.348124, arrival_time=2021-04-10 02:31:25.162190, cost_time=0:00:23.769413 2021-04-10 02:31:21,283 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.98ms, fps=1743 images/s, loss=0.0897, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:03.860090, arrival_time=2021-04-10 02:31:25.143768, cost_time=0:00:25.239098 2021-04-10 02:31:22,749 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.61ms, fps=1747 images/s, loss=0.0896, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:02.373776, arrival_time=2021-04-10 02:31:25.123379, cost_time=0:00:26.704911 2021-04-10 02:31:24,225 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.29ms, fps=1736 images/s, loss=0.0892, top1-acc=96.85%, top5-acc=99.98%, remaining_time=0:00:00.889908, arrival_time=2021-04-10 02:31:25.114870, cost_time=0:00:28.180406 2021-04-10 02:31:25,018 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.30ms, fps=1716 images/s, loss=0.0892, top1-acc=96.86%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:25.017991, cost_time=0:00:28.973363 2021-04-10 02:31:25,429 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.21ms, fps=6242 images/s, loss=0.3372, top1-acc=90.74%, top5-acc=99.61%, remaining_time=0:00:01.230270, arrival_time=2021-04-10 02:31:26.659694, cost_time=0:00:00.410091 2021-04-10 02:31:25,724 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.76ms, fps=8702 images/s, loss=0.3331, top1-acc=90.62%, top5-acc=99.65%, remaining_time=0:00:00.704640, arrival_time=2021-04-10 02:31:26.428655, cost_time=0:00:00.704649 2021-04-10 02:31:26,029 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.00ms, fps=8406 images/s, loss=0.3350, top1-acc=90.74%, top5-acc=99.64%, remaining_time=0:00:00.336560, arrival_time=2021-04-10 02:31:26.365604, cost_time=0:00:01.009666 2021-04-10 02:31:26,307 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=8346 images/s, loss=0.3343, top1-acc=90.79%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:26.307486, cost_time=0:00:01.288183 2021-04-10 02:31:26,478 INFO : Epoch=0136 complete, best val top1-acc=90.79%, top5-acc=99.63% (epoch=136), remaining_time=0:32:33.298944, arrival_time=2021-04-10 03:03:59.776963, cost_time=1:09:10.760308 2021-04-10 02:31:26,479 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 02:31:28,219 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=2.08ms, fps=1471 images/s, loss=0.0767, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:32.371812, arrival_time=2021-04-10 02:32:00.591413, cost_time=0:00:01.740421 2021-04-10 02:31:29,697 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.47ms, fps=1733 images/s, loss=0.0774, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:28.318576, arrival_time=2021-04-10 02:31:58.015837, cost_time=0:00:03.218022 2021-04-10 02:31:31,165 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.77ms, fps=1744 images/s, loss=0.0797, top1-acc=97.29%, top5-acc=99.93%, remaining_time=0:00:25.930528, arrival_time=2021-04-10 02:31:57.095962, cost_time=0:00:04.686251 2021-04-10 02:31:32,640 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.84ms, fps=1736 images/s, loss=0.0800, top1-acc=97.30%, top5-acc=99.92%, remaining_time=0:00:24.027744, arrival_time=2021-04-10 02:31:56.667898, cost_time=0:00:06.160944 2021-04-10 02:31:34,115 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.14ms, fps=1736 images/s, loss=0.0790, top1-acc=97.33%, top5-acc=99.94%, remaining_time=0:00:22.296828, arrival_time=2021-04-10 02:31:56.411953, cost_time=0:00:07.635920 2021-04-10 02:31:35,598 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.75ms, fps=1727 images/s, loss=0.0777, top1-acc=97.38%, top5-acc=99.95%, remaining_time=0:00:20.669552, arrival_time=2021-04-10 02:31:56.267889, cost_time=0:00:09.118909 2021-04-10 02:31:37,076 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.35ms, fps=1733 images/s, loss=0.0783, top1-acc=97.32%, top5-acc=99.96%, remaining_time=0:00:19.074132, arrival_time=2021-04-10 02:31:56.150096, cost_time=0:00:10.596734 2021-04-10 02:31:38,555 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.89ms, fps=1731 images/s, loss=0.0805, top1-acc=97.24%, top5-acc=99.96%, remaining_time=0:00:17.510896, arrival_time=2021-04-10 02:31:56.066569, cost_time=0:00:12.076480 2021-04-10 02:31:40,027 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=2.13ms, fps=1739 images/s, loss=0.0817, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:15.957452, arrival_time=2021-04-10 02:31:55.985373, cost_time=0:00:13.548762 2021-04-10 02:31:41,498 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=2.07ms, fps=1741 images/s, loss=0.0828, top1-acc=97.18%, top5-acc=99.97%, remaining_time=0:00:14.418432, arrival_time=2021-04-10 02:31:55.916774, cost_time=0:00:15.019186 2021-04-10 02:31:42,964 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=0.0833, top1-acc=97.17%, top5-acc=99.97%, remaining_time=0:00:12.888820, arrival_time=2021-04-10 02:31:55.853683, cost_time=0:00:16.485708 2021-04-10 02:31:44,427 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.33ms, fps=1750 images/s, loss=0.0828, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:11.367472, arrival_time=2021-04-10 02:31:55.795226, cost_time=0:00:17.948591 2021-04-10 02:31:45,897 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.0827, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:09.858486, arrival_time=2021-04-10 02:31:55.755872, cost_time=0:00:19.418230 2021-04-10 02:31:47,369 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.86ms, fps=1739 images/s, loss=0.0818, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:08.356320, arrival_time=2021-04-10 02:31:55.726256, cost_time=0:00:20.890772 2021-04-10 02:31:48,841 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.0822, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:06.857864, arrival_time=2021-04-10 02:31:55.699621, cost_time=0:00:22.362598 2021-04-10 02:31:50,307 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=0.0822, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:05.361300, arrival_time=2021-04-10 02:31:55.668513, cost_time=0:00:23.827993 2021-04-10 02:31:51,774 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=0.0826, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:03.868696, arrival_time=2021-04-10 02:31:55.643119, cost_time=0:00:25.295238 2021-04-10 02:31:53,242 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=0.0833, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:02.378928, arrival_time=2021-04-10 02:31:55.621030, cost_time=0:00:26.762946 2021-04-10 02:31:54,715 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.0840, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:00.891690, arrival_time=2021-04-10 02:31:55.607609, cost_time=0:00:28.236760 2021-04-10 02:31:55,509 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.64ms, fps=1715 images/s, loss=0.0837, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:55.509196, cost_time=0:00:29.030042 2021-04-10 02:31:55,883 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.21ms, fps=6865 images/s, loss=0.2980, top1-acc=90.90%, top5-acc=99.61%, remaining_time=0:00:01.118700, arrival_time=2021-04-10 02:31:57.002168, cost_time=0:00:00.372895 2021-04-10 02:31:56,185 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=2.25ms, fps=8496 images/s, loss=0.3197, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:00.674560, arrival_time=2021-04-10 02:31:56.859694, cost_time=0:00:00.674554 2021-04-10 02:31:56,477 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.93ms, fps=8759 images/s, loss=0.3223, top1-acc=90.57%, top5-acc=99.73%, remaining_time=0:00:00.322390, arrival_time=2021-04-10 02:31:56.800198, cost_time=0:00:00.967182 2021-04-10 02:31:56,757 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=8311 images/s, loss=0.3217, top1-acc=90.61%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:56.757371, cost_time=0:00:01.246820 2021-04-10 02:31:56,861 INFO : Epoch=0137 complete, best val top1-acc=90.79%, top5-acc=99.63% (epoch=136), remaining_time=0:32:02.715774, arrival_time=2021-04-10 03:03:59.577335, cost_time=1:09:41.143858 2021-04-10 02:31:56,862 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 02:31:58,538 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.34ms, fps=1528 images/s, loss=0.0757, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:31.171926, arrival_time=2021-04-10 02:32:29.710478, cost_time=0:00:01.675910 2021-04-10 02:32:00,010 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=2.20ms, fps=1740 images/s, loss=0.0725, top1-acc=97.44%, top5-acc=99.98%, remaining_time=0:00:27.696768, arrival_time=2021-04-10 02:32:27.706835, cost_time=0:00:03.147365 2021-04-10 02:32:01,486 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.16ms, fps=1735 images/s, loss=0.0700, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:25.581762, arrival_time=2021-04-10 02:32:27.067728, cost_time=0:00:04.623204 2021-04-10 02:32:02,970 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.43ms, fps=1725 images/s, loss=0.0714, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:23.822448, arrival_time=2021-04-10 02:32:26.793376, cost_time=0:00:06.108313 2021-04-10 02:32:04,447 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.43ms, fps=1734 images/s, loss=0.0741, top1-acc=97.41%, top5-acc=99.97%, remaining_time=0:00:22.147616, arrival_time=2021-04-10 02:32:26.595117, cost_time=0:00:07.584791 2021-04-10 02:32:05,935 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.88ms, fps=1721 images/s, loss=0.0756, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:20.565240, arrival_time=2021-04-10 02:32:26.500919, cost_time=0:00:09.072898 2021-04-10 02:32:07,412 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.0768, top1-acc=97.34%, top5-acc=99.97%, remaining_time=0:00:18.989964, arrival_time=2021-04-10 02:32:26.402586, cost_time=0:00:10.549985 2021-04-10 02:32:08,887 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.32ms, fps=1736 images/s, loss=0.0761, top1-acc=97.35%, top5-acc=99.97%, remaining_time=0:00:17.436424, arrival_time=2021-04-10 02:32:26.324200, cost_time=0:00:12.025083 2021-04-10 02:32:10,351 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.35ms, fps=1750 images/s, loss=0.0762, top1-acc=97.35%, top5-acc=99.97%, remaining_time=0:00:15.886644, arrival_time=2021-04-10 02:32:26.237961, cost_time=0:00:13.488693 2021-04-10 02:32:11,829 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.00ms, fps=1733 images/s, loss=0.0767, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:14.367840, arrival_time=2021-04-10 02:32:26.196969, cost_time=0:00:14.966521 2021-04-10 02:32:13,300 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.44ms, fps=1741 images/s, loss=0.0767, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:12.851238, arrival_time=2021-04-10 02:32:26.151508, cost_time=0:00:16.437596 2021-04-10 02:32:14,771 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.0778, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:11.342012, arrival_time=2021-04-10 02:32:26.113102, cost_time=0:00:17.908437 2021-04-10 02:32:16,250 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.58ms, fps=1732 images/s, loss=0.0779, top1-acc=97.31%, top5-acc=99.97%, remaining_time=0:00:09.842778, arrival_time=2021-04-10 02:32:26.092800, cost_time=0:00:19.387346 2021-04-10 02:32:17,725 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.59ms, fps=1736 images/s, loss=0.0786, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:08.344952, arrival_time=2021-04-10 02:32:26.069986, cost_time=0:00:20.862401 2021-04-10 02:32:19,198 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.62ms, fps=1738 images/s, loss=0.0793, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:06.849630, arrival_time=2021-04-10 02:32:26.048036, cost_time=0:00:22.335786 2021-04-10 02:32:20,675 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=0.0799, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:05.357988, arrival_time=2021-04-10 02:32:26.033901, cost_time=0:00:23.813256 2021-04-10 02:32:22,147 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.52ms, fps=1741 images/s, loss=0.0792, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:03.867032, arrival_time=2021-04-10 02:32:26.014036, cost_time=0:00:25.284406 2021-04-10 02:32:23,613 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.55ms, fps=1746 images/s, loss=0.0797, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:02.377872, arrival_time=2021-04-10 02:32:25.991569, cost_time=0:00:26.751092 2021-04-10 02:32:25,093 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.72ms, fps=1731 images/s, loss=0.0791, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:00.891492, arrival_time=2021-04-10 02:32:25.984770, cost_time=0:00:28.230624 2021-04-10 02:32:25,892 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.27ms, fps=1703 images/s, loss=0.0790, top1-acc=97.27%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:25.892476, cost_time=0:00:29.029873 2021-04-10 02:32:26,315 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.30ms, fps=6078 images/s, loss=0.2989, top1-acc=91.68%, top5-acc=99.65%, remaining_time=0:00:01.263540, arrival_time=2021-04-10 02:32:27.578823, cost_time=0:00:00.421178 2021-04-10 02:32:26,612 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.49ms, fps=8635 images/s, loss=0.3019, top1-acc=91.48%, top5-acc=99.73%, remaining_time=0:00:00.718000, arrival_time=2021-04-10 02:32:27.330134, cost_time=0:00:00.718001 2021-04-10 02:32:26,908 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.78ms, fps=8665 images/s, loss=0.3028, top1-acc=91.50%, top5-acc=99.73%, remaining_time=0:00:00.337960, arrival_time=2021-04-10 02:32:27.245990, cost_time=0:00:01.013888 2021-04-10 02:32:27,181 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=8501 images/s, loss=0.3163, top1-acc=91.36%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:27.181376, cost_time=0:00:01.287296 2021-04-10 02:32:27,296 INFO : Epoch=0138 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:31:32.158718, arrival_time=2021-04-10 03:03:59.455538, cost_time=1:10:11.579117 2021-04-10 02:32:27,297 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 02:32:28,992 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.24ms, fps=1511 images/s, loss=0.0758, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:31.522536, arrival_time=2021-04-10 02:33:00.515280, cost_time=0:00:01.694761 2021-04-10 02:32:30,468 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.50ms, fps=1736 images/s, loss=0.0745, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:27.899696, arrival_time=2021-04-10 02:32:58.368034, cost_time=0:00:03.170428 2021-04-10 02:32:31,942 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.93ms, fps=1737 images/s, loss=0.0713, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:25.701282, arrival_time=2021-04-10 02:32:57.643911, cost_time=0:00:04.644797 2021-04-10 02:32:33,416 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.38ms, fps=1738 images/s, loss=0.0703, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:23.860512, arrival_time=2021-04-10 02:32:57.276560, cost_time=0:00:06.118069 2021-04-10 02:32:34,885 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=2.00ms, fps=1743 images/s, loss=0.0690, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:22.156230, arrival_time=2021-04-10 02:32:57.041827, cost_time=0:00:07.587753 2021-04-10 02:32:36,352 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.0714, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:20.523896, arrival_time=2021-04-10 02:32:56.876368, cost_time=0:00:09.054640 2021-04-10 02:32:37,818 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.57ms, fps=1746 images/s, loss=0.0699, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:18.937674, arrival_time=2021-04-10 02:32:56.756449, cost_time=0:00:10.520955 2021-04-10 02:32:39,281 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=0.0700, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:17.376684, arrival_time=2021-04-10 02:32:56.658447, cost_time=0:00:11.983947 2021-04-10 02:32:40,752 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.57ms, fps=1742 images/s, loss=0.0713, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:15.845834, arrival_time=2021-04-10 02:32:56.597795, cost_time=0:00:13.454003 2021-04-10 02:32:42,233 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.0724, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:14.337984, arrival_time=2021-04-10 02:32:56.571290, cost_time=0:00:14.935407 2021-04-10 02:32:43,720 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.68ms, fps=1722 images/s, loss=0.0722, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:12.839456, arrival_time=2021-04-10 02:32:56.559917, cost_time=0:00:16.422582 2021-04-10 02:32:45,196 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.87ms, fps=1736 images/s, loss=0.0720, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:11.335476, arrival_time=2021-04-10 02:32:56.531469, cost_time=0:00:17.898173 2021-04-10 02:32:46,663 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.37ms, fps=1745 images/s, loss=0.0724, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:09.831624, arrival_time=2021-04-10 02:32:56.494767, cost_time=0:00:19.365276 2021-04-10 02:32:48,131 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.34ms, fps=1745 images/s, loss=0.0730, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:08.333248, arrival_time=2021-04-10 02:32:56.464231, cost_time=0:00:20.833162 2021-04-10 02:32:49,604 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.81ms, fps=1738 images/s, loss=0.0734, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:06.840614, arrival_time=2021-04-10 02:32:56.444807, cost_time=0:00:22.306378 2021-04-10 02:32:51,072 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.0735, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:05.349168, arrival_time=2021-04-10 02:32:56.421104, cost_time=0:00:23.774068 2021-04-10 02:32:52,542 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=0.0745, top1-acc=97.51%, top5-acc=99.98%, remaining_time=0:00:03.860922, arrival_time=2021-04-10 02:32:56.403259, cost_time=0:00:25.244522 2021-04-10 02:32:54,009 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.0749, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:02.374352, arrival_time=2021-04-10 02:32:56.383666, cost_time=0:00:26.711496 2021-04-10 02:32:55,489 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.50ms, fps=1730 images/s, loss=0.0753, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:00.890268, arrival_time=2021-04-10 02:32:56.379945, cost_time=0:00:28.191807 2021-04-10 02:32:56,284 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.26ms, fps=1712 images/s, loss=0.0754, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:56.284660, cost_time=0:00:28.986799 2021-04-10 02:32:56,674 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=4.44ms, fps=6599 images/s, loss=0.3062, top1-acc=91.05%, top5-acc=99.73%, remaining_time=0:00:01.163820, arrival_time=2021-04-10 02:32:57.837875, cost_time=0:00:00.387939 2021-04-10 02:32:56,974 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.32ms, fps=8543 images/s, loss=0.3201, top1-acc=91.02%, top5-acc=99.69%, remaining_time=0:00:00.688080, arrival_time=2021-04-10 02:32:57.662333, cost_time=0:00:00.688072 2021-04-10 02:32:57,292 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.68ms, fps=8050 images/s, loss=0.3235, top1-acc=90.92%, top5-acc=99.67%, remaining_time=0:00:00.335560, arrival_time=2021-04-10 02:32:57.628316, cost_time=0:00:01.006675 2021-04-10 02:32:57,569 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=8398 images/s, loss=0.3185, top1-acc=91.01%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:57.569437, cost_time=0:00:01.283299 2021-04-10 02:32:57,643 INFO : Epoch=0139 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:31:01.564389, arrival_time=2021-04-10 03:03:59.207474, cost_time=1:10:41.925385 2021-04-10 02:32:57,643 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 02:32:59,365 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.80ms, fps=1488 images/s, loss=0.0738, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:32.005020, arrival_time=2021-04-10 02:33:31.369986, cost_time=0:00:01.720695 2021-04-10 02:33:00,839 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.03ms, fps=1737 images/s, loss=0.0687, top1-acc=97.52%, top5-acc=100.00%, remaining_time=0:00:28.121632, arrival_time=2021-04-10 02:33:28.961435, cost_time=0:00:03.195630 2021-04-10 02:33:02,316 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.62ms, fps=1734 images/s, loss=0.0714, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:00:25.855828, arrival_time=2021-04-10 02:33:28.172709, cost_time=0:00:04.672740 2021-04-10 02:33:03,787 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.94ms, fps=1741 images/s, loss=0.0716, top1-acc=97.35%, top5-acc=100.00%, remaining_time=0:00:23.960976, arrival_time=2021-04-10 02:33:27.748919, cost_time=0:00:06.143846 2021-04-10 02:33:05,253 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=0.0708, top1-acc=97.41%, top5-acc=100.00%, remaining_time=0:00:22.218426, arrival_time=2021-04-10 02:33:27.471753, cost_time=0:00:07.609073 2021-04-10 02:33:06,727 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.57ms, fps=1737 images/s, loss=0.0732, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:00:20.589856, arrival_time=2021-04-10 02:33:27.317720, cost_time=0:00:09.083753 2021-04-10 02:33:08,196 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.31ms, fps=1744 images/s, loss=0.0749, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:18.994248, arrival_time=2021-04-10 02:33:27.190777, cost_time=0:00:10.552362 2021-04-10 02:33:09,668 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.03ms, fps=1740 images/s, loss=0.0744, top1-acc=97.39%, top5-acc=100.00%, remaining_time=0:00:17.434452, arrival_time=2021-04-10 02:33:27.102388, cost_time=0:00:12.023793 2021-04-10 02:33:11,141 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.43ms, fps=1738 images/s, loss=0.0764, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:15.896714, arrival_time=2021-04-10 02:33:27.038001, cost_time=0:00:13.497190 2021-04-10 02:33:12,619 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.0774, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:14.376000, arrival_time=2021-04-10 02:33:26.995222, cost_time=0:00:14.975032 2021-04-10 02:33:14,092 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.86ms, fps=1738 images/s, loss=0.0775, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:12.859924, arrival_time=2021-04-10 02:33:26.952810, cost_time=0:00:16.448698 2021-04-10 02:33:15,563 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.37ms, fps=1741 images/s, loss=0.0779, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:11.349004, arrival_time=2021-04-10 02:33:26.912653, cost_time=0:00:17.919492 2021-04-10 02:33:17,037 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.0786, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:09.845550, arrival_time=2021-04-10 02:33:26.882661, cost_time=0:00:19.392769 2021-04-10 02:33:18,507 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=0.0781, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:08.345176, arrival_time=2021-04-10 02:33:26.852378, cost_time=0:00:20.862967 2021-04-10 02:33:19,981 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.0768, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:06.850044, arrival_time=2021-04-10 02:33:26.831179, cost_time=0:00:22.337039 2021-04-10 02:33:21,453 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.44ms, fps=1739 images/s, loss=0.0762, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:05.357124, arrival_time=2021-04-10 02:33:26.810727, cost_time=0:00:23.809455 2021-04-10 02:33:22,922 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.64ms, fps=1743 images/s, loss=0.0772, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:03.866122, arrival_time=2021-04-10 02:33:26.788627, cost_time=0:00:25.278407 2021-04-10 02:33:24,389 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.0773, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:02.377344, arrival_time=2021-04-10 02:33:26.766608, cost_time=0:00:26.745096 2021-04-10 02:33:25,861 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.70ms, fps=1740 images/s, loss=0.0773, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:00.891060, arrival_time=2021-04-10 02:33:26.752129, cost_time=0:00:28.216947 2021-04-10 02:33:26,654 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.63ms, fps=1716 images/s, loss=0.0771, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:26.653959, cost_time=0:00:29.009855 2021-04-10 02:33:27,029 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.21ms, fps=6853 images/s, loss=0.3383, top1-acc=90.23%, top5-acc=99.73%, remaining_time=0:00:01.120620, arrival_time=2021-04-10 02:33:28.149622, cost_time=0:00:00.373543 2021-04-10 02:33:27,334 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.85ms, fps=8386 images/s, loss=0.3431, top1-acc=90.47%, top5-acc=99.69%, remaining_time=0:00:00.679320, arrival_time=2021-04-10 02:33:28.014193, cost_time=0:00:00.679322 2021-04-10 02:33:27,636 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=0.48ms, fps=8510 images/s, loss=0.3392, top1-acc=90.56%, top5-acc=99.71%, remaining_time=0:00:00.326960, arrival_time=2021-04-10 02:33:27.963287, cost_time=0:00:00.980869 2021-04-10 02:33:27,935 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.09ms, fps=7774 images/s, loss=0.3602, top1-acc=90.49%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:27.935424, cost_time=0:00:01.280007 2021-04-10 02:33:27,990 INFO : Epoch=0140 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:30:30.974040, arrival_time=2021-04-10 03:03:58.964559, cost_time=1:11:12.272825 2021-04-10 02:33:27,991 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 02:33:29,630 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.25ms, fps=1562 images/s, loss=0.0621, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:30.475728, arrival_time=2021-04-10 02:34:00.105846, cost_time=0:00:01.638477 2021-04-10 02:33:31,109 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=0.0671, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:27.438752, arrival_time=2021-04-10 02:33:58.548447, cost_time=0:00:03.118038 2021-04-10 02:33:32,598 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=5.03ms, fps=1720 images/s, loss=0.0661, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:25.492786, arrival_time=2021-04-10 02:33:58.091537, cost_time=0:00:04.607130 2021-04-10 02:33:34,070 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.45ms, fps=1741 images/s, loss=0.0689, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:23.705292, arrival_time=2021-04-10 02:33:57.775209, cost_time=0:00:06.078290 2021-04-10 02:33:35,537 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.55ms, fps=1745 images/s, loss=0.0681, top1-acc=97.59%, top5-acc=100.00%, remaining_time=0:00:22.033298, arrival_time=2021-04-10 02:33:57.570655, cost_time=0:00:07.545658 2021-04-10 02:33:37,005 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.58ms, fps=1744 images/s, loss=0.0679, top1-acc=97.61%, top5-acc=100.00%, remaining_time=0:00:20.432232, arrival_time=2021-04-10 02:33:57.438019, cost_time=0:00:09.014209 2021-04-10 02:33:38,472 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.0674, top1-acc=97.65%, top5-acc=100.00%, remaining_time=0:00:18.865854, arrival_time=2021-04-10 02:33:57.338476, cost_time=0:00:10.481043 2021-04-10 02:33:39,936 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=0.0675, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:17.320540, arrival_time=2021-04-10 02:33:57.257352, cost_time=0:00:11.945199 2021-04-10 02:33:41,413 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=0.0681, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:15.808204, arrival_time=2021-04-10 02:33:57.221850, cost_time=0:00:13.422058 2021-04-10 02:33:42,883 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.46ms, fps=1743 images/s, loss=0.0685, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:14.295936, arrival_time=2021-04-10 02:33:57.179060, cost_time=0:00:14.891597 2021-04-10 02:33:44,350 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.0679, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:12.790092, arrival_time=2021-04-10 02:33:57.141020, cost_time=0:00:16.359401 2021-04-10 02:33:45,820 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.39ms, fps=1743 images/s, loss=0.0696, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:11.291320, arrival_time=2021-04-10 02:33:57.111304, cost_time=0:00:17.828385 2021-04-10 02:33:47,288 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.0698, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:09.796644, arrival_time=2021-04-10 02:33:57.084689, cost_time=0:00:19.296485 2021-04-10 02:33:48,756 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.0716, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:08.305752, arrival_time=2021-04-10 02:33:57.061697, cost_time=0:00:20.764369 2021-04-10 02:33:50,230 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.57ms, fps=1737 images/s, loss=0.0730, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:06.819868, arrival_time=2021-04-10 02:33:57.050159, cost_time=0:00:22.238758 2021-04-10 02:33:51,707 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.90ms, fps=1733 images/s, loss=0.0733, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:05.336136, arrival_time=2021-04-10 02:33:57.043859, cost_time=0:00:23.716156 2021-04-10 02:33:53,178 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.60ms, fps=1741 images/s, loss=0.0752, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:03.852160, arrival_time=2021-04-10 02:33:57.030942, cost_time=0:00:25.187209 2021-04-10 02:33:54,650 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.64ms, fps=1740 images/s, loss=0.0748, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:02.369664, arrival_time=2021-04-10 02:33:57.019838, cost_time=0:00:26.658651 2021-04-10 02:33:56,118 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.24ms, fps=1744 images/s, loss=0.0744, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:00.888210, arrival_time=2021-04-10 02:33:57.006435, cost_time=0:00:28.126664 2021-04-10 02:33:56,909 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.27ms, fps=1720 images/s, loss=0.0745, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:56.909513, cost_time=0:00:28.917995 2021-04-10 02:33:57,292 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=5.10ms, fps=6715 images/s, loss=0.3222, top1-acc=90.70%, top5-acc=99.80%, remaining_time=0:00:01.143660, arrival_time=2021-04-10 02:33:58.435723, cost_time=0:00:00.381218 2021-04-10 02:33:57,594 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.78ms, fps=8470 images/s, loss=0.3235, top1-acc=90.94%, top5-acc=99.77%, remaining_time=0:00:00.683940, arrival_time=2021-04-10 02:33:58.278696, cost_time=0:00:00.683948 2021-04-10 02:33:57,900 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.41ms, fps=8386 images/s, loss=0.3275, top1-acc=90.73%, top5-acc=99.74%, remaining_time=0:00:00.329860, arrival_time=2021-04-10 02:33:58.230336, cost_time=0:00:00.989573 2021-04-10 02:33:58,175 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=8445 images/s, loss=0.3260, top1-acc=90.81%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:58.175688, cost_time=0:00:01.264912 2021-04-10 02:33:58,230 INFO : Epoch=0141 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:30:00.342107, arrival_time=2021-04-10 03:03:58.572241, cost_time=1:11:42.512435 2021-04-10 02:33:58,231 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 02:33:59,896 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.65ms, fps=1537 images/s, loss=0.0725, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:30.978114, arrival_time=2021-04-10 02:34:30.874832, cost_time=0:00:01.665490 2021-04-10 02:34:01,367 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.93ms, fps=1742 images/s, loss=0.0679, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:27.594864, arrival_time=2021-04-10 02:34:28.961823, cost_time=0:00:03.135772 2021-04-10 02:34:02,830 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.0642, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:25.445808, arrival_time=2021-04-10 02:34:28.275712, cost_time=0:00:04.598634 2021-04-10 02:34:04,313 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.47ms, fps=1726 images/s, loss=0.0636, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:23.722296, arrival_time=2021-04-10 02:34:28.036162, cost_time=0:00:06.082651 2021-04-10 02:34:05,785 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=0.0651, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:22.057534, arrival_time=2021-04-10 02:34:27.842796, cost_time=0:00:07.553945 2021-04-10 02:34:07,271 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=2.07ms, fps=1724 images/s, loss=0.0646, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:20.490712, arrival_time=2021-04-10 02:34:27.761947, cost_time=0:00:09.040027 2021-04-10 02:34:08,739 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.74ms, fps=1744 images/s, loss=0.0641, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:18.915120, arrival_time=2021-04-10 02:34:27.654672, cost_time=0:00:10.508373 2021-04-10 02:34:10,206 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=0.0642, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:17.363808, arrival_time=2021-04-10 02:34:27.569936, cost_time=0:00:11.975000 2021-04-10 02:34:11,688 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=2.04ms, fps=1727 images/s, loss=0.0630, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:15.849968, arrival_time=2021-04-10 02:34:27.538690, cost_time=0:00:13.457491 2021-04-10 02:34:13,172 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.88ms, fps=1726 images/s, loss=0.0624, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:14.343552, arrival_time=2021-04-10 02:34:27.515858, cost_time=0:00:14.941166 2021-04-10 02:34:14,639 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.56ms, fps=1745 images/s, loss=0.0630, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:12.828362, arrival_time=2021-04-10 02:34:27.467852, cost_time=0:00:16.408327 2021-04-10 02:34:16,106 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=0.0639, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:11.321112, arrival_time=2021-04-10 02:34:27.427724, cost_time=0:00:17.875489 2021-04-10 02:34:17,576 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.0644, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:09.821526, arrival_time=2021-04-10 02:34:27.398211, cost_time=0:00:19.345388 2021-04-10 02:34:19,056 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=0.0664, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:08.329944, arrival_time=2021-04-10 02:34:27.385949, cost_time=0:00:20.824850 2021-04-10 02:34:20,525 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.46ms, fps=1743 images/s, loss=0.0675, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:06.836888, arrival_time=2021-04-10 02:34:27.362257, cost_time=0:00:22.294137 2021-04-10 02:34:21,989 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=2.14ms, fps=1749 images/s, loss=0.0677, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:05.345604, arrival_time=2021-04-10 02:34:27.335017, cost_time=0:00:23.758247 2021-04-10 02:34:23,460 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.86ms, fps=1742 images/s, loss=0.0677, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:03.858556, arrival_time=2021-04-10 02:34:27.318745, cost_time=0:00:25.229064 2021-04-10 02:34:24,922 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.0680, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:02.372544, arrival_time=2021-04-10 02:34:27.294772, cost_time=0:00:26.691103 2021-04-10 02:34:26,398 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=2.83ms, fps=1734 images/s, loss=0.0689, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:00.889500, arrival_time=2021-04-10 02:34:27.288213, cost_time=0:00:28.167582 2021-04-10 02:34:27,202 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.52ms, fps=1693 images/s, loss=0.0691, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:27.202650, cost_time=0:00:28.971489 2021-04-10 02:34:27,592 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.40ms, fps=6599 images/s, loss=0.4004, top1-acc=89.06%, top5-acc=99.53%, remaining_time=0:00:01.163730, arrival_time=2021-04-10 02:34:28.756488, cost_time=0:00:00.387906 2021-04-10 02:34:27,891 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=2.39ms, fps=8572 images/s, loss=0.3846, top1-acc=89.51%, top5-acc=99.71%, remaining_time=0:00:00.686880, arrival_time=2021-04-10 02:34:28.578666, cost_time=0:00:00.686875 2021-04-10 02:34:28,188 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.80ms, fps=8649 images/s, loss=0.3851, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:00.327790, arrival_time=2021-04-10 02:34:28.516051, cost_time=0:00:00.983358 2021-04-10 02:34:28,462 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=8478 images/s, loss=0.3901, top1-acc=89.49%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:28.462352, cost_time=0:00:01.257524 2021-04-10 02:34:28,516 INFO : Epoch=0142 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:29:29.734570, arrival_time=2021-04-10 03:03:58.250688, cost_time=1:12:12.798431 2021-04-10 02:34:28,517 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 02:34:30,186 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.49ms, fps=1534 images/s, loss=0.0707, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:31.041912, arrival_time=2021-04-10 02:35:01.228120, cost_time=0:00:01.668920 2021-04-10 02:34:31,664 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.61ms, fps=1733 images/s, loss=0.0783, top1-acc=97.25%, top5-acc=99.98%, remaining_time=0:00:27.693248, arrival_time=2021-04-10 02:34:59.357460, cost_time=0:00:03.146961 2021-04-10 02:34:33,137 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.0749, top1-acc=97.38%, top5-acc=99.95%, remaining_time=0:00:25.564332, arrival_time=2021-04-10 02:34:58.701661, cost_time=0:00:04.620049 2021-04-10 02:34:34,608 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.0722, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:23.757084, arrival_time=2021-04-10 02:34:58.365789, cost_time=0:00:06.091545 2021-04-10 02:34:36,087 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=2.96ms, fps=1732 images/s, loss=0.0731, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:22.104546, arrival_time=2021-04-10 02:34:58.191766, cost_time=0:00:07.570051 2021-04-10 02:34:37,559 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.86ms, fps=1740 images/s, loss=0.0727, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:20.495472, arrival_time=2021-04-10 02:34:58.054787, cost_time=0:00:09.042109 2021-04-10 02:34:39,035 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.54ms, fps=1734 images/s, loss=0.0716, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:18.933642, arrival_time=2021-04-10 02:34:57.969495, cost_time=0:00:10.518656 2021-04-10 02:34:40,507 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.83ms, fps=1740 images/s, loss=0.0718, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:17.385964, arrival_time=2021-04-10 02:34:57.893385, cost_time=0:00:11.990296 2021-04-10 02:34:42,012 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.54ms, fps=1702 images/s, loss=0.0701, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:15.894064, arrival_time=2021-04-10 02:34:57.906172, cost_time=0:00:13.494986 2021-04-10 02:34:43,479 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.98ms, fps=1745 images/s, loss=0.0712, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:14.363808, arrival_time=2021-04-10 02:34:57.843367, cost_time=0:00:14.962343 2021-04-10 02:34:44,947 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.74ms, fps=1745 images/s, loss=0.0705, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:12.845304, arrival_time=2021-04-10 02:34:57.792620, cost_time=0:00:16.430008 2021-04-10 02:34:46,419 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.0708, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:11.338364, arrival_time=2021-04-10 02:34:57.758179, cost_time=0:00:17.902687 2021-04-10 02:34:47,899 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.53ms, fps=1731 images/s, loss=0.0704, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:09.840204, arrival_time=2021-04-10 02:34:57.739678, cost_time=0:00:19.382256 2021-04-10 02:34:49,370 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.52ms, fps=1741 images/s, loss=0.0704, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:08.341312, arrival_time=2021-04-10 02:34:57.711783, cost_time=0:00:20.853249 2021-04-10 02:34:50,843 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.0704, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:06.846686, arrival_time=2021-04-10 02:34:57.690003, cost_time=0:00:22.326138 2021-04-10 02:34:52,312 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.0717, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:05.353848, arrival_time=2021-04-10 02:34:57.666013, cost_time=0:00:23.794862 2021-04-10 02:34:53,779 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.0710, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:03.863704, arrival_time=2021-04-10 02:34:57.643547, cost_time=0:00:25.262692 2021-04-10 02:34:55,248 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.59ms, fps=1744 images/s, loss=0.0706, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:02.376080, arrival_time=2021-04-10 02:34:57.624172, cost_time=0:00:26.730956 2021-04-10 02:34:56,736 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.55ms, fps=1720 images/s, loss=0.0707, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:00.891144, arrival_time=2021-04-10 02:34:57.627866, cost_time=0:00:28.219594 2021-04-10 02:34:57,554 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=2.25ms, fps=1664 images/s, loss=0.0707, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:57.554556, cost_time=0:00:29.037391 2021-04-10 02:34:57,996 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=4.56ms, fps=5818 images/s, loss=0.3047, top1-acc=91.37%, top5-acc=99.73%, remaining_time=0:00:01.320030, arrival_time=2021-04-10 02:34:59.316706, cost_time=0:00:00.440011 2021-04-10 02:34:58,312 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=4.05ms, fps=8111 images/s, loss=0.3027, top1-acc=91.31%, top5-acc=99.69%, remaining_time=0:00:00.756000, arrival_time=2021-04-10 02:34:59.068664, cost_time=0:00:00.756004 2021-04-10 02:34:58,616 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=2.15ms, fps=8456 images/s, loss=0.3084, top1-acc=91.17%, top5-acc=99.74%, remaining_time=0:00:00.353040, arrival_time=2021-04-10 02:34:58.968970, cost_time=0:00:01.059107 2021-04-10 02:34:58,893 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=8390 images/s, loss=0.3097, top1-acc=91.04%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:58.893072, cost_time=0:00:01.336425 2021-04-10 02:34:58,985 INFO : Epoch=0143 complete, best val top1-acc=91.36%, top5-acc=99.74% (epoch=138), remaining_time=0:28:59.204520, arrival_time=2021-04-10 03:03:58.189696, cost_time=1:12:43.267473 2021-04-10 02:34:58,986 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 02:35:00,665 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.86ms, fps=1525 images/s, loss=0.0652, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:31.227726, arrival_time=2021-04-10 02:35:31.892825, cost_time=0:00:01.678907 2021-04-10 02:35:02,135 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=0.0648, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:27.711024, arrival_time=2021-04-10 02:35:29.846207, cost_time=0:00:03.148974 2021-04-10 02:35:03,596 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.94ms, fps=1752 images/s, loss=0.0640, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:25.509884, arrival_time=2021-04-10 02:35:29.106286, cost_time=0:00:04.610206 2021-04-10 02:35:05,068 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.46ms, fps=1740 images/s, loss=0.0640, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:23.719956, arrival_time=2021-04-10 02:35:28.788365, cost_time=0:00:06.082042 2021-04-10 02:35:06,542 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.0642, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:22.065418, arrival_time=2021-04-10 02:35:28.608276, cost_time=0:00:07.556655 2021-04-10 02:35:08,010 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=0.0628, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:20.453584, arrival_time=2021-04-10 02:35:28.463489, cost_time=0:00:09.023613 2021-04-10 02:35:09,472 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.69ms, fps=1751 images/s, loss=0.0638, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:18.875934, arrival_time=2021-04-10 02:35:28.348759, cost_time=0:00:10.486631 2021-04-10 02:35:10,935 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.80ms, fps=1750 images/s, loss=0.0634, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:17.327036, arrival_time=2021-04-10 02:35:28.262957, cost_time=0:00:11.949657 2021-04-10 02:35:12,407 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.0627, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:15.806720, arrival_time=2021-04-10 02:35:28.213762, cost_time=0:00:13.420809 2021-04-10 02:35:13,873 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.0622, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:14.291520, arrival_time=2021-04-10 02:35:28.164693, cost_time=0:00:14.886982 2021-04-10 02:35:15,342 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.75ms, fps=1743 images/s, loss=0.0613, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:12.787340, arrival_time=2021-04-10 02:35:28.129398, cost_time=0:00:16.355862 2021-04-10 02:35:16,807 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.45ms, fps=1748 images/s, loss=0.0616, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:11.286532, arrival_time=2021-04-10 02:35:28.093596, cost_time=0:00:17.820875 2021-04-10 02:35:18,283 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.51ms, fps=1734 images/s, loss=0.0619, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:09.797106, arrival_time=2021-04-10 02:35:28.080690, cost_time=0:00:19.297283 2021-04-10 02:35:19,752 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.0618, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:08.306368, arrival_time=2021-04-10 02:35:28.058465, cost_time=0:00:20.765875 2021-04-10 02:35:21,222 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.0620, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:06.819178, arrival_time=2021-04-10 02:35:28.041968, cost_time=0:00:22.236522 2021-04-10 02:35:22,691 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.71ms, fps=1744 images/s, loss=0.0618, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:05.333688, arrival_time=2021-04-10 02:35:28.025096, cost_time=0:00:23.705212 2021-04-10 02:35:24,155 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.0617, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:03.849404, arrival_time=2021-04-10 02:35:28.004699, cost_time=0:00:25.169104 2021-04-10 02:35:25,617 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.0617, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:02.367200, arrival_time=2021-04-10 02:35:27.984475, cost_time=0:00:26.631039 2021-04-10 02:35:27,083 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.35ms, fps=1747 images/s, loss=0.0619, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:00.887280, arrival_time=2021-04-10 02:35:27.970713, cost_time=0:00:28.097236 2021-04-10 02:35:27,893 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=3.32ms, fps=1680 images/s, loss=0.0619, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:27.893252, cost_time=0:00:28.907021 2021-04-10 02:35:28,323 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.72ms, fps=5978 images/s, loss=0.3469, top1-acc=90.78%, top5-acc=99.65%, remaining_time=0:00:01.284750, arrival_time=2021-04-10 02:35:29.608387, cost_time=0:00:00.428252 2021-04-10 02:35:28,623 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.63ms, fps=8556 images/s, loss=0.3220, top1-acc=91.39%, top5-acc=99.75%, remaining_time=0:00:00.727920, arrival_time=2021-04-10 02:35:29.351235, cost_time=0:00:00.727920 2021-04-10 02:35:28,923 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=0.30ms, fps=8557 images/s, loss=0.3272, top1-acc=91.38%, top5-acc=99.74%, remaining_time=0:00:00.342520, arrival_time=2021-04-10 02:35:29.265474, cost_time=0:00:01.027571 2021-04-10 02:35:29,200 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=8358 images/s, loss=0.3142, top1-acc=91.56%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:29.200933, cost_time=0:00:01.305600 2021-04-10 02:35:29,305 INFO : Epoch=0144 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:28:28.617344, arrival_time=2021-04-10 03:03:57.922554, cost_time=1:13:13.587505 2021-04-10 02:35:29,306 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 02:35:30,972 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.48ms, fps=1537 images/s, loss=0.0673, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:30.987972, arrival_time=2021-04-10 02:36:01.960357, cost_time=0:00:01.666025 2021-04-10 02:35:32,449 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.68ms, fps=1735 images/s, loss=0.0704, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:27.654704, arrival_time=2021-04-10 02:36:00.103620, cost_time=0:00:03.142585 2021-04-10 02:35:33,915 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=0.0702, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:25.503742, arrival_time=2021-04-10 02:35:59.419082, cost_time=0:00:04.609112 2021-04-10 02:35:35,387 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.93ms, fps=1739 images/s, loss=0.0689, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:23.718240, arrival_time=2021-04-10 02:35:59.106111, cost_time=0:00:06.081605 2021-04-10 02:35:36,882 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.01ms, fps=1713 images/s, loss=0.0676, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:22.123234, arrival_time=2021-04-10 02:35:59.005978, cost_time=0:00:07.576428 2021-04-10 02:35:38,360 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.46ms, fps=1733 images/s, loss=0.0664, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:20.523216, arrival_time=2021-04-10 02:35:58.883990, cost_time=0:00:09.054390 2021-04-10 02:35:39,845 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.64ms, fps=1726 images/s, loss=0.0652, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:18.969804, arrival_time=2021-04-10 02:35:58.814888, cost_time=0:00:10.538763 2021-04-10 02:35:41,316 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.0664, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:17.414500, arrival_time=2021-04-10 02:35:58.730782, cost_time=0:00:12.009991 2021-04-10 02:35:42,788 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.66ms, fps=1739 images/s, loss=0.0656, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:15.879330, arrival_time=2021-04-10 02:35:58.667963, cost_time=0:00:13.482421 2021-04-10 02:35:44,266 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=2.02ms, fps=1733 images/s, loss=0.0655, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:14.361312, arrival_time=2021-04-10 02:35:58.627266, cost_time=0:00:14.959670 2021-04-10 02:35:45,735 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.45ms, fps=1743 images/s, loss=0.0645, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:12.844444, arrival_time=2021-04-10 02:35:58.579578, cost_time=0:00:16.428909 2021-04-10 02:35:47,215 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=0.0644, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:11.342316, arrival_time=2021-04-10 02:35:58.557505, cost_time=0:00:17.908942 2021-04-10 02:35:48,684 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.82ms, fps=1743 images/s, loss=0.0642, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:09.838224, arrival_time=2021-04-10 02:35:58.522806, cost_time=0:00:19.378368 2021-04-10 02:35:50,154 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.47ms, fps=1742 images/s, loss=0.0637, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:08.339296, arrival_time=2021-04-10 02:35:58.493805, cost_time=0:00:20.848308 2021-04-10 02:35:51,621 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=0.0631, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:06.843190, arrival_time=2021-04-10 02:35:58.464162, cost_time=0:00:22.314682 2021-04-10 02:35:53,084 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.0630, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:05.350068, arrival_time=2021-04-10 02:35:58.434438, cost_time=0:00:23.778134 2021-04-10 02:35:54,552 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.0626, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:03.861182, arrival_time=2021-04-10 02:35:58.413547, cost_time=0:00:25.246165 2021-04-10 02:35:56,021 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.0632, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:02.374672, arrival_time=2021-04-10 02:35:58.395893, cost_time=0:00:26.714976 2021-04-10 02:35:57,486 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.22ms, fps=1747 images/s, loss=0.0638, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:00.889908, arrival_time=2021-04-10 02:35:58.376610, cost_time=0:00:28.180501 2021-04-10 02:35:58,301 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.84ms, fps=1670 images/s, loss=0.0632, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:58.301539, cost_time=0:00:28.995293 2021-04-10 02:35:58,717 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.41ms, fps=6199 images/s, loss=0.3934, top1-acc=90.39%, top5-acc=99.57%, remaining_time=0:00:01.238790, arrival_time=2021-04-10 02:35:59.955865, cost_time=0:00:00.412932 2021-04-10 02:35:59,020 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=2.00ms, fps=8462 images/s, loss=0.3569, top1-acc=90.90%, top5-acc=99.73%, remaining_time=0:00:00.715960, arrival_time=2021-04-10 02:35:59.736028, cost_time=0:00:00.715951 2021-04-10 02:35:59,318 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=2.10ms, fps=8606 images/s, loss=0.3626, top1-acc=90.69%, top5-acc=99.71%, remaining_time=0:00:00.337930, arrival_time=2021-04-10 02:35:59.655867, cost_time=0:00:01.013786 2021-04-10 02:35:59,602 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.11ms, fps=8168 images/s, loss=0.3682, top1-acc=90.41%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:59.602462, cost_time=0:00:01.298316 2021-04-10 02:35:59,674 INFO : Epoch=0145 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:27:58.052585, arrival_time=2021-04-10 03:03:57.727150, cost_time=1:13:43.956868 2021-04-10 02:35:59,675 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 02:36:01,342 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.61ms, fps=1536 images/s, loss=0.0552, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:30.991320, arrival_time=2021-04-10 02:36:32.333306, cost_time=0:00:01.666198 2021-04-10 02:36:02,808 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.96ms, fps=1746 images/s, loss=0.0547, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:27.568288, arrival_time=2021-04-10 02:36:30.376871, cost_time=0:00:03.132767 2021-04-10 02:36:04,280 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=0.0532, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:25.478012, arrival_time=2021-04-10 02:36:29.758163, cost_time=0:00:04.604446 2021-04-10 02:36:05,752 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.0546, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:23.700456, arrival_time=2021-04-10 02:36:29.453222, cost_time=0:00:06.077024 2021-04-10 02:36:07,235 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.60ms, fps=1728 images/s, loss=0.0533, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:22.073302, arrival_time=2021-04-10 02:36:29.308456, cost_time=0:00:07.559363 2021-04-10 02:36:08,708 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=0.0538, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:20.473848, arrival_time=2021-04-10 02:36:29.182125, cost_time=0:00:09.032586 2021-04-10 02:36:10,182 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.0532, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:18.911718, arrival_time=2021-04-10 02:36:29.093913, cost_time=0:00:10.506505 2021-04-10 02:36:11,649 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.74ms, fps=1745 images/s, loss=0.0541, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:17.362416, arrival_time=2021-04-10 02:36:29.012223, cost_time=0:00:11.974073 2021-04-10 02:36:13,163 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.54ms, fps=1692 images/s, loss=0.0551, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:15.885902, arrival_time=2021-04-10 02:36:29.049771, cost_time=0:00:13.488074 2021-04-10 02:36:14,647 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.19ms, fps=1727 images/s, loss=0.0558, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:14.372544, arrival_time=2021-04-10 02:36:29.019640, cost_time=0:00:14.971405 2021-04-10 02:36:16,122 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.91ms, fps=1736 images/s, loss=0.0564, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:12.857860, arrival_time=2021-04-10 02:36:28.979812, cost_time=0:00:16.446088 2021-04-10 02:36:17,590 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=2.10ms, fps=1744 images/s, loss=0.0565, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:11.346040, arrival_time=2021-04-10 02:36:28.936497, cost_time=0:00:17.914751 2021-04-10 02:36:19,059 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.87ms, fps=1743 images/s, loss=0.0565, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:09.841062, arrival_time=2021-04-10 02:36:28.900609, cost_time=0:00:19.383859 2021-04-10 02:36:20,525 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.0573, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:08.339856, arrival_time=2021-04-10 02:36:28.865358, cost_time=0:00:20.849678 2021-04-10 02:36:21,990 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.0579, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:06.843282, arrival_time=2021-04-10 02:36:28.834082, cost_time=0:00:22.315078 2021-04-10 02:36:23,459 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.62ms, fps=1744 images/s, loss=0.0588, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:05.351256, arrival_time=2021-04-10 02:36:28.810278, cost_time=0:00:23.783314 2021-04-10 02:36:24,923 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.0587, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:03.861468, arrival_time=2021-04-10 02:36:28.785196, cost_time=0:00:25.248038 2021-04-10 02:36:26,390 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.50ms, fps=1746 images/s, loss=0.0586, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:02.374624, arrival_time=2021-04-10 02:36:28.764790, cost_time=0:00:26.714430 2021-04-10 02:36:27,862 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.50ms, fps=1740 images/s, loss=0.0582, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:00.890106, arrival_time=2021-04-10 02:36:28.752412, cost_time=0:00:28.186614 2021-04-10 02:36:28,690 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=14.03ms, fps=1642 images/s, loss=0.0586, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:28.690816, cost_time=0:00:29.015081 2021-04-10 02:36:29,081 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.24ms, fps=6593 images/s, loss=0.3141, top1-acc=91.52%, top5-acc=99.53%, remaining_time=0:00:01.164870, arrival_time=2021-04-10 02:36:30.246260, cost_time=0:00:00.388294 2021-04-10 02:36:29,390 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.21ms, fps=8291 images/s, loss=0.3006, top1-acc=91.78%, top5-acc=99.71%, remaining_time=0:00:00.697560, arrival_time=2021-04-10 02:36:30.088211, cost_time=0:00:00.697561 2021-04-10 02:36:29,691 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.89ms, fps=8510 images/s, loss=0.3083, top1-acc=91.52%, top5-acc=99.75%, remaining_time=0:00:00.332960, arrival_time=2021-04-10 02:36:30.024887, cost_time=0:00:00.998867 2021-04-10 02:36:29,970 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=8339 images/s, loss=0.3079, top1-acc=91.40%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:29.970477, cost_time=0:00:01.277442 2021-04-10 02:36:30,025 INFO : Epoch=0146 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:27:27.483678, arrival_time=2021-04-10 03:03:57.509052, cost_time=1:14:14.307656 2021-04-10 02:36:30,026 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 02:36:31,675 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.39ms, fps=1553 images/s, loss=0.0501, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:30.669726, arrival_time=2021-04-10 02:37:02.345201, cost_time=0:00:01.648909 2021-04-10 02:36:33,153 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.0524, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:27.511440, arrival_time=2021-04-10 02:37:00.664450, cost_time=0:00:03.126308 2021-04-10 02:36:34,626 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.0514, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:25.450290, arrival_time=2021-04-10 02:37:00.076352, cost_time=0:00:04.599444 2021-04-10 02:36:36,094 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.61ms, fps=1745 images/s, loss=0.0515, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:23.663016, arrival_time=2021-04-10 02:36:59.757022, cost_time=0:00:06.067454 2021-04-10 02:36:37,562 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.0515, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:22.005120, arrival_time=2021-04-10 02:36:59.567692, cost_time=0:00:07.536008 2021-04-10 02:36:39,024 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=0.0515, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:20.395512, arrival_time=2021-04-10 02:36:59.420126, cost_time=0:00:08.998021 2021-04-10 02:36:40,490 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.0503, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:18.834984, arrival_time=2021-04-10 02:36:59.325466, cost_time=0:00:10.463896 2021-04-10 02:36:41,964 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.37ms, fps=1737 images/s, loss=0.0507, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:17.309984, arrival_time=2021-04-10 02:36:59.274474, cost_time=0:00:11.937885 2021-04-10 02:36:43,434 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.39ms, fps=1742 images/s, loss=0.0503, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:15.791880, arrival_time=2021-04-10 02:36:59.226590, cost_time=0:00:13.408158 2021-04-10 02:36:44,907 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.92ms, fps=1738 images/s, loss=0.0498, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:14.285952, arrival_time=2021-04-10 02:36:59.193696, cost_time=0:00:14.881189 2021-04-10 02:36:46,375 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.41ms, fps=1745 images/s, loss=0.0502, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:12.781492, arrival_time=2021-04-10 02:36:59.156462, cost_time=0:00:16.348417 2021-04-10 02:36:47,839 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.67ms, fps=1748 images/s, loss=0.0500, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:11.281668, arrival_time=2021-04-10 02:36:59.121397, cost_time=0:00:17.813175 2021-04-10 02:36:49,306 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.54ms, fps=1746 images/s, loss=0.0496, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:09.788394, arrival_time=2021-04-10 02:36:59.095112, cost_time=0:00:19.280169 2021-04-10 02:36:50,807 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=3.64ms, fps=1706 images/s, loss=0.0507, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:08.312416, arrival_time=2021-04-10 02:36:59.120150, cost_time=0:00:20.781035 2021-04-10 02:36:52,293 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=2.09ms, fps=1724 images/s, loss=0.0512, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:06.828378, arrival_time=2021-04-10 02:36:59.121397, cost_time=0:00:22.266438 2021-04-10 02:36:53,772 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.62ms, fps=1731 images/s, loss=0.0517, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:05.342796, arrival_time=2021-04-10 02:36:59.115236, cost_time=0:00:23.745835 2021-04-10 02:36:55,251 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.88ms, fps=1732 images/s, loss=0.0520, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:03.857854, arrival_time=2021-04-10 02:36:59.108880, cost_time=0:00:25.224375 2021-04-10 02:36:56,710 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.89ms, fps=1754 images/s, loss=0.0528, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:02.371936, arrival_time=2021-04-10 02:36:59.082824, cost_time=0:00:26.684331 2021-04-10 02:36:58,208 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.59ms, fps=1710 images/s, loss=0.0524, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:00.889956, arrival_time=2021-04-10 02:36:59.098622, cost_time=0:00:28.182010 2021-04-10 02:36:58,999 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.40ms, fps=1720 images/s, loss=0.0523, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:58.999750, cost_time=0:00:28.973164 2021-04-10 02:36:59,455 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.31ms, fps=5666 images/s, loss=0.3308, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:01.355340, arrival_time=2021-04-10 02:37:00.810914, cost_time=0:00:00.451778 2021-04-10 02:36:59,768 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.44ms, fps=8209 images/s, loss=0.3526, top1-acc=90.80%, top5-acc=99.61%, remaining_time=0:00:00.764120, arrival_time=2021-04-10 02:37:00.532154, cost_time=0:00:00.764110 2021-04-10 02:37:00,069 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.99ms, fps=8526 images/s, loss=0.3456, top1-acc=91.05%, top5-acc=99.66%, remaining_time=0:00:00.355060, arrival_time=2021-04-10 02:37:00.424045, cost_time=0:00:01.065172 2021-04-10 02:37:00,342 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=8491 images/s, loss=0.3360, top1-acc=91.12%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:00.342669, cost_time=0:00:01.338946 2021-04-10 02:37:00,405 INFO : Epoch=0147 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:26:56.928399, arrival_time=2021-04-10 03:03:57.334314, cost_time=1:14:44.688190 2021-04-10 02:37:00,407 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 02:37:02,083 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.28ms, fps=1528 images/s, loss=0.0446, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:31.165044, arrival_time=2021-04-10 02:37:33.248248, cost_time=0:00:01.675539 2021-04-10 02:37:03,555 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=2.08ms, fps=1740 images/s, loss=0.0441, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:27.697648, arrival_time=2021-04-10 02:37:31.252752, cost_time=0:00:03.147464 2021-04-10 02:37:05,021 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.0478, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:25.528476, arrival_time=2021-04-10 02:37:30.549665, cost_time=0:00:04.613579 2021-04-10 02:37:06,495 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.87ms, fps=1737 images/s, loss=0.0454, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:23.743980, arrival_time=2021-04-10 02:37:30.239744, cost_time=0:00:06.088188 2021-04-10 02:37:07,968 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=0.0476, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:22.076806, arrival_time=2021-04-10 02:37:30.045043, cost_time=0:00:07.560571 2021-04-10 02:37:09,438 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.60ms, fps=1742 images/s, loss=0.0475, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:20.469360, arrival_time=2021-04-10 02:37:29.907526, cost_time=0:00:09.030576 2021-04-10 02:37:10,910 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.98ms, fps=1739 images/s, loss=0.0487, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:18.905166, arrival_time=2021-04-10 02:37:29.815596, cost_time=0:00:10.502859 2021-04-10 02:37:12,378 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.36ms, fps=1744 images/s, loss=0.0483, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:17.358240, arrival_time=2021-04-10 02:37:29.737011, cost_time=0:00:11.971199 2021-04-10 02:37:13,848 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.94ms, fps=1742 images/s, loss=0.0488, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:15.830570, arrival_time=2021-04-10 02:37:29.679378, cost_time=0:00:13.441049 2021-04-10 02:37:15,322 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=2.15ms, fps=1738 images/s, loss=0.0494, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:14.318208, arrival_time=2021-04-10 02:37:29.640697, cost_time=0:00:14.914837 2021-04-10 02:37:16,801 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.80ms, fps=1732 images/s, loss=0.0495, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:12.816752, arrival_time=2021-04-10 02:37:29.617846, cost_time=0:00:16.393475 2021-04-10 02:37:18,270 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.57ms, fps=1742 images/s, loss=0.0502, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:11.313360, arrival_time=2021-04-10 02:37:29.584162, cost_time=0:00:17.863196 2021-04-10 02:37:19,734 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.98ms, fps=1749 images/s, loss=0.0499, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:09.812286, arrival_time=2021-04-10 02:37:29.547100, cost_time=0:00:19.327238 2021-04-10 02:37:21,206 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.0495, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:08.319360, arrival_time=2021-04-10 02:37:29.525401, cost_time=0:00:20.798467 2021-04-10 02:37:22,678 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=0.0493, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:06.829804, arrival_time=2021-04-10 02:37:29.508503, cost_time=0:00:22.271130 2021-04-10 02:37:24,155 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.45ms, fps=1734 images/s, loss=0.0491, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:05.343228, arrival_time=2021-04-10 02:37:29.498425, cost_time=0:00:23.747623 2021-04-10 02:37:25,629 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.88ms, fps=1737 images/s, loss=0.0492, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:03.857438, arrival_time=2021-04-10 02:37:29.486806, cost_time=0:00:25.221794 2021-04-10 02:37:27,120 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.42ms, fps=1718 images/s, loss=0.0496, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:02.374464, arrival_time=2021-04-10 02:37:29.494800, cost_time=0:00:26.712720 2021-04-10 02:37:28,597 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=0.0498, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:00.890202, arrival_time=2021-04-10 02:37:29.487515, cost_time=0:00:28.189677 2021-04-10 02:37:29,389 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.22ms, fps=1717 images/s, loss=0.0500, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:29.389894, cost_time=0:00:28.982299 2021-04-10 02:37:29,845 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.29ms, fps=5640 images/s, loss=0.3298, top1-acc=91.56%, top5-acc=99.69%, remaining_time=0:00:01.361670, arrival_time=2021-04-10 02:37:31.207469, cost_time=0:00:00.453890 2021-04-10 02:37:30,162 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.44ms, fps=8108 images/s, loss=0.3547, top1-acc=91.23%, top5-acc=99.61%, remaining_time=0:00:00.770300, arrival_time=2021-04-10 02:37:30.932460, cost_time=0:00:00.770295 2021-04-10 02:37:30,467 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.44ms, fps=8393 images/s, loss=0.3411, top1-acc=91.35%, top5-acc=99.67%, remaining_time=0:00:00.358600, arrival_time=2021-04-10 02:37:30.826225, cost_time=0:00:01.075798 2021-04-10 02:37:30,750 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.10ms, fps=8228 images/s, loss=0.3326, top1-acc=91.41%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:30.749955, cost_time=0:00:01.358097 2021-04-10 02:37:30,847 INFO : Epoch=0148 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:26:26.396864, arrival_time=2021-04-10 03:03:57.244080, cost_time=1:15:15.129504 2021-04-10 02:37:30,848 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 02:37:32,521 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.49ms, fps=1530 images/s, loss=0.0523, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:31.129704, arrival_time=2021-04-10 02:38:03.651632, cost_time=0:00:01.673643 2021-04-10 02:37:33,996 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.0551, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:27.699936, arrival_time=2021-04-10 02:38:01.695962, cost_time=0:00:03.147721 2021-04-10 02:37:35,463 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.59ms, fps=1745 images/s, loss=0.0543, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:25.539930, arrival_time=2021-04-10 02:38:01.003855, cost_time=0:00:04.615642 2021-04-10 02:37:36,938 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.0562, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:23.752248, arrival_time=2021-04-10 02:38:00.690842, cost_time=0:00:06.090313 2021-04-10 02:37:38,414 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.32ms, fps=1736 images/s, loss=0.0540, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:22.092136, arrival_time=2021-04-10 02:38:00.506236, cost_time=0:00:07.565813 2021-04-10 02:37:39,881 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=0.0524, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:20.475072, arrival_time=2021-04-10 02:38:00.356438, cost_time=0:00:09.033101 2021-04-10 02:37:41,352 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.0510, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:18.908064, arrival_time=2021-04-10 02:38:00.260808, cost_time=0:00:10.504506 2021-04-10 02:37:42,817 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.0500, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:17.355224, arrival_time=2021-04-10 02:38:00.172615, cost_time=0:00:11.969154 2021-04-10 02:37:44,290 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.0492, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:15.831630, arrival_time=2021-04-10 02:38:00.121778, cost_time=0:00:13.441909 2021-04-10 02:37:45,756 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.0492, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:14.311968, arrival_time=2021-04-10 02:38:00.068521, cost_time=0:00:14.908303 2021-04-10 02:37:47,224 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.0494, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:12.803422, arrival_time=2021-04-10 02:38:00.028108, cost_time=0:00:16.376443 2021-04-10 02:37:48,689 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.79ms, fps=1748 images/s, loss=0.0488, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:11.299300, arrival_time=2021-04-10 02:37:59.988526, cost_time=0:00:17.840981 2021-04-10 02:37:50,163 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.0489, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:09.806346, arrival_time=2021-04-10 02:37:59.970135, cost_time=0:00:19.315551 2021-04-10 02:37:51,634 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.46ms, fps=1741 images/s, loss=0.0488, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:08.314656, arrival_time=2021-04-10 02:37:59.949568, cost_time=0:00:20.786670 2021-04-10 02:37:53,097 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.0485, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:06.823134, arrival_time=2021-04-10 02:37:59.920681, cost_time=0:00:22.249305 2021-04-10 02:37:54,567 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.0481, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:05.336748, arrival_time=2021-04-10 02:37:59.903794, cost_time=0:00:23.718805 2021-04-10 02:37:56,029 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.42ms, fps=1751 images/s, loss=0.0479, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:03.851302, arrival_time=2021-04-10 02:37:59.881101, cost_time=0:00:25.181547 2021-04-10 02:37:57,497 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.0484, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:02.368848, arrival_time=2021-04-10 02:37:59.866554, cost_time=0:00:26.649466 2021-04-10 02:37:58,964 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.65ms, fps=1746 images/s, loss=0.0490, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:00.887880, arrival_time=2021-04-10 02:37:59.852350, cost_time=0:00:28.116160 2021-04-10 02:37:59,773 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.62ms, fps=1683 images/s, loss=0.0493, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:59.772974, cost_time=0:00:28.924704 2021-04-10 02:38:00,283 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=2.61ms, fps=5036 images/s, loss=0.4697, top1-acc=88.36%, top5-acc=99.49%, remaining_time=0:00:01.525110, arrival_time=2021-04-10 02:38:01.808609, cost_time=0:00:00.508373 2021-04-10 02:38:00,580 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.87ms, fps=8622 images/s, loss=0.4231, top1-acc=89.24%, top5-acc=99.57%, remaining_time=0:00:00.805760, arrival_time=2021-04-10 02:38:01.386611, cost_time=0:00:00.805765 2021-04-10 02:38:00,877 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.39ms, fps=8632 images/s, loss=0.4034, top1-acc=89.82%, top5-acc=99.56%, remaining_time=0:00:00.367550, arrival_time=2021-04-10 02:38:01.245294, cost_time=0:00:01.102650 2021-04-10 02:38:01,149 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.07ms, fps=8542 images/s, loss=0.4081, top1-acc=89.94%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:01.149685, cost_time=0:00:01.374609 2021-04-10 02:38:01,236 INFO : Epoch=0149 complete, best val top1-acc=91.56%, top5-acc=99.74% (epoch=144), remaining_time=0:25:55.848840, arrival_time=2021-04-10 03:03:57.085765, cost_time=1:15:45.519200 2021-04-10 02:38:01,238 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 02:38:02,922 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.49ms, fps=1521 images/s, loss=0.0607, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:31.313844, arrival_time=2021-04-10 02:38:34.235973, cost_time=0:00:01.683545 2021-04-10 02:38:04,394 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.55ms, fps=1739 images/s, loss=0.0657, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:27.773504, arrival_time=2021-04-10 02:38:32.168066, cost_time=0:00:03.156079 2021-04-10 02:38:05,899 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=2.96ms, fps=1701 images/s, loss=0.0620, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:25.791088, arrival_time=2021-04-10 02:38:31.690677, cost_time=0:00:04.661053 2021-04-10 02:38:07,373 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.55ms, fps=1738 images/s, loss=0.0583, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:23.925720, arrival_time=2021-04-10 02:38:31.299210, cost_time=0:00:06.134797 2021-04-10 02:38:08,851 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.0566, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:22.230836, arrival_time=2021-04-10 02:38:31.082754, cost_time=0:00:07.613317 2021-04-10 02:38:10,324 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.0567, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:20.593800, arrival_time=2021-04-10 02:38:30.917834, cost_time=0:00:09.085507 2021-04-10 02:38:11,795 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.45ms, fps=1740 images/s, loss=0.0550, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:19.002690, arrival_time=2021-04-10 02:38:30.798248, cost_time=0:00:10.557071 2021-04-10 02:38:13,268 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=2.17ms, fps=1739 images/s, loss=0.0547, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:17.442920, arrival_time=2021-04-10 02:38:30.711113, cost_time=0:00:12.029617 2021-04-10 02:38:14,738 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.0536, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:15.899576, arrival_time=2021-04-10 02:38:30.637747, cost_time=0:00:13.499672 2021-04-10 02:38:16,216 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.93ms, fps=1732 images/s, loss=0.0524, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:14.378688, arrival_time=2021-04-10 02:38:30.595032, cost_time=0:00:14.977814 2021-04-10 02:38:17,694 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.0520, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:12.865256, arrival_time=2021-04-10 02:38:30.559369, cost_time=0:00:16.455577 2021-04-10 02:38:19,169 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=2.01ms, fps=1736 images/s, loss=0.0519, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:11.356376, arrival_time=2021-04-10 02:38:30.526026, cost_time=0:00:17.931164 2021-04-10 02:38:20,639 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.48ms, fps=1743 images/s, loss=0.0515, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:09.849444, arrival_time=2021-04-10 02:38:30.488416, cost_time=0:00:19.400405 2021-04-10 02:38:22,109 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.0531, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:08.348536, arrival_time=2021-04-10 02:38:30.458364, cost_time=0:00:20.871342 2021-04-10 02:38:23,584 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.91ms, fps=1737 images/s, loss=0.0530, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:06.852666, arrival_time=2021-04-10 02:38:30.436747, cost_time=0:00:22.345576 2021-04-10 02:38:25,052 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.0533, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:05.358132, arrival_time=2021-04-10 02:38:30.410558, cost_time=0:00:23.813893 2021-04-10 02:38:26,527 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=0.0536, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:03.867708, arrival_time=2021-04-10 02:38:30.395031, cost_time=0:00:25.288836 2021-04-10 02:38:27,995 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.85ms, fps=1744 images/s, loss=0.0539, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:02.378368, arrival_time=2021-04-10 02:38:30.373594, cost_time=0:00:26.756697 2021-04-10 02:38:29,449 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.25ms, fps=1761 images/s, loss=0.0538, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:00.890880, arrival_time=2021-04-10 02:38:30.340697, cost_time=0:00:28.211290 2021-04-10 02:38:30,247 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.76ms, fps=1706 images/s, loss=0.0537, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:30.247753, cost_time=0:00:29.009095 2021-04-10 02:38:30,663 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.35ms, fps=6189 images/s, loss=0.3386, top1-acc=91.25%, top5-acc=99.92%, remaining_time=0:00:01.240950, arrival_time=2021-04-10 02:38:31.904787, cost_time=0:00:00.413653 2021-04-10 02:38:30,957 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.47ms, fps=8748 images/s, loss=0.3280, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:00.706800, arrival_time=2021-04-10 02:38:31.663883, cost_time=0:00:00.706809 2021-04-10 02:38:31,249 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.40ms, fps=8784 images/s, loss=0.3264, top1-acc=91.69%, top5-acc=99.80%, remaining_time=0:00:00.332950, arrival_time=2021-04-10 02:38:31.581986, cost_time=0:00:00.998861 2021-04-10 02:38:31,522 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.09ms, fps=8500 images/s, loss=0.3365, top1-acc=91.61%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:31.522421, cost_time=0:00:01.272287 2021-04-10 02:38:31,627 INFO : Epoch=0150 complete, best val top1-acc=91.61%, top5-acc=99.78% (epoch=150), remaining_time=0:25:25.303350, arrival_time=2021-04-10 03:03:56.931149, cost_time=1:16:15.910085 2021-04-10 02:38:31,628 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:38:33,261 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.50ms, fps=1569 images/s, loss=0.0561, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:30.356130, arrival_time=2021-04-10 02:39:03.617099, cost_time=0:00:01.632046 2021-04-10 02:38:34,744 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.56ms, fps=1727 images/s, loss=0.0520, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:27.413584, arrival_time=2021-04-10 02:39:02.157632, cost_time=0:00:03.115174 2021-04-10 02:38:36,207 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=0.0520, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:25.336082, arrival_time=2021-04-10 02:39:01.543847, cost_time=0:00:04.578816 2021-04-10 02:38:37,657 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.59ms, fps=1766 images/s, loss=0.0504, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:23.512944, arrival_time=2021-04-10 02:39:01.170835, cost_time=0:00:06.028953 2021-04-10 02:38:39,112 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0477, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:21.852842, arrival_time=2021-04-10 02:39:00.965562, cost_time=0:00:07.483831 2021-04-10 02:38:40,585 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=2.59ms, fps=1738 images/s, loss=0.0460, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:20.302488, arrival_time=2021-04-10 02:39:00.888352, cost_time=0:00:08.956982 2021-04-10 02:38:42,047 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.50ms, fps=1752 images/s, loss=0.0454, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:18.753714, arrival_time=2021-04-10 02:39:00.801364, cost_time=0:00:10.418707 2021-04-10 02:38:43,502 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.80ms, fps=1760 images/s, loss=0.0457, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:17.217068, arrival_time=2021-04-10 02:39:00.719752, cost_time=0:00:11.873814 2021-04-10 02:38:44,962 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.0454, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:15.703476, arrival_time=2021-04-10 02:39:00.665494, cost_time=0:00:13.333169 2021-04-10 02:38:46,424 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.87ms, fps=1751 images/s, loss=0.0445, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:14.203776, arrival_time=2021-04-10 02:39:00.628263, cost_time=0:00:14.795587 2021-04-10 02:38:47,886 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0445, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:12.710284, arrival_time=2021-04-10 02:39:00.596481, cost_time=0:00:16.257347 2021-04-10 02:38:49,345 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0447, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:11.220564, arrival_time=2021-04-10 02:39:00.566163, cost_time=0:00:17.716660 2021-04-10 02:38:50,797 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.0453, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:09.731700, arrival_time=2021-04-10 02:39:00.529017, cost_time=0:00:19.168467 2021-04-10 02:38:52,249 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0458, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:08.248128, arrival_time=2021-04-10 02:39:00.497386, cost_time=0:00:20.620349 2021-04-10 02:38:53,711 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.0460, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:06.772120, arrival_time=2021-04-10 02:39:00.483993, cost_time=0:00:22.083021 2021-04-10 02:38:55,166 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.0457, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:05.295852, arrival_time=2021-04-10 02:39:00.461837, cost_time=0:00:23.537137 2021-04-10 02:38:56,620 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0465, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:03.822182, arrival_time=2021-04-10 02:39:00.442304, cost_time=0:00:24.991272 2021-04-10 02:38:58,074 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.0467, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:02.350720, arrival_time=2021-04-10 02:39:00.425116, cost_time=0:00:26.445546 2021-04-10 02:38:59,536 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0471, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:00.881292, arrival_time=2021-04-10 02:39:00.417675, cost_time=0:00:27.907534 2021-04-10 02:39:00,333 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.90ms, fps=1708 images/s, loss=0.0472, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:00.333130, cost_time=0:00:28.704260 2021-04-10 02:39:00,767 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.43ms, fps=5919 images/s, loss=0.3764, top1-acc=90.51%, top5-acc=99.53%, remaining_time=0:00:01.297380, arrival_time=2021-04-10 02:39:02.064911, cost_time=0:00:00.432458 2021-04-10 02:39:01,068 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=2.48ms, fps=8532 images/s, loss=0.3609, top1-acc=90.88%, top5-acc=99.61%, remaining_time=0:00:00.733000, arrival_time=2021-04-10 02:39:01.801068, cost_time=0:00:00.733006 2021-04-10 02:39:01,368 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.25ms, fps=8540 images/s, loss=0.3446, top1-acc=91.16%, top5-acc=99.67%, remaining_time=0:00:00.344410, arrival_time=2021-04-10 02:39:01.712711, cost_time=0:00:01.033228 2021-04-10 02:39:01,645 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=8381 images/s, loss=0.3405, top1-acc=91.18%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:01.645549, cost_time=0:00:01.310532 2021-04-10 02:39:01,699 INFO : Epoch=0151 complete, best val top1-acc=91.61%, top5-acc=99.78% (epoch=150), remaining_time=0:24:54.656212, arrival_time=2021-04-10 03:03:56.355273, cost_time=1:16:45.981366 2021-04-10 02:39:01,699 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:39:03,338 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.24ms, fps=1563 images/s, loss=0.0516, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:30.473868, arrival_time=2021-04-10 02:39:33.812425, cost_time=0:00:01.638376 2021-04-10 02:39:04,797 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.64ms, fps=1756 images/s, loss=0.0476, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:27.252016, arrival_time=2021-04-10 02:39:32.049025, cost_time=0:00:03.096822 2021-04-10 02:39:06,259 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.0485, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:25.226356, arrival_time=2021-04-10 02:39:31.485431, cost_time=0:00:04.558981 2021-04-10 02:39:07,720 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.78ms, fps=1752 images/s, loss=0.0480, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:23.479560, arrival_time=2021-04-10 02:39:31.200146, cost_time=0:00:06.020414 2021-04-10 02:39:09,178 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.0479, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:21.835760, arrival_time=2021-04-10 02:39:31.013908, cost_time=0:00:07.478018 2021-04-10 02:39:10,641 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=0.0483, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:20.267808, arrival_time=2021-04-10 02:39:30.909592, cost_time=0:00:08.941689 2021-04-10 02:39:12,095 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.0471, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:18.712512, arrival_time=2021-04-10 02:39:30.808420, cost_time=0:00:10.395818 2021-04-10 02:39:13,565 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=0.0468, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:17.205004, arrival_time=2021-04-10 02:39:30.770596, cost_time=0:00:11.865499 2021-04-10 02:39:15,019 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.0453, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:15.687470, arrival_time=2021-04-10 02:39:30.707200, cost_time=0:00:13.319584 2021-04-10 02:39:16,475 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.0450, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:14.184480, arrival_time=2021-04-10 02:39:30.660115, cost_time=0:00:14.775521 2021-04-10 02:39:17,934 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.83ms, fps=1756 images/s, loss=0.0452, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:12.692138, arrival_time=2021-04-10 02:39:30.626358, cost_time=0:00:16.234107 2021-04-10 02:39:19,389 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0447, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:11.203312, arrival_time=2021-04-10 02:39:30.592794, cost_time=0:00:17.689392 2021-04-10 02:39:20,846 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.75ms, fps=1758 images/s, loss=0.0451, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:09.720282, arrival_time=2021-04-10 02:39:30.566363, cost_time=0:00:19.145990 2021-04-10 02:39:22,300 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0448, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:08.240008, arrival_time=2021-04-10 02:39:30.540186, cost_time=0:00:20.600036 2021-04-10 02:39:23,758 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.0444, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:06.764622, arrival_time=2021-04-10 02:39:30.523240, cost_time=0:00:22.058523 2021-04-10 02:39:25,213 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0441, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:05.290596, arrival_time=2021-04-10 02:39:30.504490, cost_time=0:00:23.513800 2021-04-10 02:39:26,669 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0448, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:03.818854, arrival_time=2021-04-10 02:39:30.488390, cost_time=0:00:24.969437 2021-04-10 02:39:28,123 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0448, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:02.348704, arrival_time=2021-04-10 02:39:30.471765, cost_time=0:00:26.422968 2021-04-10 02:39:29,589 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.61ms, fps=1746 images/s, loss=0.0453, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:00.880722, arrival_time=2021-04-10 02:39:30.470456, cost_time=0:00:27.889527 2021-04-10 02:39:30,380 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.36ms, fps=1721 images/s, loss=0.0455, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:30.380753, cost_time=0:00:28.680589 2021-04-10 02:39:30,869 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.30ms, fps=5265 images/s, loss=0.3621, top1-acc=91.13%, top5-acc=99.77%, remaining_time=0:00:01.458780, arrival_time=2021-04-10 02:39:32.328060, cost_time=0:00:00.486261 2021-04-10 02:39:31,167 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.32ms, fps=8604 images/s, loss=0.3566, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:00:00.784300, arrival_time=2021-04-10 02:39:31.951574, cost_time=0:00:00.784296 2021-04-10 02:39:31,454 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.35ms, fps=8911 images/s, loss=0.3531, top1-acc=91.59%, top5-acc=99.77%, remaining_time=0:00:00.357300, arrival_time=2021-04-10 02:39:31.812193, cost_time=0:00:01.071914 2021-04-10 02:39:31,725 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=8600 images/s, loss=0.3650, top1-acc=91.35%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:31.725006, cost_time=0:00:01.342055 2021-04-10 02:39:31,794 INFO : Epoch=0152 complete, best val top1-acc=91.61%, top5-acc=99.78% (epoch=150), remaining_time=0:24:24.024096, arrival_time=2021-04-10 03:03:55.818072, cost_time=1:17:16.076249 2021-04-10 02:39:31,795 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:39:33,512 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.40ms, fps=1491 images/s, loss=0.0438, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:31.926342, arrival_time=2021-04-10 02:40:05.438381, cost_time=0:00:01.716471 2021-04-10 02:39:34,967 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.0401, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:27.915184, arrival_time=2021-04-10 02:40:02.882945, cost_time=0:00:03.172184 2021-04-10 02:39:36,420 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.0387, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:25.590560, arrival_time=2021-04-10 02:40:02.010931, cost_time=0:00:04.624804 2021-04-10 02:39:37,883 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.87ms, fps=1750 images/s, loss=0.0391, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:23.742888, arrival_time=2021-04-10 02:40:01.626395, cost_time=0:00:06.087938 2021-04-10 02:39:39,340 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.0403, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:22.030670, arrival_time=2021-04-10 02:40:01.371001, cost_time=0:00:07.544763 2021-04-10 02:39:40,798 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.0403, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:20.405576, arrival_time=2021-04-10 02:40:01.203596, cost_time=0:00:09.002452 2021-04-10 02:39:42,252 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=2.11ms, fps=1761 images/s, loss=0.0422, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:18.821628, arrival_time=2021-04-10 02:40:01.073735, cost_time=0:00:10.456487 2021-04-10 02:39:43,713 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.0407, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:17.280636, arrival_time=2021-04-10 02:40:00.993941, cost_time=0:00:11.917705 2021-04-10 02:39:45,174 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.85ms, fps=1753 images/s, loss=0.0417, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:15.756900, arrival_time=2021-04-10 02:40:00.931017, cost_time=0:00:13.378545 2021-04-10 02:39:46,644 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.0420, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:14.255232, arrival_time=2021-04-10 02:40:00.900013, cost_time=0:00:14.849213 2021-04-10 02:39:48,098 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.33ms, fps=1761 images/s, loss=0.0428, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:12.746146, arrival_time=2021-04-10 02:40:00.844926, cost_time=0:00:16.303216 2021-04-10 02:39:49,561 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=0.0433, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:11.251572, arrival_time=2021-04-10 02:40:00.812771, cost_time=0:00:17.765626 2021-04-10 02:39:51,013 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.0437, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:09.756978, arrival_time=2021-04-10 02:40:00.770846, cost_time=0:00:19.218299 2021-04-10 02:39:52,465 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.32ms, fps=1764 images/s, loss=0.0441, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:08.267896, arrival_time=2021-04-10 02:40:00.733226, cost_time=0:00:20.669765 2021-04-10 02:39:53,919 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.72ms, fps=1761 images/s, loss=0.0441, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:06.784632, arrival_time=2021-04-10 02:40:00.704020, cost_time=0:00:22.123821 2021-04-10 02:39:55,379 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=2.10ms, fps=1754 images/s, loss=0.0435, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:05.306436, arrival_time=2021-04-10 02:40:00.686094, cost_time=0:00:23.584083 2021-04-10 02:39:56,842 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=0.0434, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:03.830710, arrival_time=2021-04-10 02:40:00.673211, cost_time=0:00:25.046888 2021-04-10 02:39:58,299 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.57ms, fps=1758 images/s, loss=0.0432, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:02.355888, arrival_time=2021-04-10 02:40:00.655176, cost_time=0:00:26.503696 2021-04-10 02:39:59,757 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0439, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:00.882990, arrival_time=2021-04-10 02:40:00.640058, cost_time=0:00:27.961419 2021-04-10 02:40:00,546 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=0.0439, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:00.546137, cost_time=0:00:28.750529 2021-04-10 02:40:00,973 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.62ms, fps=6021 images/s, loss=0.3060, top1-acc=92.27%, top5-acc=99.73%, remaining_time=0:00:01.275540, arrival_time=2021-04-10 02:40:02.249209, cost_time=0:00:00.425179 2021-04-10 02:40:01,280 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.73ms, fps=8371 images/s, loss=0.3201, top1-acc=92.07%, top5-acc=99.73%, remaining_time=0:00:00.731600, arrival_time=2021-04-10 02:40:02.011639, cost_time=0:00:00.731595 2021-04-10 02:40:01,575 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=0.21ms, fps=8691 images/s, loss=0.3322, top1-acc=91.74%, top5-acc=99.74%, remaining_time=0:00:00.342220, arrival_time=2021-04-10 02:40:01.917266, cost_time=0:00:01.026650 2021-04-10 02:40:01,846 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=8556 images/s, loss=0.3355, top1-acc=91.71%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:01.846528, cost_time=0:00:01.298158 2021-04-10 02:40:01,961 INFO : Epoch=0153 complete, best val top1-acc=91.71%, top5-acc=99.71% (epoch=153), remaining_time=0:23:53.421416, arrival_time=2021-04-10 03:03:55.383302, cost_time=1:17:46.244147 2021-04-10 02:40:01,963 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:40:03,630 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.24ms, fps=1536 images/s, loss=0.0440, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:31.001736, arrival_time=2021-04-10 02:40:34.632179, cost_time=0:00:01.666757 2021-04-10 02:40:05,089 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.0419, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:27.507568, arrival_time=2021-04-10 02:40:32.597135, cost_time=0:00:03.125866 2021-04-10 02:40:06,545 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.85ms, fps=1759 images/s, loss=0.0463, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:25.353844, arrival_time=2021-04-10 02:40:31.899498, cost_time=0:00:04.582030 2021-04-10 02:40:08,004 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.0467, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:23.559120, arrival_time=2021-04-10 02:40:31.563528, cost_time=0:00:06.040798 2021-04-10 02:40:09,467 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.76ms, fps=1750 images/s, loss=0.0462, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:21.911242, arrival_time=2021-04-10 02:40:31.378777, cost_time=0:00:07.503826 2021-04-10 02:40:10,921 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.59ms, fps=1762 images/s, loss=0.0464, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:20.304256, arrival_time=2021-04-10 02:40:31.225633, cost_time=0:00:08.957768 2021-04-10 02:40:12,380 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0457, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:18.750690, arrival_time=2021-04-10 02:40:31.131363, cost_time=0:00:10.417056 2021-04-10 02:40:13,832 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0450, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:17.210108, arrival_time=2021-04-10 02:40:31.042778, cost_time=0:00:11.869060 2021-04-10 02:40:15,291 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.66ms, fps=1755 images/s, loss=0.0440, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:15.697540, arrival_time=2021-04-10 02:40:30.989342, cost_time=0:00:13.328084 2021-04-10 02:40:16,744 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.0443, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:14.189760, arrival_time=2021-04-10 02:40:30.934399, cost_time=0:00:14.780990 2021-04-10 02:40:18,192 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.46ms, fps=1769 images/s, loss=0.0441, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:12.687838, arrival_time=2021-04-10 02:40:30.880146, cost_time=0:00:16.228679 2021-04-10 02:40:19,646 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.0436, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:11.199132, arrival_time=2021-04-10 02:40:30.845600, cost_time=0:00:17.682853 2021-04-10 02:40:21,106 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0432, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:09.718698, arrival_time=2021-04-10 02:40:30.825212, cost_time=0:00:19.142905 2021-04-10 02:40:22,558 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.0425, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:08.238104, arrival_time=2021-04-10 02:40:30.797007, cost_time=0:00:20.595297 2021-04-10 02:40:24,009 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.0415, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:06.760850, arrival_time=2021-04-10 02:40:30.770752, cost_time=0:00:22.046291 2021-04-10 02:40:25,466 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.0417, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:05.288184, arrival_time=2021-04-10 02:40:30.754825, cost_time=0:00:23.502980 2021-04-10 02:40:26,923 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.0419, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:03.817450, arrival_time=2021-04-10 02:40:30.741365, cost_time=0:00:24.960243 2021-04-10 02:40:28,389 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.35ms, fps=1748 images/s, loss=0.0422, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:02.348912, arrival_time=2021-04-10 02:40:30.738008, cost_time=0:00:26.425318 2021-04-10 02:40:29,845 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.0425, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:00.880482, arrival_time=2021-04-10 02:40:30.725945, cost_time=0:00:27.881856 2021-04-10 02:40:30,635 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.95ms, fps=1723 images/s, loss=0.0425, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:30.635204, cost_time=0:00:28.671523 2021-04-10 02:40:31,048 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.41ms, fps=6235 images/s, loss=0.3411, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:01.231830, arrival_time=2021-04-10 02:40:32.279841, cost_time=0:00:00.410606 2021-04-10 02:40:31,347 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=2.10ms, fps=8548 images/s, loss=0.3597, top1-acc=91.31%, top5-acc=99.67%, remaining_time=0:00:00.710440, arrival_time=2021-04-10 02:40:32.058275, cost_time=0:00:00.710435 2021-04-10 02:40:31,646 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=2.42ms, fps=8589 images/s, loss=0.3598, top1-acc=91.32%, top5-acc=99.65%, remaining_time=0:00:00.336270, arrival_time=2021-04-10 02:40:31.982491, cost_time=0:00:01.008814 2021-04-10 02:40:31,923 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=8391 images/s, loss=0.3615, top1-acc=91.23%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:31.923033, cost_time=0:00:01.285656 2021-04-10 02:40:31,977 INFO : Epoch=0154 complete, best val top1-acc=91.71%, top5-acc=99.71% (epoch=153), remaining_time=0:23:22.778878, arrival_time=2021-04-10 03:03:54.756313, cost_time=1:18:16.259740 2021-04-10 02:40:31,978 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:40:33,621 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.45ms, fps=1558 images/s, loss=0.0392, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:30.566868, arrival_time=2021-04-10 02:41:04.188781, cost_time=0:00:01.643383 2021-04-10 02:40:35,090 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.66ms, fps=1745 images/s, loss=0.0416, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:27.381376, arrival_time=2021-04-10 02:41:02.471408, cost_time=0:00:03.111517 2021-04-10 02:40:36,540 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.91ms, fps=1766 images/s, loss=0.0404, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:25.241296, arrival_time=2021-04-10 02:41:01.781464, cost_time=0:00:04.561678 2021-04-10 02:40:38,001 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.0384, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:23.489700, arrival_time=2021-04-10 02:41:01.491164, cost_time=0:00:06.023005 2021-04-10 02:40:39,456 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.85ms, fps=1760 images/s, loss=0.0373, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:21.836052, arrival_time=2021-04-10 02:41:01.292649, cost_time=0:00:07.478117 2021-04-10 02:40:40,921 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.0354, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:20.271616, arrival_time=2021-04-10 02:41:01.193504, cost_time=0:00:08.943381 2021-04-10 02:40:42,378 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.0358, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:18.720324, arrival_time=2021-04-10 02:41:01.098974, cost_time=0:00:10.400177 2021-04-10 02:40:43,830 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.39ms, fps=1764 images/s, loss=0.0355, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:17.185748, arrival_time=2021-04-10 02:41:01.016445, cost_time=0:00:11.852278 2021-04-10 02:40:45,301 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.71ms, fps=1742 images/s, loss=0.0352, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:15.691074, arrival_time=2021-04-10 02:41:00.992130, cost_time=0:00:13.322640 2021-04-10 02:40:46,756 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.0353, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:14.186688, arrival_time=2021-04-10 02:41:00.942988, cost_time=0:00:14.777837 2021-04-10 02:40:48,216 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.0361, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:12.695148, arrival_time=2021-04-10 02:41:00.911762, cost_time=0:00:16.237972 2021-04-10 02:40:49,676 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.79ms, fps=1755 images/s, loss=0.0363, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:11.208480, arrival_time=2021-04-10 02:41:00.884591, cost_time=0:00:17.697640 2021-04-10 02:40:51,127 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.0367, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:09.721866, arrival_time=2021-04-10 02:41:00.849378, cost_time=0:00:19.149099 2021-04-10 02:40:52,582 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.0373, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:08.241576, arrival_time=2021-04-10 02:41:00.823916, cost_time=0:00:20.603923 2021-04-10 02:40:54,042 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0372, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:06.766324, arrival_time=2021-04-10 02:41:00.808798, cost_time=0:00:22.064064 2021-04-10 02:40:55,501 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0381, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:05.292684, arrival_time=2021-04-10 02:41:00.794062, cost_time=0:00:23.522968 2021-04-10 02:40:56,966 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.0384, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:03.821662, arrival_time=2021-04-10 02:41:00.787858, cost_time=0:00:24.987761 2021-04-10 02:40:58,416 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0383, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:02.350048, arrival_time=2021-04-10 02:41:00.766431, cost_time=0:00:26.437974 2021-04-10 02:40:59,881 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.97ms, fps=1748 images/s, loss=0.0388, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:00.881148, arrival_time=2021-04-10 02:41:00.762745, cost_time=0:00:27.903086 2021-04-10 02:41:00,683 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=2.20ms, fps=1696 images/s, loss=0.0390, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:00.683857, cost_time=0:00:28.705381 2021-04-10 02:41:01,104 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=5.82ms, fps=6132 images/s, loss=0.3724, top1-acc=90.39%, top5-acc=99.92%, remaining_time=0:00:01.252440, arrival_time=2021-04-10 02:41:02.356438, cost_time=0:00:00.417475 2021-04-10 02:41:01,395 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.46ms, fps=8796 images/s, loss=0.3365, top1-acc=91.25%, top5-acc=99.90%, remaining_time=0:00:00.709160, arrival_time=2021-04-10 02:41:02.104821, cost_time=0:00:00.709166 2021-04-10 02:41:01,697 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=3.41ms, fps=8492 images/s, loss=0.3263, top1-acc=91.46%, top5-acc=99.86%, remaining_time=0:00:00.337050, arrival_time=2021-04-10 02:41:02.034669, cost_time=0:00:01.011140 2021-04-10 02:41:01,967 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.07ms, fps=8597 images/s, loss=0.3266, top1-acc=91.43%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:01.967892, cost_time=0:00:01.281474 2021-04-10 02:41:02,022 INFO : Epoch=0155 complete, best val top1-acc=91.71%, top5-acc=99.71% (epoch=153), remaining_time=0:22:52.152870, arrival_time=2021-04-10 03:03:54.174930, cost_time=1:18:46.304364 2021-04-10 02:41:02,022 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:41:03,649 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.37ms, fps=1574 images/s, loss=0.0296, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:30.245646, arrival_time=2021-04-10 02:41:33.894861, cost_time=0:00:01.626107 2021-04-10 02:41:05,113 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.69ms, fps=1749 images/s, loss=0.0323, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:27.193760, arrival_time=2021-04-10 02:41:32.307069, cost_time=0:00:03.090205 2021-04-10 02:41:06,565 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0323, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:25.133728, arrival_time=2021-04-10 02:41:31.698995, cost_time=0:00:04.542231 2021-04-10 02:41:08,029 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.0335, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:23.424180, arrival_time=2021-04-10 02:41:31.453588, cost_time=0:00:06.006211 2021-04-10 02:41:09,485 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.02ms, fps=1759 images/s, loss=0.0335, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:21.790938, arrival_time=2021-04-10 02:41:31.276688, cost_time=0:00:07.462656 2021-04-10 02:41:10,950 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=2.04ms, fps=1749 images/s, loss=0.0328, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:20.234760, arrival_time=2021-04-10 02:41:31.184898, cost_time=0:00:08.927098 2021-04-10 02:41:12,411 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0323, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:18.699534, arrival_time=2021-04-10 02:41:31.111265, cost_time=0:00:10.388624 2021-04-10 02:41:13,878 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.0321, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:17.189576, arrival_time=2021-04-10 02:41:31.067520, cost_time=0:00:11.854863 2021-04-10 02:41:15,333 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.0323, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:15.676340, arrival_time=2021-04-10 02:41:31.009543, cost_time=0:00:13.310109 2021-04-10 02:41:16,794 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.89ms, fps=1752 images/s, loss=0.0322, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:14.180928, arrival_time=2021-04-10 02:41:30.975764, cost_time=0:00:14.771784 2021-04-10 02:41:18,257 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.0327, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:12.692052, arrival_time=2021-04-10 02:41:30.949103, cost_time=0:00:16.233972 2021-04-10 02:41:19,720 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.35ms, fps=1750 images/s, loss=0.0327, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:11.208556, arrival_time=2021-04-10 02:41:30.929291, cost_time=0:00:17.697707 2021-04-10 02:41:21,182 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.16ms, fps=1752 images/s, loss=0.0333, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:09.726882, arrival_time=2021-04-10 02:41:30.908944, cost_time=0:00:19.158995 2021-04-10 02:41:22,637 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.0330, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:08.245776, arrival_time=2021-04-10 02:41:30.883362, cost_time=0:00:20.614509 2021-04-10 02:41:24,089 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.36ms, fps=1764 images/s, loss=0.0334, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:06.767014, arrival_time=2021-04-10 02:41:30.856454, cost_time=0:00:22.066414 2021-04-10 02:41:25,549 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.0332, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:05.293404, arrival_time=2021-04-10 02:41:30.842765, cost_time=0:00:23.526287 2021-04-10 02:41:27,004 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.32ms, fps=1760 images/s, loss=0.0332, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:03.820648, arrival_time=2021-04-10 02:41:30.824746, cost_time=0:00:24.981077 2021-04-10 02:41:28,474 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.77ms, fps=1742 images/s, loss=0.0332, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:02.351232, arrival_time=2021-04-10 02:41:30.825726, cost_time=0:00:26.451404 2021-04-10 02:41:29,942 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.86ms, fps=1744 images/s, loss=0.0336, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:00.881676, arrival_time=2021-04-10 02:41:30.824448, cost_time=0:00:27.919699 2021-04-10 02:41:30,740 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.99ms, fps=1706 images/s, loss=0.0337, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:30.740531, cost_time=0:00:28.717441 2021-04-10 02:41:31,173 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=4.73ms, fps=5937 images/s, loss=0.3471, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:01.293630, arrival_time=2021-04-10 02:41:32.467507, cost_time=0:00:00.431214 2021-04-10 02:41:31,468 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.96ms, fps=8699 images/s, loss=0.3280, top1-acc=92.19%, top5-acc=99.71%, remaining_time=0:00:00.726000, arrival_time=2021-04-10 02:41:32.194657, cost_time=0:00:00.725992 2021-04-10 02:41:31,771 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.38ms, fps=8471 images/s, loss=0.3241, top1-acc=92.16%, top5-acc=99.73%, remaining_time=0:00:00.342890, arrival_time=2021-04-10 02:41:32.114272, cost_time=0:00:01.028663 2021-04-10 02:41:32,042 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=8582 images/s, loss=0.3240, top1-acc=92.15%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:32.042207, cost_time=0:00:01.299616 2021-04-10 02:41:32,174 INFO : Epoch=0156 complete, best val top1-acc=92.15%, top5-acc=99.72% (epoch=156), remaining_time=0:22:21.564664, arrival_time=2021-04-10 03:03:53.738836, cost_time=1:19:16.456467 2021-04-10 02:41:32,175 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:41:33,861 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=0.51ms, fps=1518 images/s, loss=0.0312, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:31.364622, arrival_time=2021-04-10 02:42:05.226148, cost_time=0:00:01.686266 2021-04-10 02:41:35,335 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.92ms, fps=1738 images/s, loss=0.0325, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:27.809408, arrival_time=2021-04-10 02:42:03.144829, cost_time=0:00:03.160170 2021-04-10 02:41:36,800 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.01ms, fps=1748 images/s, loss=0.0321, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:25.593050, arrival_time=2021-04-10 02:42:02.393512, cost_time=0:00:04.625241 2021-04-10 02:41:38,254 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.0354, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:23.710752, arrival_time=2021-04-10 02:42:01.965603, cost_time=0:00:06.079666 2021-04-10 02:41:39,710 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0361, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:22.003514, arrival_time=2021-04-10 02:42:01.714334, cost_time=0:00:07.535463 2021-04-10 02:41:41,168 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.78ms, fps=1757 images/s, loss=0.0356, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:20.384496, arrival_time=2021-04-10 02:42:01.552840, cost_time=0:00:08.993142 2021-04-10 02:41:42,627 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0356, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:18.814446, arrival_time=2021-04-10 02:42:01.442109, cost_time=0:00:10.452480 2021-04-10 02:41:44,084 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.0353, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:17.269152, arrival_time=2021-04-10 02:42:01.354077, cost_time=0:00:11.909742 2021-04-10 02:41:45,543 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=2.16ms, fps=1755 images/s, loss=0.0350, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:15.745240, arrival_time=2021-04-10 02:42:01.289040, cost_time=0:00:13.368615 2021-04-10 02:41:47,008 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.59ms, fps=1749 images/s, loss=0.0351, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:14.239392, arrival_time=2021-04-10 02:42:01.247335, cost_time=0:00:14.832677 2021-04-10 02:41:48,464 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.0347, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:12.735052, arrival_time=2021-04-10 02:42:01.199262, cost_time=0:00:16.288980 2021-04-10 02:41:49,927 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.03ms, fps=1750 images/s, loss=0.0344, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:11.243288, arrival_time=2021-04-10 02:42:01.171048, cost_time=0:00:17.752565 2021-04-10 02:41:51,392 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.49ms, fps=1749 images/s, loss=0.0337, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:09.756186, arrival_time=2021-04-10 02:42:01.148143, cost_time=0:00:19.216734 2021-04-10 02:41:52,853 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.0334, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:08.271200, arrival_time=2021-04-10 02:42:01.124427, cost_time=0:00:20.678044 2021-04-10 02:41:54,308 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.58ms, fps=1759 images/s, loss=0.0334, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:06.787668, arrival_time=2021-04-10 02:42:01.096579, cost_time=0:00:22.133683 2021-04-10 02:41:55,763 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0334, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:05.307372, arrival_time=2021-04-10 02:42:01.070849, cost_time=0:00:23.588292 2021-04-10 02:41:57,217 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.72ms, fps=1761 images/s, loss=0.0336, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:03.829982, arrival_time=2021-04-10 02:42:01.047286, cost_time=0:00:25.042124 2021-04-10 02:41:58,677 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.0337, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:02.355792, arrival_time=2021-04-10 02:42:01.033664, cost_time=0:00:26.502692 2021-04-10 02:42:00,137 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.21ms, fps=1754 images/s, loss=0.0336, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00.883020, arrival_time=2021-04-10 02:42:01.020574, cost_time=0:00:27.962367 2021-04-10 02:42:00,942 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=2.23ms, fps=1692 images/s, loss=0.0336, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:00.942001, cost_time=0:00:28.766675 2021-04-10 02:42:01,352 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.31ms, fps=6268 images/s, loss=0.3700, top1-acc=91.56%, top5-acc=99.77%, remaining_time=0:00:01.225290, arrival_time=2021-04-10 02:42:02.578016, cost_time=0:00:00.408429 2021-04-10 02:42:01,649 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=3.19ms, fps=8637 images/s, loss=0.3515, top1-acc=91.72%, top5-acc=99.71%, remaining_time=0:00:00.705300, arrival_time=2021-04-10 02:42:02.354901, cost_time=0:00:00.705303 2021-04-10 02:42:01,940 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.38ms, fps=8807 images/s, loss=0.3448, top1-acc=91.64%, top5-acc=99.69%, remaining_time=0:00:00.332150, arrival_time=2021-04-10 02:42:02.272860, cost_time=0:00:00.996455 2021-04-10 02:42:02,212 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=8554 images/s, loss=0.3290, top1-acc=91.77%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:02.212269, cost_time=0:00:01.268037 2021-04-10 02:42:02,266 INFO : Epoch=0157 complete, best val top1-acc=92.15%, top5-acc=99.72% (epoch=156), remaining_time=0:21:50.965510, arrival_time=2021-04-10 03:03:53.231740, cost_time=1:19:46.548539 2021-04-10 02:42:02,267 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:42:03,914 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.38ms, fps=1554 images/s, loss=0.0289, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:30.642198, arrival_time=2021-04-10 02:42:34.556852, cost_time=0:00:01.647432 2021-04-10 02:42:05,377 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.58ms, fps=1751 images/s, loss=0.0292, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:27.368528, arrival_time=2021-04-10 02:42:32.745862, cost_time=0:00:03.110055 2021-04-10 02:42:06,845 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.0295, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:25.332762, arrival_time=2021-04-10 02:42:32.178170, cost_time=0:00:04.578196 2021-04-10 02:42:08,301 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.0288, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:23.534004, arrival_time=2021-04-10 02:42:31.835595, cost_time=0:00:06.034356 2021-04-10 02:42:09,755 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.0289, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:21.866274, arrival_time=2021-04-10 02:42:31.622011, cost_time=0:00:07.488454 2021-04-10 02:42:11,203 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.42ms, fps=1769 images/s, loss=0.0277, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:20.255296, arrival_time=2021-04-10 02:42:31.458681, cost_time=0:00:08.936183 2021-04-10 02:42:12,651 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.0275, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:18.691974, arrival_time=2021-04-10 02:42:31.343584, cost_time=0:00:10.384411 2021-04-10 02:42:14,101 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0269, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:17.159648, arrival_time=2021-04-10 02:42:31.261096, cost_time=0:00:11.834254 2021-04-10 02:42:15,555 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0268, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:15.651218, arrival_time=2021-04-10 02:42:31.207159, cost_time=0:00:13.288747 2021-04-10 02:42:17,006 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.83ms, fps=1765 images/s, loss=0.0272, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:14.149920, arrival_time=2021-04-10 02:42:31.156667, cost_time=0:00:14.739486 2021-04-10 02:42:18,462 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.0274, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:12.661522, arrival_time=2021-04-10 02:42:31.123659, cost_time=0:00:16.194919 2021-04-10 02:42:19,916 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0272, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:11.177700, arrival_time=2021-04-10 02:42:31.093907, cost_time=0:00:17.649009 2021-04-10 02:42:21,370 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.89ms, fps=1761 images/s, loss=0.0270, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:09.698568, arrival_time=2021-04-10 02:42:31.068984, cost_time=0:00:19.103179 2021-04-10 02:42:22,823 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.0268, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:08.222592, arrival_time=2021-04-10 02:42:31.046269, cost_time=0:00:20.556487 2021-04-10 02:42:24,287 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.90ms, fps=1749 images/s, loss=0.0269, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:06.752938, arrival_time=2021-04-10 02:42:31.040572, cost_time=0:00:22.020400 2021-04-10 02:42:25,744 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.0276, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:05.282460, arrival_time=2021-04-10 02:42:31.027200, cost_time=0:00:23.477542 2021-04-10 02:42:27,202 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0276, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:03.813680, arrival_time=2021-04-10 02:42:31.016518, cost_time=0:00:24.935593 2021-04-10 02:42:28,664 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=0.0281, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:02.346384, arrival_time=2021-04-10 02:42:31.010480, cost_time=0:00:26.396902 2021-04-10 02:42:30,125 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.65ms, fps=1753 images/s, loss=0.0292, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:00.879720, arrival_time=2021-04-10 02:42:31.004833, cost_time=0:00:27.857881 2021-04-10 02:42:30,922 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.93ms, fps=1706 images/s, loss=0.0295, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:30.922900, cost_time=0:00:28.655676 2021-04-10 02:42:31,344 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=2.62ms, fps=6104 images/s, loss=0.3549, top1-acc=92.07%, top5-acc=99.77%, remaining_time=0:00:01.258170, arrival_time=2021-04-10 02:42:32.602432, cost_time=0:00:00.419387 2021-04-10 02:42:31,634 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=2.75ms, fps=8822 images/s, loss=0.3362, top1-acc=92.19%, top5-acc=99.67%, remaining_time=0:00:00.709980, arrival_time=2021-04-10 02:42:32.344824, cost_time=0:00:00.709983 2021-04-10 02:42:31,925 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.42ms, fps=8812 images/s, loss=0.3208, top1-acc=92.17%, top5-acc=99.71%, remaining_time=0:00:00.333610, arrival_time=2021-04-10 02:42:32.259310, cost_time=0:00:01.000831 2021-04-10 02:42:32,199 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.07ms, fps=8504 images/s, loss=0.3223, top1-acc=92.15%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:32.198923, cost_time=0:00:01.274012 2021-04-10 02:42:32,258 INFO : Epoch=0158 complete, best val top1-acc=92.15%, top5-acc=99.72% (epoch=156), remaining_time=0:21:20.346228, arrival_time=2021-04-10 03:03:52.604542, cost_time=1:20:16.540617 2021-04-10 02:42:32,259 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:42:33,903 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.38ms, fps=1557 images/s, loss=0.0333, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:30.582678, arrival_time=2021-04-10 02:43:04.486243, cost_time=0:00:01.644229 2021-04-10 02:42:35,374 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=0.0370, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:27.410240, arrival_time=2021-04-10 02:43:02.784529, cost_time=0:00:03.114796 2021-04-10 02:42:36,829 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.0357, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:25.287942, arrival_time=2021-04-10 02:43:02.117407, cost_time=0:00:04.570096 2021-04-10 02:42:38,289 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0348, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:23.516220, arrival_time=2021-04-10 02:43:01.805425, cost_time=0:00:06.029815 2021-04-10 02:42:39,748 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0338, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:21.868026, arrival_time=2021-04-10 02:43:01.616438, cost_time=0:00:07.489053 2021-04-10 02:42:41,210 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=0.0327, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:20.290112, arrival_time=2021-04-10 02:43:01.500950, cost_time=0:00:08.951521 2021-04-10 02:42:42,661 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.65ms, fps=1765 images/s, loss=0.0312, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:18.723978, arrival_time=2021-04-10 02:43:01.385538, cost_time=0:00:10.402234 2021-04-10 02:42:44,124 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=2.00ms, fps=1750 images/s, loss=0.0309, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:17.205120, arrival_time=2021-04-10 02:43:01.330046, cost_time=0:00:11.865591 2021-04-10 02:42:45,589 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.78ms, fps=1748 images/s, loss=0.0297, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:15.700296, arrival_time=2021-04-10 02:43:01.290088, cost_time=0:00:13.330400 2021-04-10 02:42:47,046 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.0297, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:14.196000, arrival_time=2021-04-10 02:43:01.242800, cost_time=0:00:14.787451 2021-04-10 02:42:48,508 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0298, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:12.703748, arrival_time=2021-04-10 02:43:01.212019, cost_time=0:00:16.248930 2021-04-10 02:42:49,971 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.0293, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:11.217448, arrival_time=2021-04-10 02:43:01.188534, cost_time=0:00:17.711760 2021-04-10 02:42:51,428 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.0294, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:09.731832, arrival_time=2021-04-10 02:43:01.159891, cost_time=0:00:19.168736 2021-04-10 02:42:52,884 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.87ms, fps=1759 images/s, loss=0.0294, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:08.249920, arrival_time=2021-04-10 02:43:01.133978, cost_time=0:00:20.624732 2021-04-10 02:42:54,338 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.0291, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:06.770786, arrival_time=2021-04-10 02:43:01.108762, cost_time=0:00:22.078644 2021-04-10 02:42:55,789 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.63ms, fps=1764 images/s, loss=0.0294, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:05.294268, arrival_time=2021-04-10 02:43:01.083730, cost_time=0:00:23.530111 2021-04-10 02:42:57,247 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0296, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:03.821714, arrival_time=2021-04-10 02:43:01.069223, cost_time=0:00:24.988184 2021-04-10 02:42:58,701 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.0296, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:02.350432, arrival_time=2021-04-10 02:43:01.052087, cost_time=0:00:26.442272 2021-04-10 02:43:00,157 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=2.04ms, fps=1759 images/s, loss=0.0297, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:00.881004, arrival_time=2021-04-10 02:43:01.038783, cost_time=0:00:27.898402 2021-04-10 02:43:00,943 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.33ms, fps=1733 images/s, loss=0.0299, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:00.943243, cost_time=0:00:28.683911 2021-04-10 02:43:01,310 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.95ms, fps=7000 images/s, loss=0.2956, top1-acc=92.85%, top5-acc=99.84%, remaining_time=0:00:01.097100, arrival_time=2021-04-10 02:43:02.407471, cost_time=0:00:00.365703 2021-04-10 02:43:01,605 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=2.07ms, fps=8689 images/s, loss=0.3005, top1-acc=92.68%, top5-acc=99.79%, remaining_time=0:00:00.660740, arrival_time=2021-04-10 02:43:02.266165, cost_time=0:00:00.660734 2021-04-10 02:43:01,907 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.94ms, fps=8478 images/s, loss=0.2941, top1-acc=92.92%, top5-acc=99.78%, remaining_time=0:00:00.321060, arrival_time=2021-04-10 02:43:02.228939, cost_time=0:00:00.963173 2021-04-10 02:43:02,196 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=8052 images/s, loss=0.2916, top1-acc=92.75%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:02.196489, cost_time=0:00:01.251827 2021-04-10 02:43:02,529 INFO : Epoch=0159 complete, best val top1-acc=92.75%, top5-acc=99.79% (epoch=159), remaining_time=0:20:49.806895, arrival_time=2021-04-10 03:03:52.336801, cost_time=1:20:46.812176 2021-04-10 02:43:02,531 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:43:04,177 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.48ms, fps=1555 images/s, loss=0.0233, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:30.620994, arrival_time=2021-04-10 02:43:34.798538, cost_time=0:00:01.646288 2021-04-10 02:43:05,643 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.45ms, fps=1748 images/s, loss=0.0258, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.384016, arrival_time=2021-04-10 02:43:33.027012, cost_time=0:00:03.111829 2021-04-10 02:43:07,112 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.47ms, fps=1743 images/s, loss=0.0234, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:25.348034, arrival_time=2021-04-10 02:43:32.460261, cost_time=0:00:04.580977 2021-04-10 02:43:08,568 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0233, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:23.543676, arrival_time=2021-04-10 02:43:32.111657, cost_time=0:00:06.036824 2021-04-10 02:43:10,034 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.92ms, fps=1746 images/s, loss=0.0238, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:21.910220, arrival_time=2021-04-10 02:43:31.944950, cost_time=0:00:07.503476 2021-04-10 02:43:11,495 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.0243, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:20.318128, arrival_time=2021-04-10 02:43:31.813171, cost_time=0:00:08.963866 2021-04-10 02:43:12,949 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0244, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:18.752832, arrival_time=2021-04-10 02:43:31.702262, cost_time=0:00:10.418222 2021-04-10 02:43:14,412 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.75ms, fps=1750 images/s, loss=0.0256, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:17.227856, arrival_time=2021-04-10 02:43:31.640332, cost_time=0:00:11.881318 2021-04-10 02:43:15,868 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0255, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:15.708246, arrival_time=2021-04-10 02:43:31.576647, cost_time=0:00:13.337206 2021-04-10 02:43:17,331 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=2.13ms, fps=1750 images/s, loss=0.0254, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:14.208672, arrival_time=2021-04-10 02:43:31.540591, cost_time=0:00:14.800700 2021-04-10 02:43:18,792 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.0251, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:12.713122, arrival_time=2021-04-10 02:43:31.505250, cost_time=0:00:16.260944 2021-04-10 02:43:20,247 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.0254, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:11.220412, arrival_time=2021-04-10 02:43:31.468017, cost_time=0:00:17.716434 2021-04-10 02:43:21,698 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.48ms, fps=1764 images/s, loss=0.0253, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.731304, arrival_time=2021-04-10 02:43:31.430172, cost_time=0:00:19.167713 2021-04-10 02:43:23,161 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.82ms, fps=1751 images/s, loss=0.0255, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:08.252216, arrival_time=2021-04-10 02:43:31.413903, cost_time=0:00:20.630530 2021-04-10 02:43:24,613 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.0255, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:06.771936, arrival_time=2021-04-10 02:43:31.385488, cost_time=0:00:22.082394 2021-04-10 02:43:26,067 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0255, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:05.295564, arrival_time=2021-04-10 02:43:31.362542, cost_time=0:00:23.535769 2021-04-10 02:43:27,525 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.0260, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:03.822624, arrival_time=2021-04-10 02:43:31.347821, cost_time=0:00:24.994038 2021-04-10 02:43:28,980 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.0261, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:02.351056, arrival_time=2021-04-10 02:43:31.331694, cost_time=0:00:26.449468 2021-04-10 02:43:30,438 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.65ms, fps=1757 images/s, loss=0.0266, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:00.881262, arrival_time=2021-04-10 02:43:31.319172, cost_time=0:00:27.906674 2021-04-10 02:43:31,231 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.49ms, fps=1716 images/s, loss=0.0268, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:31.231109, cost_time=0:00:28.699968 2021-04-10 02:43:31,658 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=3.28ms, fps=6002 images/s, loss=0.3529, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:01.279440, arrival_time=2021-04-10 02:43:32.938355, cost_time=0:00:00.426481 2021-04-10 02:43:31,957 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.20ms, fps=8594 images/s, loss=0.3407, top1-acc=91.70%, top5-acc=99.63%, remaining_time=0:00:00.724820, arrival_time=2021-04-10 02:43:32.682051, cost_time=0:00:00.724829 2021-04-10 02:43:32,250 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.58ms, fps=8753 images/s, loss=0.3316, top1-acc=92.04%, top5-acc=99.67%, remaining_time=0:00:00.339230, arrival_time=2021-04-10 02:43:32.589349, cost_time=0:00:01.017700 2021-04-10 02:43:32,520 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=8597 images/s, loss=0.3347, top1-acc=92.09%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:32.520296, cost_time=0:00:01.287929 2021-04-10 02:43:32,574 INFO : Epoch=0160 complete, best val top1-acc=92.75%, top5-acc=99.79% (epoch=159), remaining_time=0:20:19.214240, arrival_time=2021-04-10 03:03:51.788938, cost_time=1:21:16.857002 2021-04-10 02:43:32,575 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:43:34,221 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.55ms, fps=1556 images/s, loss=0.0243, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:30.608160, arrival_time=2021-04-10 02:44:04.829464, cost_time=0:00:01.645601 2021-04-10 02:43:35,673 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.67ms, fps=1764 images/s, loss=0.0241, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:27.256416, arrival_time=2021-04-10 02:44:02.929510, cost_time=0:00:03.097324 2021-04-10 02:43:37,138 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.0243, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:25.246774, arrival_time=2021-04-10 02:44:02.385243, cost_time=0:00:04.562682 2021-04-10 02:43:38,593 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0237, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:23.468952, arrival_time=2021-04-10 02:44:02.062321, cost_time=0:00:06.017692 2021-04-10 02:43:40,057 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=2.32ms, fps=1749 images/s, loss=0.0222, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.847878, arrival_time=2021-04-10 02:44:01.905792, cost_time=0:00:07.482173 2021-04-10 02:43:41,518 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=0.0219, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:20.269848, arrival_time=2021-04-10 02:44:01.788172, cost_time=0:00:08.942607 2021-04-10 02:43:42,974 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.0223, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:18.717804, arrival_time=2021-04-10 02:44:01.692269, cost_time=0:00:10.398789 2021-04-10 02:43:44,432 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.74ms, fps=1757 images/s, loss=0.0226, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:17.191780, arrival_time=2021-04-10 02:44:01.623922, cost_time=0:00:11.856428 2021-04-10 02:43:45,891 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.0224, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:15.682382, arrival_time=2021-04-10 02:44:01.573337, cost_time=0:00:13.315231 2021-04-10 02:43:47,348 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.68ms, fps=1757 images/s, loss=0.0222, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:14.182176, arrival_time=2021-04-10 02:44:01.530981, cost_time=0:00:14.773064 2021-04-10 02:43:48,811 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.94ms, fps=1751 images/s, loss=0.0222, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:12.693084, arrival_time=2021-04-10 02:44:01.504121, cost_time=0:00:16.235330 2021-04-10 02:43:50,272 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=2.10ms, fps=1753 images/s, loss=0.0229, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:11.207720, arrival_time=2021-04-10 02:44:01.479878, cost_time=0:00:17.696434 2021-04-10 02:43:51,780 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.55ms, fps=1698 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:09.749850, arrival_time=2021-04-10 02:44:01.529809, cost_time=0:00:19.204243 2021-04-10 02:43:53,239 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.0228, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:08.265488, arrival_time=2021-04-10 02:44:01.504919, cost_time=0:00:20.663666 2021-04-10 02:43:54,699 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.0230, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:06.784632, arrival_time=2021-04-10 02:44:01.484075, cost_time=0:00:22.123747 2021-04-10 02:43:56,159 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.92ms, fps=1754 images/s, loss=0.0232, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:05.306328, arrival_time=2021-04-10 02:44:01.465800, cost_time=0:00:23.583708 2021-04-10 02:43:57,615 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.58ms, fps=1759 images/s, loss=0.0237, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:03.829592, arrival_time=2021-04-10 02:44:01.444886, cost_time=0:00:25.039615 2021-04-10 02:43:59,072 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.87ms, fps=1758 images/s, loss=0.0239, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:02.355248, arrival_time=2021-04-10 02:44:01.427518, cost_time=0:00:26.496508 2021-04-10 02:44:00,535 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.68ms, fps=1750 images/s, loss=0.0239, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00.882948, arrival_time=2021-04-10 02:44:01.418793, cost_time=0:00:27.960101 2021-04-10 02:44:01,328 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.31ms, fps=1717 images/s, loss=0.0239, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:01.328574, cost_time=0:00:28.752898 2021-04-10 02:44:01,734 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=2.49ms, fps=6341 images/s, loss=0.3175, top1-acc=93.01%, top5-acc=99.65%, remaining_time=0:00:01.211040, arrival_time=2021-04-10 02:44:02.945191, cost_time=0:00:00.403678 2021-04-10 02:44:02,047 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.27ms, fps=8187 images/s, loss=0.2967, top1-acc=93.16%, top5-acc=99.77%, remaining_time=0:00:00.716860, arrival_time=2021-04-10 02:44:02.764176, cost_time=0:00:00.716863 2021-04-10 02:44:02,344 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.92ms, fps=8632 images/s, loss=0.2934, top1-acc=93.01%, top5-acc=99.74%, remaining_time=0:00:00.337950, arrival_time=2021-04-10 02:44:02.682272, cost_time=0:00:01.013850 2021-04-10 02:44:02,619 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=8439 images/s, loss=0.3032, top1-acc=92.86%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:02.619648, cost_time=0:00:01.289257 2021-04-10 02:44:02,723 INFO : Epoch=0161 complete, best val top1-acc=92.86%, top5-acc=99.75% (epoch=161), remaining_time=0:19:48.653661, arrival_time=2021-04-10 03:03:51.377559, cost_time=1:21:47.006192 2021-04-10 02:44:02,724 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:44:04,370 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.26ms, fps=1556 images/s, loss=0.0185, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:30.599232, arrival_time=2021-04-10 02:44:34.969381, cost_time=0:00:01.645115 2021-04-10 02:44:05,828 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.78ms, fps=1756 images/s, loss=0.0208, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:27.313264, arrival_time=2021-04-10 02:44:33.142112, cost_time=0:00:03.103785 2021-04-10 02:44:07,282 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.0213, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:25.219716, arrival_time=2021-04-10 02:44:32.502477, cost_time=0:00:04.557772 2021-04-10 02:44:08,736 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.14ms, fps=1762 images/s, loss=0.0209, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:23.444460, arrival_time=2021-04-10 02:44:32.181132, cost_time=0:00:06.011397 2021-04-10 02:44:10,199 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=0.0208, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:21.825832, arrival_time=2021-04-10 02:44:32.025407, cost_time=0:00:07.474620 2021-04-10 02:44:11,654 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0204, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:20.241016, arrival_time=2021-04-10 02:44:31.895799, cost_time=0:00:08.929844 2021-04-10 02:44:13,117 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.36ms, fps=1751 images/s, loss=0.0200, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:18.706716, arrival_time=2021-04-10 02:44:31.824312, cost_time=0:00:10.392654 2021-04-10 02:44:14,577 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0202, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:17.185864, arrival_time=2021-04-10 02:44:31.763127, cost_time=0:00:11.852322 2021-04-10 02:44:16,027 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.30ms, fps=1765 images/s, loss=0.0201, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:15.667754, arrival_time=2021-04-10 02:44:31.695633, cost_time=0:00:13.302817 2021-04-10 02:44:17,498 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.69ms, fps=1742 images/s, loss=0.0201, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:14.182368, arrival_time=2021-04-10 02:44:31.680624, cost_time=0:00:14.773293 2021-04-10 02:44:18,961 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.85ms, fps=1750 images/s, loss=0.0202, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:12.694030, arrival_time=2021-04-10 02:44:31.655521, cost_time=0:00:16.236537 2021-04-10 02:44:20,423 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=2.16ms, fps=1752 images/s, loss=0.0201, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:11.208860, arrival_time=2021-04-10 02:44:31.631959, cost_time=0:00:17.698159 2021-04-10 02:44:21,883 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.0206, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:09.726816, arrival_time=2021-04-10 02:44:31.610691, cost_time=0:00:19.158941 2021-04-10 02:44:23,344 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=7.24ms, fps=1753 images/s, loss=0.0205, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:08.247792, arrival_time=2021-04-10 02:44:31.592574, cost_time=0:00:20.619462 2021-04-10 02:44:24,818 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.87ms, fps=1738 images/s, loss=0.0203, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:06.775248, arrival_time=2021-04-10 02:44:31.593505, cost_time=0:00:22.093232 2021-04-10 02:44:26,283 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.88ms, fps=1748 images/s, loss=0.0203, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:05.300640, arrival_time=2021-04-10 02:44:31.584072, cost_time=0:00:23.558344 2021-04-10 02:44:27,745 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.0203, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:03.826628, arrival_time=2021-04-10 02:44:31.571894, cost_time=0:00:25.020302 2021-04-10 02:44:29,202 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.67ms, fps=1758 images/s, loss=0.0200, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:02.353536, arrival_time=2021-04-10 02:44:31.555685, cost_time=0:00:26.477207 2021-04-10 02:44:30,667 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.67ms, fps=1747 images/s, loss=0.0204, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00.882402, arrival_time=2021-04-10 02:44:31.550119, cost_time=0:00:27.942642 2021-04-10 02:44:31,457 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.24ms, fps=1724 images/s, loss=0.0205, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:31.457032, cost_time=0:00:28.732092 2021-04-10 02:44:31,895 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=6.05ms, fps=5859 images/s, loss=0.2760, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:01.310790, arrival_time=2021-04-10 02:44:33.206198, cost_time=0:00:00.436931 2021-04-10 02:44:32,204 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.30ms, fps=8307 images/s, loss=0.3112, top1-acc=92.52%, top5-acc=99.82%, remaining_time=0:00:00.745660, arrival_time=2021-04-10 02:44:32.949703, cost_time=0:00:00.745652 2021-04-10 02:44:32,502 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=2.00ms, fps=8600 images/s, loss=0.3101, top1-acc=92.58%, top5-acc=99.75%, remaining_time=0:00:00.347880, arrival_time=2021-04-10 02:44:32.850064, cost_time=0:00:01.043633 2021-04-10 02:44:32,775 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.07ms, fps=8511 images/s, loss=0.3134, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:32.775390, cost_time=0:00:01.317006 2021-04-10 02:44:32,832 INFO : Epoch=0162 complete, best val top1-acc=92.86%, top5-acc=99.75% (epoch=161), remaining_time=0:19:18.088646, arrival_time=2021-04-10 03:03:50.921199, cost_time=1:22:17.114834 2021-04-10 02:44:32,833 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:44:34,551 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.29ms, fps=1490 images/s, loss=0.0142, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:31.951824, arrival_time=2021-04-10 02:45:06.503403, cost_time=0:00:01.717837 2021-04-10 02:44:36,008 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.60ms, fps=1759 images/s, loss=0.0145, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:27.932608, arrival_time=2021-04-10 02:45:03.940550, cost_time=0:00:03.174166 2021-04-10 02:44:37,468 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.0163, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:25.645672, arrival_time=2021-04-10 02:45:03.114124, cost_time=0:00:04.634771 2021-04-10 02:44:38,927 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.86ms, fps=1756 images/s, loss=0.0163, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:23.764728, arrival_time=2021-04-10 02:45:02.691906, cost_time=0:00:06.093531 2021-04-10 02:44:40,382 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.0173, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:22.041620, arrival_time=2021-04-10 02:45:02.423852, cost_time=0:00:07.548499 2021-04-10 02:44:41,860 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.58ms, fps=1733 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:20.460520, arrival_time=2021-04-10 02:45:02.320910, cost_time=0:00:09.026682 2021-04-10 02:44:43,324 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=0.0173, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:18.883242, arrival_time=2021-04-10 02:45:02.207623, cost_time=0:00:10.490656 2021-04-10 02:44:44,787 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:17.333068, arrival_time=2021-04-10 02:45:02.120698, cost_time=0:00:11.953827 2021-04-10 02:44:46,253 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.0176, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.805130, arrival_time=2021-04-10 02:45:02.058224, cost_time=0:00:13.419428 2021-04-10 02:44:47,712 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.59ms, fps=1755 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.283552, arrival_time=2021-04-10 02:45:01.995912, cost_time=0:00:14.878718 2021-04-10 02:44:49,173 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=2.14ms, fps=1757 images/s, loss=0.0174, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.771774, arrival_time=2021-04-10 02:45:01.945446, cost_time=0:00:16.336043 2021-04-10 02:44:50,644 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.53ms, fps=1742 images/s, loss=0.0178, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:11.279996, arrival_time=2021-04-10 02:45:01.924314, cost_time=0:00:17.810507 2021-04-10 02:44:52,100 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.0180, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:09.781728, arrival_time=2021-04-10 02:45:01.882616, cost_time=0:00:19.267075 2021-04-10 02:44:53,607 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.61ms, fps=1740 images/s, loss=0.0181, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:08.309448, arrival_time=2021-04-10 02:45:01.916785, cost_time=0:00:20.773605 2021-04-10 02:44:55,069 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.0184, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:06.818810, arrival_time=2021-04-10 02:45:01.887840, cost_time=0:00:22.235289 2021-04-10 02:44:56,525 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.0186, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:05.330556, arrival_time=2021-04-10 02:45:01.855724, cost_time=0:00:23.691359 2021-04-10 02:44:57,980 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0186, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.845998, arrival_time=2021-04-10 02:45:01.826472, cost_time=0:00:25.146828 2021-04-10 02:44:59,444 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=0.0188, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.365376, arrival_time=2021-04-10 02:45:01.809528, cost_time=0:00:26.610438 2021-04-10 02:45:00,909 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.67ms, fps=1748 images/s, loss=0.0187, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:00.886590, arrival_time=2021-04-10 02:45:01.795584, cost_time=0:00:28.075306 2021-04-10 02:45:01,693 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.60ms, fps=1734 images/s, loss=0.0187, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:01.693630, cost_time=0:00:28.859976 2021-04-10 02:45:02,099 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.22ms, fps=6328 images/s, loss=0.3279, top1-acc=92.30%, top5-acc=99.41%, remaining_time=0:00:01.213530, arrival_time=2021-04-10 02:45:03.313139, cost_time=0:00:00.404509 2021-04-10 02:45:02,398 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.28ms, fps=8584 images/s, loss=0.3050, top1-acc=92.75%, top5-acc=99.61%, remaining_time=0:00:00.703060, arrival_time=2021-04-10 02:45:03.101283, cost_time=0:00:00.703069 2021-04-10 02:45:02,697 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.34ms, fps=8558 images/s, loss=0.3024, top1-acc=92.89%, top5-acc=99.64%, remaining_time=0:00:00.334250, arrival_time=2021-04-10 02:45:03.032095, cost_time=0:00:01.002739 2021-04-10 02:45:02,968 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=8569 images/s, loss=0.3015, top1-acc=92.76%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:02.968906, cost_time=0:00:01.273830 2021-04-10 02:45:03,069 INFO : Epoch=0163 complete, best val top1-acc=92.86%, top5-acc=99.75% (epoch=161), remaining_time=0:18:47.558424, arrival_time=2021-04-10 03:03:50.628178, cost_time=1:22:47.352029 2021-04-10 02:45:03,071 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:45:04,697 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.55ms, fps=1574 images/s, loss=0.0172, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:30.247506, arrival_time=2021-04-10 02:45:34.945250, cost_time=0:00:01.626214 2021-04-10 02:45:06,168 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.98ms, fps=1741 images/s, loss=0.0168, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:27.253248, arrival_time=2021-04-10 02:45:33.421739, cost_time=0:00:03.096951 2021-04-10 02:45:07,628 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=0.0167, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:25.215068, arrival_time=2021-04-10 02:45:32.843497, cost_time=0:00:04.556928 2021-04-10 02:45:09,086 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.0169, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:23.460372, arrival_time=2021-04-10 02:45:32.547280, cost_time=0:00:06.015476 2021-04-10 02:45:10,542 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0166, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:21.815758, arrival_time=2021-04-10 02:45:32.358417, cost_time=0:00:07.471135 2021-04-10 02:45:11,994 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.0166, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:20.226056, arrival_time=2021-04-10 02:45:32.220767, cost_time=0:00:08.923262 2021-04-10 02:45:13,447 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.46ms, fps=1763 images/s, loss=0.0160, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:18.676098, arrival_time=2021-04-10 02:45:32.123200, cost_time=0:00:10.375631 2021-04-10 02:45:14,903 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.0164, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:17.156864, arrival_time=2021-04-10 02:45:32.060639, cost_time=0:00:11.832338 2021-04-10 02:45:16,357 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.0169, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:15.647402, arrival_time=2021-04-10 02:45:32.004534, cost_time=0:00:13.285523 2021-04-10 02:45:17,809 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.74ms, fps=1763 images/s, loss=0.0172, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.148672, arrival_time=2021-04-10 02:45:31.958389, cost_time=0:00:14.738218 2021-04-10 02:45:19,274 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.89ms, fps=1749 images/s, loss=0.0172, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:12.667456, arrival_time=2021-04-10 02:45:31.941530, cost_time=0:00:16.202544 2021-04-10 02:45:20,731 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=2.34ms, fps=1758 images/s, loss=0.0174, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:11.184388, arrival_time=2021-04-10 02:45:31.915471, cost_time=0:00:17.659600 2021-04-10 02:45:22,189 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0171, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:09.706158, arrival_time=2021-04-10 02:45:31.895825, cost_time=0:00:19.118204 2021-04-10 02:45:23,641 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.0171, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:08.228136, arrival_time=2021-04-10 02:45:31.869928, cost_time=0:00:20.570357 2021-04-10 02:45:25,101 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.66ms, fps=1755 images/s, loss=0.0172, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:06.755744, arrival_time=2021-04-10 02:45:31.856782, cost_time=0:00:22.029606 2021-04-10 02:45:26,558 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0169, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:05.284656, arrival_time=2021-04-10 02:45:31.843536, cost_time=0:00:23.487438 2021-04-10 02:45:28,009 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.40ms, fps=1765 images/s, loss=0.0167, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:03.814070, arrival_time=2021-04-10 02:45:31.823727, cost_time=0:00:24.938230 2021-04-10 02:45:29,484 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.39ms, fps=1736 images/s, loss=0.0165, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.347808, arrival_time=2021-04-10 02:45:31.832089, cost_time=0:00:26.412850 2021-04-10 02:45:30,939 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.27ms, fps=1760 images/s, loss=0.0164, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00.880026, arrival_time=2021-04-10 02:45:31.819083, cost_time=0:00:27.867572 2021-04-10 02:45:31,739 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.45ms, fps=1699 images/s, loss=0.0164, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:31.739755, cost_time=0:00:28.668289 2021-04-10 02:45:32,122 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.35ms, fps=6725 images/s, loss=0.3045, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:01.141950, arrival_time=2021-04-10 02:45:33.264485, cost_time=0:00:00.380646 2021-04-10 02:45:32,423 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.51ms, fps=8513 images/s, loss=0.3112, top1-acc=92.66%, top5-acc=99.73%, remaining_time=0:00:00.682000, arrival_time=2021-04-10 02:45:33.105824, cost_time=0:00:00.681998 2021-04-10 02:45:32,714 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.51ms, fps=8814 images/s, loss=0.3076, top1-acc=92.86%, top5-acc=99.73%, remaining_time=0:00:00.324260, arrival_time=2021-04-10 02:45:33.038857, cost_time=0:00:00.972770 2021-04-10 02:45:32,985 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=8560 images/s, loss=0.3076, top1-acc=93.06%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:32.985953, cost_time=0:00:01.244148 2021-04-10 02:45:33,094 INFO : Epoch=0164 complete, best val top1-acc=93.06%, top5-acc=99.75% (epoch=164), remaining_time=0:18:16.985160, arrival_time=2021-04-10 03:03:50.079772, cost_time=1:23:17.376899 2021-04-10 02:45:33,095 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:45:34,734 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.45ms, fps=1562 images/s, loss=0.0148, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:30.484842, arrival_time=2021-04-10 02:46:05.219517, cost_time=0:00:01.638972 2021-04-10 02:45:36,203 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.0152, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:27.346528, arrival_time=2021-04-10 02:46:03.549785, cost_time=0:00:03.107562 2021-04-10 02:45:37,659 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:25.250924, arrival_time=2021-04-10 02:46:02.909969, cost_time=0:00:04.563419 2021-04-10 02:45:39,126 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=0.0153, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:23.519652, arrival_time=2021-04-10 02:46:02.646207, cost_time=0:00:06.030686 2021-04-10 02:45:40,591 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.56ms, fps=1749 images/s, loss=0.0155, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:21.886422, arrival_time=2021-04-10 02:46:02.477416, cost_time=0:00:07.495360 2021-04-10 02:45:42,048 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.0152, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:20.292152, arrival_time=2021-04-10 02:46:02.340199, cost_time=0:00:08.952418 2021-04-10 02:45:43,501 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.0148, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:18.730782, arrival_time=2021-04-10 02:46:02.232455, cost_time=0:00:10.406018 2021-04-10 02:45:44,955 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0152, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:17.197464, arrival_time=2021-04-10 02:46:02.153400, cost_time=0:00:11.860327 2021-04-10 02:45:46,414 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=2.52ms, fps=1756 images/s, loss=0.0154, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:15.686410, arrival_time=2021-04-10 02:46:02.100804, cost_time=0:00:13.318656 2021-04-10 02:45:47,879 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:14.192256, arrival_time=2021-04-10 02:46:02.071510, cost_time=0:00:14.783626 2021-04-10 02:45:49,337 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.0147, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.697986, arrival_time=2021-04-10 02:46:02.035239, cost_time=0:00:16.241595 2021-04-10 02:45:50,794 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.0147, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:11.209468, arrival_time=2021-04-10 02:46:02.004255, cost_time=0:00:17.699176 2021-04-10 02:45:52,250 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.96ms, fps=1759 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:09.724704, arrival_time=2021-04-10 02:46:01.975029, cost_time=0:00:19.154717 2021-04-10 02:45:53,698 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.54ms, fps=1768 images/s, loss=0.0148, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:08.241128, arrival_time=2021-04-10 02:46:01.939635, cost_time=0:00:20.602854 2021-04-10 02:45:55,157 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.765542, arrival_time=2021-04-10 02:46:01.922751, cost_time=0:00:22.061596 2021-04-10 02:45:56,612 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:05.291388, arrival_time=2021-04-10 02:46:01.904314, cost_time=0:00:23.517318 2021-04-10 02:45:58,073 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.0149, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:03.820154, arrival_time=2021-04-10 02:46:01.893775, cost_time=0:00:24.977964 2021-04-10 02:45:59,543 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.0149, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:02.350912, arrival_time=2021-04-10 02:46:01.894212, cost_time=0:00:26.447690 2021-04-10 02:46:01,006 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=0.0151, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:00.881394, arrival_time=2021-04-10 02:46:01.888009, cost_time=0:00:27.910883 2021-04-10 02:46:01,808 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.65ms, fps=1697 images/s, loss=0.0151, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:01.808387, cost_time=0:00:28.712783 2021-04-10 02:46:02,228 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.43ms, fps=6109 images/s, loss=0.2737, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:01.257120, arrival_time=2021-04-10 02:46:03.485985, cost_time=0:00:00.419040 2021-04-10 02:46:02,532 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.21ms, fps=8456 images/s, loss=0.2884, top1-acc=92.95%, top5-acc=99.80%, remaining_time=0:00:00.722440, arrival_time=2021-04-10 02:46:03.254624, cost_time=0:00:00.722437 2021-04-10 02:46:02,831 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.37ms, fps=8571 images/s, loss=0.2906, top1-acc=92.96%, top5-acc=99.82%, remaining_time=0:00:00.340480, arrival_time=2021-04-10 02:46:03.171671, cost_time=0:00:01.021449 2021-04-10 02:46:03,102 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.08ms, fps=8557 images/s, loss=0.2918, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:03.102653, cost_time=0:00:01.292919 2021-04-10 02:46:03,182 INFO : Epoch=0165 complete, best val top1-acc=93.06%, top5-acc=99.75% (epoch=164), remaining_time=0:17:46.432010, arrival_time=2021-04-10 03:03:49.614904, cost_time=1:23:47.465170 2021-04-10 02:46:03,184 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:46:04,826 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.23ms, fps=1560 images/s, loss=0.0110, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:30.531528, arrival_time=2021-04-10 02:46:35.357584, cost_time=0:00:01.641481 2021-04-10 02:46:06,281 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0133, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:27.249552, arrival_time=2021-04-10 02:46:33.530869, cost_time=0:00:03.096549 2021-04-10 02:46:07,742 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.89ms, fps=1753 images/s, loss=0.0131, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:25.221044, arrival_time=2021-04-10 02:46:32.963710, cost_time=0:00:04.558017 2021-04-10 02:46:09,209 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.73ms, fps=1746 images/s, loss=0.0122, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:23.497656, arrival_time=2021-04-10 02:46:32.707442, cost_time=0:00:06.025050 2021-04-10 02:46:10,670 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.33ms, fps=1753 images/s, loss=0.0122, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.859120, arrival_time=2021-04-10 02:46:32.529713, cost_time=0:00:07.486015 2021-04-10 02:46:12,129 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.0117, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:20.275832, arrival_time=2021-04-10 02:46:32.405674, cost_time=0:00:08.945206 2021-04-10 02:46:13,587 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.0118, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:18.725616, arrival_time=2021-04-10 02:46:32.313375, cost_time=0:00:10.403147 2021-04-10 02:46:15,042 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.76ms, fps=1761 images/s, loss=0.0120, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.193288, arrival_time=2021-04-10 02:46:32.235383, cost_time=0:00:11.857472 2021-04-10 02:46:16,504 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.0119, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:15.687470, arrival_time=2021-04-10 02:46:32.191618, cost_time=0:00:13.319568 2021-04-10 02:46:17,952 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.59ms, fps=1768 images/s, loss=0.0121, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.177088, arrival_time=2021-04-10 02:46:32.129482, cost_time=0:00:14.767820 2021-04-10 02:46:19,427 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.81ms, fps=1736 images/s, loss=0.0121, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.699104, arrival_time=2021-04-10 02:46:32.126840, cost_time=0:00:16.243047 2021-04-10 02:46:20,890 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=2.25ms, fps=1751 images/s, loss=0.0125, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:11.213420, arrival_time=2021-04-10 02:46:32.103544, cost_time=0:00:17.705379 2021-04-10 02:46:22,349 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.84ms, fps=1755 images/s, loss=0.0122, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.729984, arrival_time=2021-04-10 02:46:32.079874, cost_time=0:00:19.165060 2021-04-10 02:46:23,808 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=0.0120, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:08.249528, arrival_time=2021-04-10 02:46:32.058002, cost_time=0:00:20.623825 2021-04-10 02:46:25,272 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.0123, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.773592, arrival_time=2021-04-10 02:46:32.045898, cost_time=0:00:22.087731 2021-04-10 02:46:26,730 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.0124, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.297832, arrival_time=2021-04-10 02:46:32.028499, cost_time=0:00:23.545978 2021-04-10 02:46:28,195 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=0.0124, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.825120, arrival_time=2021-04-10 02:46:32.020230, cost_time=0:00:25.010482 2021-04-10 02:46:29,649 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0126, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:02.352400, arrival_time=2021-04-10 02:46:32.001430, cost_time=0:00:26.464458 2021-04-10 02:46:31,103 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00.881646, arrival_time=2021-04-10 02:46:31.985054, cost_time=0:00:27.918834 2021-04-10 02:46:31,888 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.32ms, fps=1733 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:31.888580, cost_time=0:00:28.704008 2021-04-10 02:46:32,266 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.41ms, fps=6808 images/s, loss=0.2717, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:01.128060, arrival_time=2021-04-10 02:46:33.394042, cost_time=0:00:00.376021 2021-04-10 02:46:32,627 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=2.77ms, fps=7099 images/s, loss=0.2925, top1-acc=93.07%, top5-acc=99.79%, remaining_time=0:00:00.737100, arrival_time=2021-04-10 02:46:33.364147, cost_time=0:00:00.737094 2021-04-10 02:46:32,928 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.28ms, fps=8512 images/s, loss=0.3044, top1-acc=92.92%, top5-acc=99.80%, remaining_time=0:00:00.346120, arrival_time=2021-04-10 02:46:33.274390, cost_time=0:00:01.038360 2021-04-10 02:46:33,201 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=8516 images/s, loss=0.3104, top1-acc=92.74%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:33.201089, cost_time=0:00:01.311121 2021-04-10 02:46:33,256 INFO : Epoch=0166 complete, best val top1-acc=93.06%, top5-acc=99.75% (epoch=164), remaining_time=0:17:15.881366, arrival_time=2021-04-10 03:03:49.137532, cost_time=1:24:17.538470 2021-04-10 02:46:33,257 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:46:34,893 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.43ms, fps=1565 images/s, loss=0.0131, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:30.428298, arrival_time=2021-04-10 02:47:05.321446, cost_time=0:00:01.635928 2021-04-10 02:46:36,358 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.00ms, fps=1748 images/s, loss=0.0135, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:27.285456, arrival_time=2021-04-10 02:47:03.643442, cost_time=0:00:03.100626 2021-04-10 02:46:37,818 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=2.72ms, fps=1753 images/s, loss=0.0126, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:25.240300, arrival_time=2021-04-10 02:47:03.058991, cost_time=0:00:04.561498 2021-04-10 02:46:39,276 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.93ms, fps=1757 images/s, loss=0.0133, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:23.473944, arrival_time=2021-04-10 02:47:02.750158, cost_time=0:00:06.018959 2021-04-10 02:46:40,737 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=2.36ms, fps=1753 images/s, loss=0.0136, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:21.841892, arrival_time=2021-04-10 02:47:02.579205, cost_time=0:00:07.480086 2021-04-10 02:46:42,204 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=0.0147, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:20.280320, arrival_time=2021-04-10 02:47:02.484780, cost_time=0:00:08.947222 2021-04-10 02:46:43,665 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=0.0144, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:18.733932, arrival_time=2021-04-10 02:47:02.398893, cost_time=0:00:10.407720 2021-04-10 02:46:45,130 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.51ms, fps=1747 images/s, loss=0.0140, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:17.216836, arrival_time=2021-04-10 02:47:02.347714, cost_time=0:00:11.873690 2021-04-10 02:46:46,592 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=0.0136, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:15.706126, arrival_time=2021-04-10 02:47:02.298824, cost_time=0:00:13.335430 2021-04-10 02:46:48,052 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.0138, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:14.202912, arrival_time=2021-04-10 02:47:02.254923, cost_time=0:00:14.794741 2021-04-10 02:46:49,512 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.0140, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:12.708994, arrival_time=2021-04-10 02:47:02.221877, cost_time=0:00:16.255672 2021-04-10 02:46:50,973 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.88ms, fps=1753 images/s, loss=0.0140, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:11.220640, arrival_time=2021-04-10 02:47:02.194574, cost_time=0:00:17.716741 2021-04-10 02:46:52,441 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.95ms, fps=1745 images/s, loss=0.0140, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:09.739686, arrival_time=2021-04-10 02:47:02.181049, cost_time=0:00:19.184177 2021-04-10 02:46:53,908 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.98ms, fps=1746 images/s, loss=0.0139, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:08.260392, arrival_time=2021-04-10 02:47:02.168688, cost_time=0:00:20.650950 2021-04-10 02:46:55,376 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.0138, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:06.783114, arrival_time=2021-04-10 02:47:02.159256, cost_time=0:00:22.118855 2021-04-10 02:46:56,834 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.68ms, fps=1756 images/s, loss=0.0139, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:05.304888, arrival_time=2021-04-10 02:47:02.139356, cost_time=0:00:23.577208 2021-04-10 02:46:58,298 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.0137, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:03.829878, arrival_time=2021-04-10 02:47:02.128615, cost_time=0:00:25.041544 2021-04-10 02:46:59,755 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.0136, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:02.355408, arrival_time=2021-04-10 02:47:02.111017, cost_time=0:00:26.498270 2021-04-10 02:47:01,226 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.0134, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00.883224, arrival_time=2021-04-10 02:47:02.109214, cost_time=0:00:27.968780 2021-04-10 02:47:02,023 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.80ms, fps=1706 images/s, loss=0.0133, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:02.023539, cost_time=0:00:28.766300 2021-04-10 02:47:02,396 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.37ms, fps=6909 images/s, loss=0.3247, top1-acc=92.50%, top5-acc=99.61%, remaining_time=0:00:01.111560, arrival_time=2021-04-10 02:47:03.507797, cost_time=0:00:00.370515 2021-04-10 02:47:02,727 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.37ms, fps=7737 images/s, loss=0.2931, top1-acc=92.83%, top5-acc=99.69%, remaining_time=0:00:00.701780, arrival_time=2021-04-10 02:47:03.429347, cost_time=0:00:00.701771 2021-04-10 02:47:03,030 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.44ms, fps=8484 images/s, loss=0.3021, top1-acc=92.73%, top5-acc=99.70%, remaining_time=0:00:00.334660, arrival_time=2021-04-10 02:47:03.364704, cost_time=0:00:01.003992 2021-04-10 02:47:03,306 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=8428 images/s, loss=0.2952, top1-acc=93.04%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:03.306061, cost_time=0:00:01.280359 2021-04-10 02:47:03,360 INFO : Epoch=0167 complete, best val top1-acc=93.06%, top5-acc=99.75% (epoch=164), remaining_time=0:16:45.342558, arrival_time=2021-04-10 03:03:48.702813, cost_time=1:24:47.642560 2021-04-10 02:47:03,361 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:47:04,996 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.27ms, fps=1566 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:30.406350, arrival_time=2021-04-10 02:47:35.402471, cost_time=0:00:01.634754 2021-04-10 02:47:06,454 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.76ms, fps=1756 images/s, loss=0.0113, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:27.219632, arrival_time=2021-04-10 02:47:33.674110, cost_time=0:00:03.093140 2021-04-10 02:47:07,908 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.76ms, fps=1761 images/s, loss=0.0108, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:25.159790, arrival_time=2021-04-10 02:47:33.068044, cost_time=0:00:04.546939 2021-04-10 02:47:09,367 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.67ms, fps=1755 images/s, loss=0.0107, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:23.423244, arrival_time=2021-04-10 02:47:32.790475, cost_time=0:00:06.005960 2021-04-10 02:47:10,832 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.59ms, fps=1747 images/s, loss=0.0109, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.816634, arrival_time=2021-04-10 02:47:32.649451, cost_time=0:00:07.471463 2021-04-10 02:47:12,291 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:20.241968, arrival_time=2021-04-10 02:47:32.533578, cost_time=0:00:08.930283 2021-04-10 02:47:13,759 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=2.03ms, fps=1745 images/s, loss=0.0109, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:18.716796, arrival_time=2021-04-10 02:47:32.476314, cost_time=0:00:10.398198 2021-04-10 02:47:15,222 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.75ms, fps=1750 images/s, loss=0.0108, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:17.198740, arrival_time=2021-04-10 02:47:32.421216, cost_time=0:00:11.861204 2021-04-10 02:47:16,696 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.50ms, fps=1738 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.705384, arrival_time=2021-04-10 02:47:32.401457, cost_time=0:00:13.334802 2021-04-10 02:47:18,157 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.0102, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.204640, arrival_time=2021-04-10 02:47:32.362524, cost_time=0:00:14.796522 2021-04-10 02:47:19,614 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.0103, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.707102, arrival_time=2021-04-10 02:47:32.321692, cost_time=0:00:16.253313 2021-04-10 02:47:21,077 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.220488, arrival_time=2021-04-10 02:47:32.298351, cost_time=0:00:17.716586 2021-04-10 02:47:22,535 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.82ms, fps=1757 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:09.734670, arrival_time=2021-04-10 02:47:32.270340, cost_time=0:00:19.174396 2021-04-10 02:47:23,990 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0103, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.251656, arrival_time=2021-04-10 02:47:32.242013, cost_time=0:00:20.629082 2021-04-10 02:47:25,443 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.0105, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.771752, arrival_time=2021-04-10 02:47:32.214860, cost_time=0:00:22.081829 2021-04-10 02:47:26,924 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.82ms, fps=1729 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.301684, arrival_time=2021-04-10 02:47:32.225932, cost_time=0:00:23.562974 2021-04-10 02:47:28,378 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.826108, arrival_time=2021-04-10 02:47:32.204307, cost_time=0:00:25.016879 2021-04-10 02:47:29,831 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.66ms, fps=1762 images/s, loss=0.0103, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.352912, arrival_time=2021-04-10 02:47:32.184484, cost_time=0:00:26.470301 2021-04-10 02:47:31,286 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.62ms, fps=1760 images/s, loss=0.0107, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.881844, arrival_time=2021-04-10 02:47:32.168278, cost_time=0:00:27.925042 2021-04-10 02:47:32,073 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.0107, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:32.073662, cost_time=0:00:28.712396 2021-04-10 02:47:32,463 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.20ms, fps=6597 images/s, loss=0.3148, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:00:01.164180, arrival_time=2021-04-10 02:47:33.627355, cost_time=0:00:00.388060 2021-04-10 02:47:32,772 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=3.31ms, fps=8297 images/s, loss=0.3205, top1-acc=92.64%, top5-acc=99.77%, remaining_time=0:00:00.697040, arrival_time=2021-04-10 02:47:33.469248, cost_time=0:00:00.697039 2021-04-10 02:47:33,074 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.51ms, fps=8475 images/s, loss=0.3145, top1-acc=92.64%, top5-acc=99.73%, remaining_time=0:00:00.333260, arrival_time=2021-04-10 02:47:33.408169, cost_time=0:00:00.999778 2021-04-10 02:47:33,350 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=8436 images/s, loss=0.3182, top1-acc=92.65%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:33.350356, cost_time=0:00:01.275296 2021-04-10 02:47:33,413 INFO : Epoch=0168 complete, best val top1-acc=93.06%, top5-acc=99.75% (epoch=164), remaining_time=0:16:14.799200, arrival_time=2021-04-10 03:03:48.212633, cost_time=1:25:17.695728 2021-04-10 02:47:33,414 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:47:35,042 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.22ms, fps=1573 images/s, loss=0.0132, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:30.272430, arrival_time=2021-04-10 02:48:05.314421, cost_time=0:00:01.627550 2021-04-10 02:47:36,508 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.34ms, fps=1746 images/s, loss=0.0107, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.231424, arrival_time=2021-04-10 02:48:03.740372, cost_time=0:00:03.094487 2021-04-10 02:47:37,972 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.88ms, fps=1750 images/s, loss=0.0103, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:25.217724, arrival_time=2021-04-10 02:48:03.189695, cost_time=0:00:04.557428 2021-04-10 02:47:39,434 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=2.10ms, fps=1751 images/s, loss=0.0092, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.478468, arrival_time=2021-04-10 02:48:02.913114, cost_time=0:00:06.020107 2021-04-10 02:47:40,893 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.81ms, fps=1756 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.838096, arrival_time=2021-04-10 02:48:02.731335, cost_time=0:00:07.478776 2021-04-10 02:47:42,351 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.257472, arrival_time=2021-04-10 02:48:02.609018, cost_time=0:00:08.937093 2021-04-10 02:47:43,807 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.0091, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:18.707850, arrival_time=2021-04-10 02:48:02.515658, cost_time=0:00:10.393274 2021-04-10 02:47:45,267 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0091, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:17.187140, arrival_time=2021-04-10 02:48:02.454877, cost_time=0:00:11.853224 2021-04-10 02:47:46,738 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.83ms, fps=1741 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:15.692664, arrival_time=2021-04-10 02:48:02.431084, cost_time=0:00:13.323939 2021-04-10 02:47:48,199 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.70ms, fps=1753 images/s, loss=0.0100, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.193600, arrival_time=2021-04-10 02:48:02.393082, cost_time=0:00:14.784986 2021-04-10 02:47:49,663 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.96ms, fps=1750 images/s, loss=0.0099, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.703576, arrival_time=2021-04-10 02:48:02.366918, cost_time=0:00:16.248766 2021-04-10 02:47:51,116 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.0099, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.210988, arrival_time=2021-04-10 02:48:02.327032, cost_time=0:00:17.701510 2021-04-10 02:47:52,578 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.79ms, fps=1751 images/s, loss=0.0099, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:09.729588, arrival_time=2021-04-10 02:48:02.308402, cost_time=0:00:19.164338 2021-04-10 02:47:54,039 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.0099, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:08.250032, arrival_time=2021-04-10 02:48:02.289526, cost_time=0:00:20.625034 2021-04-10 02:47:55,494 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.98ms, fps=1760 images/s, loss=0.0099, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.771200, arrival_time=2021-04-10 02:48:02.265634, cost_time=0:00:22.079985 2021-04-10 02:47:56,950 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.0102, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:05.295600, arrival_time=2021-04-10 02:48:02.246001, cost_time=0:00:23.535955 2021-04-10 02:47:58,405 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0102, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.822130, arrival_time=2021-04-10 02:48:02.227423, cost_time=0:00:24.990800 2021-04-10 02:47:59,864 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=2.29ms, fps=1755 images/s, loss=0.0101, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.351104, arrival_time=2021-04-10 02:48:02.215591, cost_time=0:00:26.449998 2021-04-10 02:48:01,332 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.56ms, fps=1745 images/s, loss=0.0102, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.881604, arrival_time=2021-04-10 02:48:02.213748, cost_time=0:00:27.917540 2021-04-10 02:48:02,134 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.69ms, fps=1697 images/s, loss=0.0101, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:02.134484, cost_time=0:00:28.719997 2021-04-10 02:48:02,528 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=2.09ms, fps=6541 images/s, loss=0.2640, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:01.174080, arrival_time=2021-04-10 02:48:03.702137, cost_time=0:00:00.391360 2021-04-10 02:48:02,858 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=7.19ms, fps=7769 images/s, loss=0.2972, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:00.721300, arrival_time=2021-04-10 02:48:03.579442, cost_time=0:00:00.721300 2021-04-10 02:48:03,166 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.31ms, fps=8316 images/s, loss=0.2853, top1-acc=93.24%, top5-acc=99.79%, remaining_time=0:00:00.343330, arrival_time=2021-04-10 02:48:03.509997, cost_time=0:00:01.029995 2021-04-10 02:48:03,437 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.07ms, fps=8565 images/s, loss=0.3005, top1-acc=93.10%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:03.437895, cost_time=0:00:01.301244 2021-04-10 02:48:03,542 INFO : Epoch=0169 complete, best val top1-acc=93.10%, top5-acc=99.77% (epoch=169), remaining_time=0:15:44.275562, arrival_time=2021-04-10 03:03:47.818110, cost_time=1:25:47.824843 2021-04-10 02:48:03,543 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:48:05,176 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.35ms, fps=1568 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.360966, arrival_time=2021-04-10 02:48:35.536914, cost_time=0:00:01.632307 2021-04-10 02:48:06,632 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0092, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:27.180032, arrival_time=2021-04-10 02:48:33.812326, cost_time=0:00:03.088643 2021-04-10 02:48:08,086 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.136052, arrival_time=2021-04-10 02:48:33.222275, cost_time=0:00:04.542668 2021-04-10 02:48:09,542 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.96ms, fps=1758 images/s, loss=0.0090, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:23.396880, arrival_time=2021-04-10 02:48:32.939723, cost_time=0:00:05.999192 2021-04-10 02:48:11,007 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.15ms, fps=1748 images/s, loss=0.0088, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.795756, arrival_time=2021-04-10 02:48:32.803631, cost_time=0:00:07.464304 2021-04-10 02:48:12,472 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.70ms, fps=1749 images/s, loss=0.0090, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:20.237888, arrival_time=2021-04-10 02:48:32.709983, cost_time=0:00:08.928503 2021-04-10 02:48:13,937 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.87ms, fps=1748 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.708354, arrival_time=2021-04-10 02:48:32.645411, cost_time=0:00:10.393505 2021-04-10 02:48:15,390 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.0090, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:17.178556, arrival_time=2021-04-10 02:48:32.569406, cost_time=0:00:11.847292 2021-04-10 02:48:16,846 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0089, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:15.667754, arrival_time=2021-04-10 02:48:32.514238, cost_time=0:00:13.302777 2021-04-10 02:48:18,305 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.171712, arrival_time=2021-04-10 02:48:32.477425, cost_time=0:00:14.762160 2021-04-10 02:48:19,759 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.677690, arrival_time=2021-04-10 02:48:32.436936, cost_time=0:00:16.215673 2021-04-10 02:48:21,208 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.53ms, fps=1767 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.187580, arrival_time=2021-04-10 02:48:32.395731, cost_time=0:00:17.664602 2021-04-10 02:48:22,665 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.91ms, fps=1758 images/s, loss=0.0088, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.707808, arrival_time=2021-04-10 02:48:32.372795, cost_time=0:00:19.121388 2021-04-10 02:48:24,126 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.232952, arrival_time=2021-04-10 02:48:32.358951, cost_time=0:00:20.582443 2021-04-10 02:48:25,583 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.84ms, fps=1757 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.758918, arrival_time=2021-04-10 02:48:32.342417, cost_time=0:00:22.039954 2021-04-10 02:48:27,037 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.85ms, fps=1761 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.286132, arrival_time=2021-04-10 02:48:32.323690, cost_time=0:00:23.493999 2021-04-10 02:48:28,495 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.72ms, fps=1756 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.816176, arrival_time=2021-04-10 02:48:32.311642, cost_time=0:00:24.951866 2021-04-10 02:48:29,949 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.0086, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.347200, arrival_time=2021-04-10 02:48:32.296865, cost_time=0:00:26.406040 2021-04-10 02:48:31,402 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.879762, arrival_time=2021-04-10 02:48:32.282507, cost_time=0:00:27.859167 2021-04-10 02:48:32,187 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.24ms, fps=1734 images/s, loss=0.0088, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:32.187733, cost_time=0:00:28.644183 2021-04-10 02:48:32,577 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.21ms, fps=6586 images/s, loss=0.2745, top1-acc=93.55%, top5-acc=99.84%, remaining_time=0:00:01.166070, arrival_time=2021-04-10 02:48:33.743922, cost_time=0:00:00.388694 2021-04-10 02:48:32,891 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=0.32ms, fps=8179 images/s, loss=0.3001, top1-acc=92.89%, top5-acc=99.79%, remaining_time=0:00:00.702020, arrival_time=2021-04-10 02:48:33.593209, cost_time=0:00:00.702015 2021-04-10 02:48:33,191 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.82ms, fps=8527 images/s, loss=0.2861, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:00.334210, arrival_time=2021-04-10 02:48:33.525990, cost_time=0:00:01.002623 2021-04-10 02:48:33,465 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.08ms, fps=8485 images/s, loss=0.2902, top1-acc=93.23%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:33.465533, cost_time=0:00:01.276402 2021-04-10 02:48:33,588 INFO : Epoch=0170 complete, best val top1-acc=93.23%, top5-acc=99.75% (epoch=170), remaining_time=0:15:13.741830, arrival_time=2021-04-10 03:03:47.329966, cost_time=1:26:17.870430 2021-04-10 02:48:33,589 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:48:35,216 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.26ms, fps=1573 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.265548, arrival_time=2021-04-10 02:49:05.482013, cost_time=0:00:01.627185 2021-04-10 02:48:36,679 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=0.0104, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:27.190944, arrival_time=2021-04-10 02:49:03.870151, cost_time=0:00:03.089871 2021-04-10 02:48:38,134 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.0093, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.147506, arrival_time=2021-04-10 02:49:03.281489, cost_time=0:00:04.544717 2021-04-10 02:48:39,604 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.09ms, fps=1741 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.461464, arrival_time=2021-04-10 02:49:03.066394, cost_time=0:00:06.015768 2021-04-10 02:48:41,093 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.94ms, fps=1721 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.911826, arrival_time=2021-04-10 02:49:03.005163, cost_time=0:00:07.504035 2021-04-10 02:48:42,552 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.99ms, fps=1755 images/s, loss=0.0088, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:20.317040, arrival_time=2021-04-10 02:49:02.869652, cost_time=0:00:08.963419 2021-04-10 02:48:44,003 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.54ms, fps=1765 images/s, loss=0.0087, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.745650, arrival_time=2021-04-10 02:49:02.749046, cost_time=0:00:10.414229 2021-04-10 02:48:45,463 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.217300, arrival_time=2021-04-10 02:49:02.680483, cost_time=0:00:11.874017 2021-04-10 02:48:46,914 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.694678, arrival_time=2021-04-10 02:49:02.609545, cost_time=0:00:13.325705 2021-04-10 02:48:48,374 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.79ms, fps=1754 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:14.193984, arrival_time=2021-04-10 02:49:02.568664, cost_time=0:00:14.785435 2021-04-10 02:48:49,870 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.42ms, fps=1712 images/s, loss=0.0085, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.728774, arrival_time=2021-04-10 02:49:02.599021, cost_time=0:00:16.280973 2021-04-10 02:48:51,333 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.62ms, fps=1750 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.238196, arrival_time=2021-04-10 02:49:02.571995, cost_time=0:00:17.744511 2021-04-10 02:48:52,792 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.73ms, fps=1756 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.749256, arrival_time=2021-04-10 02:49:02.541645, cost_time=0:00:19.203054 2021-04-10 02:48:54,253 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=2.20ms, fps=1753 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.265712, arrival_time=2021-04-10 02:49:02.519244, cost_time=0:00:20.664331 2021-04-10 02:48:55,708 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.783252, arrival_time=2021-04-10 02:49:02.491642, cost_time=0:00:22.119228 2021-04-10 02:48:57,165 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=0.0085, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.304600, arrival_time=2021-04-10 02:49:02.469798, cost_time=0:00:23.575947 2021-04-10 02:48:58,623 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.99ms, fps=1756 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.828812, arrival_time=2021-04-10 02:49:02.452577, cost_time=0:00:25.034582 2021-04-10 02:49:00,082 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.89ms, fps=1755 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.354976, arrival_time=2021-04-10 02:49:02.437617, cost_time=0:00:26.493476 2021-04-10 02:49:01,545 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.882816, arrival_time=2021-04-10 02:49:02.427821, cost_time=0:00:27.955796 2021-04-10 02:49:02,336 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.33ms, fps=1719 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:02.336624, cost_time=0:00:28.747449 2021-04-10 02:49:02,743 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.20ms, fps=6317 images/s, loss=0.2737, top1-acc=93.59%, top5-acc=99.61%, remaining_time=0:00:01.215780, arrival_time=2021-04-10 02:49:03.959223, cost_time=0:00:00.405259 2021-04-10 02:49:03,063 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.47ms, fps=8018 images/s, loss=0.2916, top1-acc=93.26%, top5-acc=99.75%, remaining_time=0:00:00.725000, arrival_time=2021-04-10 02:49:03.788170, cost_time=0:00:00.724997 2021-04-10 02:49:03,358 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.78ms, fps=8677 images/s, loss=0.2829, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:00.340170, arrival_time=2021-04-10 02:49:03.698839, cost_time=0:00:01.020511 2021-04-10 02:49:03,639 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=8281 images/s, loss=0.2866, top1-acc=93.39%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:03.639347, cost_time=0:00:01.301114 2021-04-10 02:49:03,799 INFO : Epoch=0171 complete, best val top1-acc=93.39%, top5-acc=99.73% (epoch=171), remaining_time=0:14:43.241864, arrival_time=2021-04-10 03:03:47.040853, cost_time=1:26:48.081251 2021-04-10 02:49:03,800 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:49:05,517 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.34ms, fps=1491 images/s, loss=0.0087, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:31.930248, arrival_time=2021-04-10 02:49:37.447835, cost_time=0:00:01.716678 2021-04-10 02:49:06,977 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.0099, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.950208, arrival_time=2021-04-10 02:49:34.927147, cost_time=0:00:03.176152 2021-04-10 02:49:08,437 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.0101, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:25.657292, arrival_time=2021-04-10 02:49:34.094858, cost_time=0:00:04.636853 2021-04-10 02:49:09,913 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.73ms, fps=1736 images/s, loss=0.0105, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:23.837892, arrival_time=2021-04-10 02:49:33.750990, cost_time=0:00:06.112291 2021-04-10 02:49:11,368 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.0098, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:22.098560, arrival_time=2021-04-10 02:49:33.467309, cost_time=0:00:07.568019 2021-04-10 02:49:12,823 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.04ms, fps=1760 images/s, loss=0.0094, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:20.451952, arrival_time=2021-04-10 02:49:33.275649, cost_time=0:00:09.022932 2021-04-10 02:49:14,280 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.0090, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:18.863082, arrival_time=2021-04-10 02:49:33.143290, cost_time=0:00:10.479487 2021-04-10 02:49:15,737 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.57ms, fps=1757 images/s, loss=0.0087, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:17.308708, arrival_time=2021-04-10 02:49:33.046589, cost_time=0:00:11.937009 2021-04-10 02:49:17,193 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.92ms, fps=1760 images/s, loss=0.0086, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:15.773542, arrival_time=2021-04-10 02:49:32.966955, cost_time=0:00:13.392666 2021-04-10 02:49:18,646 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.0086, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.252256, arrival_time=2021-04-10 02:49:32.899134, cost_time=0:00:14.846112 2021-04-10 02:49:20,097 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.56ms, fps=1765 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.741244, arrival_time=2021-04-10 02:49:32.838875, cost_time=0:00:16.296914 2021-04-10 02:49:21,560 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.0087, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:11.247924, arrival_time=2021-04-10 02:49:32.808541, cost_time=0:00:17.759884 2021-04-10 02:49:23,021 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.85ms, fps=1753 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.758034, arrival_time=2021-04-10 02:49:32.779128, cost_time=0:00:19.220370 2021-04-10 02:49:24,473 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.61ms, fps=1763 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.269072, arrival_time=2021-04-10 02:49:32.742407, cost_time=0:00:20.672620 2021-04-10 02:49:25,935 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=2.20ms, fps=1752 images/s, loss=0.0083, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.787898, arrival_time=2021-04-10 02:49:32.723082, cost_time=0:00:22.134427 2021-04-10 02:49:27,398 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.74ms, fps=1750 images/s, loss=0.0082, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.309532, arrival_time=2021-04-10 02:49:32.708215, cost_time=0:00:23.597970 2021-04-10 02:49:28,858 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.832374, arrival_time=2021-04-10 02:49:32.690841, cost_time=0:00:25.057750 2021-04-10 02:49:30,320 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.89ms, fps=1752 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:02.357264, arrival_time=2021-04-10 02:49:32.677235, cost_time=0:00:26.519187 2021-04-10 02:49:31,777 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.883464, arrival_time=2021-04-10 02:49:32.660659, cost_time=0:00:27.976450 2021-04-10 02:49:32,567 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.30ms, fps=1722 images/s, loss=0.0082, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:32.567604, cost_time=0:00:28.766900 2021-04-10 02:49:32,959 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=5.36ms, fps=6563 images/s, loss=0.2704, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:01.170240, arrival_time=2021-04-10 02:49:34.129823, cost_time=0:00:00.390078 2021-04-10 02:49:33,255 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.29ms, fps=8687 images/s, loss=0.2769, top1-acc=93.57%, top5-acc=99.82%, remaining_time=0:00:00.685620, arrival_time=2021-04-10 02:49:33.940706, cost_time=0:00:00.685615 2021-04-10 02:49:33,552 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.72ms, fps=8632 images/s, loss=0.2755, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:00.327510, arrival_time=2021-04-10 02:49:33.879563, cost_time=0:00:00.982544 2021-04-10 02:49:33,825 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.07ms, fps=8484 images/s, loss=0.2712, top1-acc=93.46%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:33.825925, cost_time=0:00:01.256490 2021-04-10 02:49:33,931 INFO : Epoch=0172 complete, best val top1-acc=93.46%, top5-acc=99.82% (epoch=172), remaining_time=0:14:12.732524, arrival_time=2021-04-10 03:03:46.664391, cost_time=1:27:18.214154 2021-04-10 02:49:33,932 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:49:35,565 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.52ms, fps=1568 images/s, loss=0.0071, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:30.366918, arrival_time=2021-04-10 02:50:05.932587, cost_time=0:00:01.632626 2021-04-10 02:49:37,028 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.0064, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:27.242160, arrival_time=2021-04-10 02:50:04.270779, cost_time=0:00:03.095694 2021-04-10 02:49:38,495 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=0.0059, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:25.245944, arrival_time=2021-04-10 02:50:03.741547, cost_time=0:00:04.562520 2021-04-10 02:49:39,951 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.473320, arrival_time=2021-04-10 02:50:03.425019, cost_time=0:00:06.018814 2021-04-10 02:49:41,413 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=6.14ms, fps=1752 images/s, loss=0.0060, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.842914, arrival_time=2021-04-10 02:50:03.256327, cost_time=0:00:07.480458 2021-04-10 02:49:42,873 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.265088, arrival_time=2021-04-10 02:50:03.138494, cost_time=0:00:08.940496 2021-04-10 02:49:44,329 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.714150, arrival_time=2021-04-10 02:50:03.043754, cost_time=0:00:10.396717 2021-04-10 02:49:45,784 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.185168, arrival_time=2021-04-10 02:50:02.969900, cost_time=0:00:11.851851 2021-04-10 02:49:47,238 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.670828, arrival_time=2021-04-10 02:50:02.909167, cost_time=0:00:13.305456 2021-04-10 02:49:48,691 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.168352, arrival_time=2021-04-10 02:50:02.859983, cost_time=0:00:14.758682 2021-04-10 02:49:50,149 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.92ms, fps=1757 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.678120, arrival_time=2021-04-10 02:50:02.827253, cost_time=0:00:16.216222 2021-04-10 02:49:51,607 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.193812, arrival_time=2021-04-10 02:50:02.801107, cost_time=0:00:17.674386 2021-04-10 02:49:53,063 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.74ms, fps=1759 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.712296, arrival_time=2021-04-10 02:50:02.775462, cost_time=0:00:19.130283 2021-04-10 02:49:54,519 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.234576, arrival_time=2021-04-10 02:50:02.753960, cost_time=0:00:20.586452 2021-04-10 02:49:55,971 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.758596, arrival_time=2021-04-10 02:50:02.730457, cost_time=0:00:22.038925 2021-04-10 02:49:57,432 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=2.06ms, fps=1753 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.287428, arrival_time=2021-04-10 02:50:02.719973, cost_time=0:00:23.499651 2021-04-10 02:49:58,883 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.815968, arrival_time=2021-04-10 02:50:02.699420, cost_time=0:00:24.950561 2021-04-10 02:50:00,332 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.346608, arrival_time=2021-04-10 02:50:02.678881, cost_time=0:00:26.399323 2021-04-10 02:50:01,780 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.879402, arrival_time=2021-04-10 02:50:02.660132, cost_time=0:00:27.847812 2021-04-10 02:50:02,574 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.60ms, fps=1714 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:02.574541, cost_time=0:00:28.641650 2021-04-10 02:50:02,940 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.19ms, fps=7019 images/s, loss=0.2939, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:01.094220, arrival_time=2021-04-10 02:50:04.035015, cost_time=0:00:00.364738 2021-04-10 02:50:03,269 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.42ms, fps=7801 images/s, loss=0.2811, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:00.693200, arrival_time=2021-04-10 02:50:03.962508, cost_time=0:00:00.693197 2021-04-10 02:50:03,630 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.43ms, fps=7105 images/s, loss=0.2926, top1-acc=93.33%, top5-acc=99.79%, remaining_time=0:00:00.351410, arrival_time=2021-04-10 02:50:03.981798, cost_time=0:00:01.054221 2021-04-10 02:50:03,903 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.06ms, fps=8508 images/s, loss=0.2844, top1-acc=93.31%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:03.903538, cost_time=0:00:01.327502 2021-04-10 02:50:03,957 INFO : Epoch=0173 complete, best val top1-acc=93.46%, top5-acc=99.82% (epoch=172), remaining_time=0:13:42.210831, arrival_time=2021-04-10 03:03:46.168299, cost_time=1:27:48.239776 2021-04-10 02:50:03,958 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:50:05,593 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.36ms, fps=1566 images/s, loss=0.0085, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.413232, arrival_time=2021-04-10 02:50:36.006833, cost_time=0:00:01.635118 2021-04-10 02:50:07,078 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.42ms, fps=1725 images/s, loss=0.0113, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:27.451248, arrival_time=2021-04-10 02:50:34.529251, cost_time=0:00:03.119467 2021-04-10 02:50:08,538 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.0107, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:25.341062, arrival_time=2021-04-10 02:50:33.879330, cost_time=0:00:04.579723 2021-04-10 02:50:09,996 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.549604, arrival_time=2021-04-10 02:50:33.546417, cost_time=0:00:06.038345 2021-04-10 02:50:11,452 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0096, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.881750, arrival_time=2021-04-10 02:50:33.333999, cost_time=0:00:07.493731 2021-04-10 02:50:12,908 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0091, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:20.286032, arrival_time=2021-04-10 02:50:33.194235, cost_time=0:00:08.949708 2021-04-10 02:50:14,369 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.67ms, fps=1753 images/s, loss=0.0088, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:18.738972, arrival_time=2021-04-10 02:50:33.107975, cost_time=0:00:10.410546 2021-04-10 02:50:15,820 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.01ms, fps=1765 images/s, loss=0.0083, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:17.199320, arrival_time=2021-04-10 02:50:33.019369, cost_time=0:00:11.861595 2021-04-10 02:50:17,278 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:15.687682, arrival_time=2021-04-10 02:50:32.965863, cost_time=0:00:13.319729 2021-04-10 02:50:18,734 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.92ms, fps=1759 images/s, loss=0.0075, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.184480, arrival_time=2021-04-10 02:50:32.918499, cost_time=0:00:14.775504 2021-04-10 02:50:20,195 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.92ms, fps=1752 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.694374, arrival_time=2021-04-10 02:50:32.889872, cost_time=0:00:16.236960 2021-04-10 02:50:21,656 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=0.0076, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.208708, arrival_time=2021-04-10 02:50:32.865126, cost_time=0:00:17.697907 2021-04-10 02:50:23,116 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.0075, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.726156, arrival_time=2021-04-10 02:50:32.842200, cost_time=0:00:19.157585 2021-04-10 02:50:24,578 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.72ms, fps=1751 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.247904, arrival_time=2021-04-10 02:50:32.826084, cost_time=0:00:20.619721 2021-04-10 02:50:26,030 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.95ms, fps=1764 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.768624, arrival_time=2021-04-10 02:50:32.798663, cost_time=0:00:22.071525 2021-04-10 02:50:27,484 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.0071, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.293404, arrival_time=2021-04-10 02:50:32.778175, cost_time=0:00:23.526273 2021-04-10 02:50:28,943 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0070, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.821272, arrival_time=2021-04-10 02:50:32.765050, cost_time=0:00:24.985325 2021-04-10 02:50:30,399 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.350304, arrival_time=2021-04-10 02:50:32.749655, cost_time=0:00:26.440906 2021-04-10 02:50:31,854 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.25ms, fps=1760 images/s, loss=0.0068, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.880908, arrival_time=2021-04-10 02:50:32.734917, cost_time=0:00:27.895440 2021-04-10 02:50:32,656 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.73ms, fps=1695 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:32.656671, cost_time=0:00:28.698216 2021-04-10 02:50:33,069 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=2.87ms, fps=6225 images/s, loss=0.2581, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:01.233720, arrival_time=2021-04-10 02:50:34.303096, cost_time=0:00:00.411242 2021-04-10 02:50:33,364 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=4.47ms, fps=8681 images/s, loss=0.2902, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:00.706520, arrival_time=2021-04-10 02:50:34.071215, cost_time=0:00:00.706510 2021-04-10 02:50:33,667 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=2.04ms, fps=8455 images/s, loss=0.2883, top1-acc=93.32%, top5-acc=99.74%, remaining_time=0:00:00.336600, arrival_time=2021-04-10 02:50:34.004539, cost_time=0:00:01.009789 2021-04-10 02:50:33,940 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=8522 images/s, loss=0.2826, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:33.940533, cost_time=0:00:01.282394 2021-04-10 02:50:34,160 INFO : Epoch=0174 complete, best val top1-acc=93.50%, top5-acc=99.75% (epoch=174), remaining_time=0:13:11.721372, arrival_time=2021-04-10 03:03:45.882118, cost_time=1:28:18.443019 2021-04-10 02:50:34,162 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:50:35,809 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.85ms, fps=1554 images/s, loss=0.0054, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.642012, arrival_time=2021-04-10 02:51:06.451747, cost_time=0:00:01.647423 2021-04-10 02:50:37,262 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.0048, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.284224, arrival_time=2021-04-10 02:51:04.547038, cost_time=0:00:03.100488 2021-04-10 02:50:38,724 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=2.10ms, fps=1752 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.245778, arrival_time=2021-04-10 02:51:03.970669, cost_time=0:00:04.562483 2021-04-10 02:50:40,180 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.471136, arrival_time=2021-04-10 02:51:03.651827, cost_time=0:00:06.018256 2021-04-10 02:50:41,646 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.76ms, fps=1748 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.852404, arrival_time=2021-04-10 02:51:03.498430, cost_time=0:00:07.483709 2021-04-10 02:50:43,110 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.91ms, fps=1748 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.283584, arrival_time=2021-04-10 02:51:03.394536, cost_time=0:00:08.948645 2021-04-10 02:50:44,569 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.732672, arrival_time=2021-04-10 02:51:03.302185, cost_time=0:00:10.407041 2021-04-10 02:50:46,028 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.206048, arrival_time=2021-04-10 02:51:03.234628, cost_time=0:00:11.866244 2021-04-10 02:50:47,483 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.688742, arrival_time=2021-04-10 02:51:03.171711, cost_time=0:00:13.320617 2021-04-10 02:50:48,943 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.190048, arrival_time=2021-04-10 02:51:03.133685, cost_time=0:00:14.781276 2021-04-10 02:50:50,398 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.693772, arrival_time=2021-04-10 02:51:03.092341, cost_time=0:00:16.236260 2021-04-10 02:50:51,861 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.209544, arrival_time=2021-04-10 02:51:03.071203, cost_time=0:00:17.699260 2021-04-10 02:50:53,313 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.57ms, fps=1764 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.723054, arrival_time=2021-04-10 02:51:03.036773, cost_time=0:00:19.151410 2021-04-10 02:50:54,769 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.242752, arrival_time=2021-04-10 02:51:03.011901, cost_time=0:00:20.606821 2021-04-10 02:50:56,226 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.84ms, fps=1757 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.766370, arrival_time=2021-04-10 02:51:02.992890, cost_time=0:00:22.064208 2021-04-10 02:50:57,679 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.291388, arrival_time=2021-04-10 02:51:02.971033, cost_time=0:00:23.517330 2021-04-10 02:50:59,140 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.820180, arrival_time=2021-04-10 02:51:02.960586, cost_time=0:00:24.978097 2021-04-10 02:51:00,600 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.350016, arrival_time=2021-04-10 02:51:02.949981, cost_time=0:00:26.437654 2021-04-10 02:51:02,058 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.880926, arrival_time=2021-04-10 02:51:02.939132, cost_time=0:00:27.895898 2021-04-10 02:51:02,845 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.33ms, fps=1728 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:02.845823, cost_time=0:00:28.683513 2021-04-10 02:51:03,219 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.31ms, fps=6878 images/s, loss=0.3040, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:01.116540, arrival_time=2021-04-10 02:51:04.336007, cost_time=0:00:00.372178 2021-04-10 02:51:03,573 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.53ms, fps=7245 images/s, loss=0.2999, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:00.725860, arrival_time=2021-04-10 02:51:04.299046, cost_time=0:00:00.725864 2021-04-10 02:51:03,884 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.87ms, fps=8240 images/s, loss=0.2990, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:00.345740, arrival_time=2021-04-10 02:51:04.230318, cost_time=0:00:01.037226 2021-04-10 02:51:04,160 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.07ms, fps=8424 images/s, loss=0.2807, top1-acc=93.41%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:04.160402, cost_time=0:00:01.313141 2021-04-10 02:51:04,259 INFO : Epoch=0175 complete, best val top1-acc=93.50%, top5-acc=99.75% (epoch=174), remaining_time=0:12:41.220275, arrival_time=2021-04-10 03:03:45.479901, cost_time=1:28:48.541926 2021-04-10 02:51:04,260 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:51:05,913 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.69ms, fps=1549 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.738174, arrival_time=2021-04-10 02:51:36.651598, cost_time=0:00:01.652591 2021-04-10 02:51:07,374 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.400208, arrival_time=2021-04-10 02:51:34.774685, cost_time=0:00:03.113664 2021-04-10 02:51:08,842 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.355006, arrival_time=2021-04-10 02:51:34.197919, cost_time=0:00:04.582222 2021-04-10 02:51:10,297 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:23.544924, arrival_time=2021-04-10 02:51:33.842746, cost_time=0:00:06.037147 2021-04-10 02:51:11,751 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.871530, arrival_time=2021-04-10 02:51:33.622631, cost_time=0:00:07.490273 2021-04-10 02:51:13,211 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=2.17ms, fps=1754 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.288616, arrival_time=2021-04-10 02:51:33.500165, cost_time=0:00:08.950855 2021-04-10 02:51:14,677 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.750186, arrival_time=2021-04-10 02:51:33.427651, cost_time=0:00:10.416788 2021-04-10 02:51:16,148 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=2.22ms, fps=1741 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.237484, arrival_time=2021-04-10 02:51:33.386117, cost_time=0:00:11.887899 2021-04-10 02:51:17,610 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.723298, arrival_time=2021-04-10 02:51:33.333984, cost_time=0:00:13.349963 2021-04-10 02:51:19,067 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.214720, arrival_time=2021-04-10 02:51:33.282496, cost_time=0:00:14.806980 2021-04-10 02:51:20,525 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.90ms, fps=1757 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.716304, arrival_time=2021-04-10 02:51:33.242014, cost_time=0:00:16.264993 2021-04-10 02:51:21,988 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.96ms, fps=1750 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.227708, arrival_time=2021-04-10 02:51:33.216315, cost_time=0:00:17.727921 2021-04-10 02:51:23,447 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.740940, arrival_time=2021-04-10 02:51:33.188340, cost_time=0:00:19.186685 2021-04-10 02:51:24,902 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.50ms, fps=1760 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.256696, arrival_time=2021-04-10 02:51:33.159095, cost_time=0:00:20.641725 2021-04-10 02:51:26,355 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.75ms, fps=1762 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.775800, arrival_time=2021-04-10 02:51:33.131495, cost_time=0:00:22.095022 2021-04-10 02:51:27,809 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.89ms, fps=1762 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.298408, arrival_time=2021-04-10 02:51:33.107539, cost_time=0:00:23.548422 2021-04-10 02:51:29,265 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.76ms, fps=1759 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.824210, arrival_time=2021-04-10 02:51:33.089321, cost_time=0:00:25.004390 2021-04-10 02:51:30,731 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=2.10ms, fps=1747 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.352928, arrival_time=2021-04-10 02:51:33.083991, cost_time=0:00:26.470397 2021-04-10 02:51:32,187 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.30ms, fps=1758 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.881898, arrival_time=2021-04-10 02:51:33.069332, cost_time=0:00:27.926721 2021-04-10 02:51:32,988 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.62ms, fps=1699 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:32.988280, cost_time=0:00:28.727566 2021-04-10 02:51:33,389 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=4.24ms, fps=6424 images/s, loss=0.2636, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:00:01.195560, arrival_time=2021-04-10 02:51:34.584572, cost_time=0:00:00.398517 2021-04-10 02:51:33,690 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=4.41ms, fps=8524 images/s, loss=0.2660, top1-acc=93.96%, top5-acc=99.82%, remaining_time=0:00:00.699440, arrival_time=2021-04-10 02:51:34.389467, cost_time=0:00:00.699444 2021-04-10 02:51:33,998 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.91ms, fps=8319 images/s, loss=0.2776, top1-acc=93.55%, top5-acc=99.82%, remaining_time=0:00:00.336120, arrival_time=2021-04-10 02:51:34.334925, cost_time=0:00:01.008364 2021-04-10 02:51:34,272 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.07ms, fps=8479 images/s, loss=0.2863, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:34.272868, cost_time=0:00:01.282503 2021-04-10 02:51:34,369 INFO : Epoch=0176 complete, best val top1-acc=93.50%, top5-acc=99.75% (epoch=174), remaining_time=0:12:10.725288, arrival_time=2021-04-10 03:03:45.095137, cost_time=1:29:18.652162 2021-04-10 02:51:34,370 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:51:35,995 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.43ms, fps=1576 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.216258, arrival_time=2021-04-10 02:52:06.211639, cost_time=0:00:01.624527 2021-04-10 02:51:37,463 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.87ms, fps=1744 images/s, loss=0.0037, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.214352, arrival_time=2021-04-10 02:52:04.677914, cost_time=0:00:03.092545 2021-04-10 02:51:38,925 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.199796, arrival_time=2021-04-10 02:52:04.124827, cost_time=0:00:04.554176 2021-04-10 02:51:40,376 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.51ms, fps=1765 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.419344, arrival_time=2021-04-10 02:52:03.795346, cost_time=0:00:06.004976 2021-04-10 02:51:41,823 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.40ms, fps=1769 images/s, loss=0.0047, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.762176, arrival_time=2021-04-10 02:52:03.585956, cost_time=0:00:07.452823 2021-04-10 02:51:43,279 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=2.11ms, fps=1760 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.192464, arrival_time=2021-04-10 02:52:03.471782, cost_time=0:00:08.908437 2021-04-10 02:51:44,735 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.655434, arrival_time=2021-04-10 02:52:03.390417, cost_time=0:00:10.364137 2021-04-10 02:51:46,193 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.142944, arrival_time=2021-04-10 02:52:03.336532, cost_time=0:00:11.822745 2021-04-10 02:51:47,652 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=2.17ms, fps=1755 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.642950, arrival_time=2021-04-10 02:52:03.295642, cost_time=0:00:13.281764 2021-04-10 02:51:49,106 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.68ms, fps=1761 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.146176, arrival_time=2021-04-10 02:52:03.252744, cost_time=0:00:14.735641 2021-04-10 02:51:50,562 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.658598, arrival_time=2021-04-10 02:52:03.220660, cost_time=0:00:16.191212 2021-04-10 02:51:52,011 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.44ms, fps=1767 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.172152, arrival_time=2021-04-10 02:52:03.183246, cost_time=0:00:17.640247 2021-04-10 02:51:53,466 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.694872, arrival_time=2021-04-10 02:52:03.161626, cost_time=0:00:19.095910 2021-04-10 02:51:54,926 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.222312, arrival_time=2021-04-10 02:52:03.149006, cost_time=0:00:20.555806 2021-04-10 02:51:56,382 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.750270, arrival_time=2021-04-10 02:52:03.132860, cost_time=0:00:22.011751 2021-04-10 02:51:57,843 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.88ms, fps=1753 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.281308, arrival_time=2021-04-10 02:52:03.124645, cost_time=0:00:23.472494 2021-04-10 02:51:59,307 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.59ms, fps=1748 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.813914, arrival_time=2021-04-10 02:52:03.121866, cost_time=0:00:24.937106 2021-04-10 02:52:00,802 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.55ms, fps=1713 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.349488, arrival_time=2021-04-10 02:52:03.152052, cost_time=0:00:26.431720 2021-04-10 02:52:02,258 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.30ms, fps=1759 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.880662, arrival_time=2021-04-10 02:52:03.139204, cost_time=0:00:27.887619 2021-04-10 02:52:03,056 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=2.17ms, fps=1706 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:03.056536, cost_time=0:00:28.685617 2021-04-10 02:52:03,465 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.60ms, fps=6283 images/s, loss=0.2657, top1-acc=94.26%, top5-acc=99.80%, remaining_time=0:00:01.222260, arrival_time=2021-04-10 02:52:04.687715, cost_time=0:00:00.407423 2021-04-10 02:52:03,767 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=5.89ms, fps=8493 images/s, loss=0.2831, top1-acc=93.93%, top5-acc=99.77%, remaining_time=0:00:00.709260, arrival_time=2021-04-10 02:52:04.476684, cost_time=0:00:00.709257 2021-04-10 02:52:04,082 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.93ms, fps=8148 images/s, loss=0.2904, top1-acc=93.74%, top5-acc=99.80%, remaining_time=0:00:00.341440, arrival_time=2021-04-10 02:52:04.423806, cost_time=0:00:01.024316 2021-04-10 02:52:04,364 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.10ms, fps=8248 images/s, loss=0.2895, top1-acc=93.66%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:04.364272, cost_time=0:00:01.306246 2021-04-10 02:52:04,513 INFO : Epoch=0177 complete, best val top1-acc=93.66%, top5-acc=99.77% (epoch=177), remaining_time=0:11:40.239002, arrival_time=2021-04-10 03:03:44.752574, cost_time=1:29:48.795855 2021-04-10 02:52:04,514 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:52:06,159 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.90ms, fps=1557 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.589560, arrival_time=2021-04-10 02:52:36.748892, cost_time=0:00:01.644599 2021-04-10 02:52:07,622 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.345648, arrival_time=2021-04-10 02:52:34.967958, cost_time=0:00:03.107452 2021-04-10 02:52:09,075 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:25.235320, arrival_time=2021-04-10 02:52:34.310561, cost_time=0:00:04.560600 2021-04-10 02:52:10,528 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.84ms, fps=1763 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:23.451792, arrival_time=2021-04-10 02:52:33.979783, cost_time=0:00:06.013279 2021-04-10 02:52:11,986 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.816342, arrival_time=2021-04-10 02:52:33.802378, cost_time=0:00:07.471347 2021-04-10 02:52:13,439 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.228504, arrival_time=2021-04-10 02:52:33.667518, cost_time=0:00:08.924369 2021-04-10 02:52:14,888 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0057, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.673452, arrival_time=2021-04-10 02:52:33.562267, cost_time=0:00:10.374165 2021-04-10 02:52:16,339 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.43ms, fps=1766 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.145148, arrival_time=2021-04-10 02:52:33.484090, cost_time=0:00:11.824257 2021-04-10 02:52:17,803 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.92ms, fps=1749 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.651006, arrival_time=2021-04-10 02:52:33.454368, cost_time=0:00:13.288588 2021-04-10 02:52:19,262 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.86ms, fps=1755 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.157696, arrival_time=2021-04-10 02:52:33.419972, cost_time=0:00:14.747607 2021-04-10 02:52:20,719 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.669262, arrival_time=2021-04-10 02:52:33.388800, cost_time=0:00:16.204879 2021-04-10 02:52:22,175 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.0054, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.185072, arrival_time=2021-04-10 02:52:33.360324, cost_time=0:00:17.660605 2021-04-10 02:52:23,629 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0054, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.704442, arrival_time=2021-04-10 02:52:33.333949, cost_time=0:00:19.114866 2021-04-10 02:52:25,088 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.74ms, fps=1755 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.229536, arrival_time=2021-04-10 02:52:33.318129, cost_time=0:00:20.573881 2021-04-10 02:52:26,558 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=2.17ms, fps=1742 images/s, loss=0.0053, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.760206, arrival_time=2021-04-10 02:52:33.318994, cost_time=0:00:22.044141 2021-04-10 02:52:28,021 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.289120, arrival_time=2021-04-10 02:52:33.311010, cost_time=0:00:23.507242 2021-04-10 02:52:29,474 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.64ms, fps=1763 images/s, loss=0.0052, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.817346, arrival_time=2021-04-10 02:52:33.291593, cost_time=0:00:24.959599 2021-04-10 02:52:30,924 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.59ms, fps=1766 images/s, loss=0.0051, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.347504, arrival_time=2021-04-10 02:52:33.271617, cost_time=0:00:26.409467 2021-04-10 02:52:32,385 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.880128, arrival_time=2021-04-10 02:52:33.265574, cost_time=0:00:27.870746 2021-04-10 02:52:33,180 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.88ms, fps=1711 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:33.180777, cost_time=0:00:28.666102 2021-04-10 02:52:33,585 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.20ms, fps=6351 images/s, loss=0.2303, top1-acc=94.53%, top5-acc=99.77%, remaining_time=0:00:01.209270, arrival_time=2021-04-10 02:52:34.794673, cost_time=0:00:00.403093 2021-04-10 02:52:33,891 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.72ms, fps=8379 images/s, loss=0.2628, top1-acc=93.95%, top5-acc=99.77%, remaining_time=0:00:00.708980, arrival_time=2021-04-10 02:52:34.600296, cost_time=0:00:00.708986 2021-04-10 02:52:34,189 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.38ms, fps=8592 images/s, loss=0.2878, top1-acc=93.67%, top5-acc=99.74%, remaining_time=0:00:00.335840, arrival_time=2021-04-10 02:52:34.525732, cost_time=0:00:01.007524 2021-04-10 02:52:34,462 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=8528 images/s, loss=0.2754, top1-acc=93.72%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:34.462394, cost_time=0:00:01.280108 2021-04-10 02:52:34,623 INFO : Epoch=0178 complete, best val top1-acc=93.72%, top5-acc=99.76% (epoch=178), remaining_time=0:11:09.752402, arrival_time=2021-04-10 03:03:44.375906, cost_time=1:30:18.905773 2021-04-10 02:52:34,624 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:52:36,257 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.68ms, fps=1568 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.361524, arrival_time=2021-04-10 02:53:06.618989, cost_time=0:00:01.632345 2021-04-10 02:52:37,722 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.48ms, fps=1748 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.260112, arrival_time=2021-04-10 02:53:04.982928, cost_time=0:00:03.097737 2021-04-10 02:52:39,193 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=2.00ms, fps=1741 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.277650, arrival_time=2021-04-10 02:53:04.471032, cost_time=0:00:04.568257 2021-04-10 02:52:40,653 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.511540, arrival_time=2021-04-10 02:53:04.165202, cost_time=0:00:06.028586 2021-04-10 02:52:42,120 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.30ms, fps=1746 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.885838, arrival_time=2021-04-10 02:53:04.006148, cost_time=0:00:07.495136 2021-04-10 02:52:43,585 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=2.00ms, fps=1749 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.309288, arrival_time=2021-04-10 02:53:03.894292, cost_time=0:00:08.959961 2021-04-10 02:52:45,043 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.752454, arrival_time=2021-04-10 02:53:03.795578, cost_time=0:00:10.418056 2021-04-10 02:52:46,500 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.219852, arrival_time=2021-04-10 02:53:03.720636, cost_time=0:00:11.875751 2021-04-10 02:52:47,959 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.80ms, fps=1756 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.704536, arrival_time=2021-04-10 02:53:03.663614, cost_time=0:00:13.334006 2021-04-10 02:52:49,413 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.60ms, fps=1761 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.196672, arrival_time=2021-04-10 02:53:03.609969, cost_time=0:00:14.788204 2021-04-10 02:52:50,867 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.698244, arrival_time=2021-04-10 02:53:03.565287, cost_time=0:00:16.241980 2021-04-10 02:52:52,316 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.53ms, fps=1766 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.204832, arrival_time=2021-04-10 02:53:03.521736, cost_time=0:00:17.691858 2021-04-10 02:52:53,770 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.720084, arrival_time=2021-04-10 02:53:03.490777, cost_time=0:00:19.145632 2021-04-10 02:52:55,240 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.36ms, fps=1743 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.246000, arrival_time=2021-04-10 02:53:03.486054, cost_time=0:00:20.614977 2021-04-10 02:52:56,689 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.96ms, fps=1767 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.766278, arrival_time=2021-04-10 02:53:03.455307, cost_time=0:00:22.063995 2021-04-10 02:52:58,151 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.293332, arrival_time=2021-04-10 02:53:03.444485, cost_time=0:00:23.525951 2021-04-10 02:52:59,608 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.820960, arrival_time=2021-04-10 02:53:03.429251, cost_time=0:00:24.983233 2021-04-10 02:53:01,068 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.350512, arrival_time=2021-04-10 02:53:03.418893, cost_time=0:00:26.443258 2021-04-10 02:53:02,519 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.30ms, fps=1765 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.880860, arrival_time=2021-04-10 02:53:03.399858, cost_time=0:00:27.893969 2021-04-10 02:53:03,306 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.34ms, fps=1729 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:03.306115, cost_time=0:00:28.681087 2021-04-10 02:53:03,719 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.55ms, fps=6215 images/s, loss=0.2782, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:01.235640, arrival_time=2021-04-10 02:53:04.955187, cost_time=0:00:00.411878 2021-04-10 02:53:04,047 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=2.54ms, fps=7824 images/s, loss=0.2806, top1-acc=93.85%, top5-acc=99.77%, remaining_time=0:00:00.739720, arrival_time=2021-04-10 02:53:04.787071, cost_time=0:00:00.739723 2021-04-10 02:53:04,349 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.50ms, fps=8487 images/s, loss=0.2818, top1-acc=93.76%, top5-acc=99.77%, remaining_time=0:00:00.347370, arrival_time=2021-04-10 02:53:04.697066, cost_time=0:00:01.042115 2021-04-10 02:53:04,632 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.10ms, fps=8230 images/s, loss=0.2700, top1-acc=93.90%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:04.631969, cost_time=0:00:01.324373 2021-04-10 02:53:04,776 INFO : Epoch=0179 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:10:39.275028, arrival_time=2021-04-10 03:03:44.051392, cost_time=1:30:49.058649 2021-04-10 02:53:04,777 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:53:06,458 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.32ms, fps=1523 images/s, loss=0.0031, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.255812, arrival_time=2021-04-10 02:53:37.713779, cost_time=0:00:01.680423 2021-04-10 02:53:07,915 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.68ms, fps=1757 images/s, loss=0.0033, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.617920, arrival_time=2021-04-10 02:53:35.533766, cost_time=0:00:03.138396 2021-04-10 02:53:09,377 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.0034, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.452780, arrival_time=2021-04-10 02:53:34.830153, cost_time=0:00:04.599910 2021-04-10 02:53:10,841 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=0.0032, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.649444, arrival_time=2021-04-10 02:53:34.490808, cost_time=0:00:06.063973 2021-04-10 02:53:12,301 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.61ms, fps=1755 images/s, loss=0.0030, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.968474, arrival_time=2021-04-10 02:53:34.269383, cost_time=0:00:07.523451 2021-04-10 02:53:13,754 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.348320, arrival_time=2021-04-10 02:53:34.102997, cost_time=0:00:08.977228 2021-04-10 02:53:15,215 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.70ms, fps=1753 images/s, loss=0.0033, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.788364, arrival_time=2021-04-10 02:53:34.003744, cost_time=0:00:10.437997 2021-04-10 02:53:16,671 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.246648, arrival_time=2021-04-10 02:53:33.918285, cost_time=0:00:11.894248 2021-04-10 02:53:18,128 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.724146, arrival_time=2021-04-10 02:53:33.852212, cost_time=0:00:13.350675 2021-04-10 02:53:19,584 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.63ms, fps=1759 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.214240, arrival_time=2021-04-10 02:53:33.798240, cost_time=0:00:14.806527 2021-04-10 02:53:21,045 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.718626, arrival_time=2021-04-10 02:53:33.763968, cost_time=0:00:16.267958 2021-04-10 02:53:22,507 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.229152, arrival_time=2021-04-10 02:53:33.736768, cost_time=0:00:17.730225 2021-04-10 02:53:23,974 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=2.23ms, fps=1746 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.746022, arrival_time=2021-04-10 02:53:33.720190, cost_time=0:00:19.196688 2021-04-10 02:53:25,435 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=2.12ms, fps=1753 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.263192, arrival_time=2021-04-10 02:53:33.698676, cost_time=0:00:20.657925 2021-04-10 02:53:26,898 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.783712, arrival_time=2021-04-10 02:53:33.681918, cost_time=0:00:22.120775 2021-04-10 02:53:28,354 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.85ms, fps=1759 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.304780, arrival_time=2021-04-10 02:53:33.658954, cost_time=0:00:23.576791 2021-04-10 02:53:29,807 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.63ms, fps=1762 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.828162, arrival_time=2021-04-10 02:53:33.636026, cost_time=0:00:25.030362 2021-04-10 02:53:31,264 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.354400, arrival_time=2021-04-10 02:53:33.618721, cost_time=0:00:26.486913 2021-04-10 02:53:32,714 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.32ms, fps=1765 images/s, loss=0.0039, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.882234, arrival_time=2021-04-10 02:53:33.597030, cost_time=0:00:27.937367 2021-04-10 02:53:33,504 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.30ms, fps=1723 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:33.504628, cost_time=0:00:28.727188 2021-04-10 02:53:33,922 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.29ms, fps=6157 images/s, loss=0.2598, top1-acc=94.10%, top5-acc=99.77%, remaining_time=0:00:01.247280, arrival_time=2021-04-10 02:53:35.169858, cost_time=0:00:00.415759 2021-04-10 02:53:34,236 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=4.08ms, fps=8181 images/s, loss=0.2835, top1-acc=93.46%, top5-acc=99.73%, remaining_time=0:00:00.729120, arrival_time=2021-04-10 02:53:34.965103, cost_time=0:00:00.729124 2021-04-10 02:53:34,544 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=5.72ms, fps=8325 images/s, loss=0.2830, top1-acc=93.59%, top5-acc=99.73%, remaining_time=0:00:00.345820, arrival_time=2021-04-10 02:53:34.890115, cost_time=0:00:01.037464 2021-04-10 02:53:34,821 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=8377 images/s, loss=0.2764, top1-acc=93.64%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:34.821701, cost_time=0:00:01.314937 2021-04-10 02:53:34,915 INFO : Epoch=0180 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:10:08.799740, arrival_time=2021-04-10 03:03:43.715087, cost_time=1:31:19.197614 2021-04-10 02:53:34,916 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:53:36,557 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.36ms, fps=1561 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.504000, arrival_time=2021-04-10 02:54:07.061082, cost_time=0:00:01.640005 2021-04-10 02:53:38,021 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.87ms, fps=1749 images/s, loss=0.0027, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.317840, arrival_time=2021-04-10 02:54:05.339298, cost_time=0:00:03.104296 2021-04-10 02:53:39,477 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.234656, arrival_time=2021-04-10 02:54:04.712226, cost_time=0:00:04.560485 2021-04-10 02:53:40,933 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.462712, arrival_time=2021-04-10 02:54:04.395892, cost_time=0:00:06.016095 2021-04-10 02:53:42,386 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.809772, arrival_time=2021-04-10 02:54:04.195947, cost_time=0:00:07.469098 2021-04-10 02:53:43,835 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.43ms, fps=1767 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.214088, arrival_time=2021-04-10 02:54:04.049190, cost_time=0:00:08.917982 2021-04-10 02:53:45,306 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.52ms, fps=1740 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.701676, arrival_time=2021-04-10 02:54:04.008531, cost_time=0:00:10.389787 2021-04-10 02:53:46,765 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.61ms, fps=1755 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.180644, arrival_time=2021-04-10 02:54:03.946407, cost_time=0:00:11.848686 2021-04-10 02:53:48,220 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.0031, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.667966, arrival_time=2021-04-10 02:54:03.888032, cost_time=0:00:13.302946 2021-04-10 02:53:49,679 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.171712, arrival_time=2021-04-10 02:54:03.851004, cost_time=0:00:14.762179 2021-04-10 02:53:51,150 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=2.80ms, fps=1741 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.691536, arrival_time=2021-04-10 02:54:03.842126, cost_time=0:00:16.233390 2021-04-10 02:53:52,620 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.79ms, fps=1743 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.211976, arrival_time=2021-04-10 02:54:03.832168, cost_time=0:00:17.703080 2021-04-10 02:53:54,129 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.99ms, fps=1697 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.754008, arrival_time=2021-04-10 02:54:03.883549, cost_time=0:00:19.212440 2021-04-10 02:53:55,589 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=2.04ms, fps=1754 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.268960, arrival_time=2021-04-10 02:54:03.858458, cost_time=0:00:20.672423 2021-04-10 02:53:57,047 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.95ms, fps=1757 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.786472, arrival_time=2021-04-10 02:54:03.833475, cost_time=0:00:22.129869 2021-04-10 02:53:58,511 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=2.02ms, fps=1748 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.308848, arrival_time=2021-04-10 02:54:03.820737, cost_time=0:00:23.594826 2021-04-10 02:53:59,983 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.97ms, fps=1740 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.833726, arrival_time=2021-04-10 02:54:03.817523, cost_time=0:00:25.066720 2021-04-10 02:54:01,441 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.58ms, fps=1757 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.357728, arrival_time=2021-04-10 02:54:03.799357, cost_time=0:00:26.524518 2021-04-10 02:54:02,893 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.883452, arrival_time=2021-04-10 02:54:03.776480, cost_time=0:00:27.975935 2021-04-10 02:54:03,697 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.54ms, fps=1691 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:03.697867, cost_time=0:00:28.780756 2021-04-10 02:54:04,102 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.83ms, fps=6368 images/s, loss=0.3052, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:01.205910, arrival_time=2021-04-10 02:54:05.307959, cost_time=0:00:00.401973 2021-04-10 02:54:04,403 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.48ms, fps=8502 images/s, loss=0.2822, top1-acc=93.61%, top5-acc=99.80%, remaining_time=0:00:00.703420, arrival_time=2021-04-10 02:54:05.107012, cost_time=0:00:00.703422 2021-04-10 02:54:04,758 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.94ms, fps=7234 images/s, loss=0.2730, top1-acc=93.65%, top5-acc=99.82%, remaining_time=0:00:00.352720, arrival_time=2021-04-10 02:54:05.111094, cost_time=0:00:01.058149 2021-04-10 02:54:05,030 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=8533 images/s, loss=0.2811, top1-acc=93.58%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:05.030851, cost_time=0:00:01.330796 2021-04-10 02:54:05,120 INFO : Epoch=0181 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:09:38.335110, arrival_time=2021-04-10 03:03:43.455735, cost_time=1:31:49.402914 2021-04-10 02:54:05,121 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:54:06,788 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.60ms, fps=1536 images/s, loss=0.0053, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.998760, arrival_time=2021-04-10 02:54:37.787167, cost_time=0:00:01.666603 2021-04-10 02:54:08,239 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.53ms, fps=1765 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.438400, arrival_time=2021-04-10 02:54:35.678224, cost_time=0:00:03.117998 2021-04-10 02:54:09,701 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.64ms, fps=1752 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.342224, arrival_time=2021-04-10 02:54:35.043864, cost_time=0:00:04.579908 2021-04-10 02:54:11,158 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.80ms, fps=1757 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.544456, arrival_time=2021-04-10 02:54:34.703355, cost_time=0:00:06.037045 2021-04-10 02:54:12,619 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.892408, arrival_time=2021-04-10 02:54:34.511592, cost_time=0:00:07.497424 2021-04-10 02:54:14,079 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.305344, arrival_time=2021-04-10 02:54:34.385280, cost_time=0:00:08.958223 2021-04-10 02:54:15,530 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.55ms, fps=1766 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.735444, arrival_time=2021-04-10 02:54:34.265700, cost_time=0:00:10.408553 2021-04-10 02:54:16,987 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.205932, arrival_time=2021-04-10 02:54:34.193786, cost_time=0:00:11.866146 2021-04-10 02:54:18,446 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.693406, arrival_time=2021-04-10 02:54:34.139813, cost_time=0:00:13.324599 2021-04-10 02:54:19,907 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=2.07ms, fps=1753 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.194080, arrival_time=2021-04-10 02:54:34.101343, cost_time=0:00:14.785509 2021-04-10 02:54:21,369 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.702630, arrival_time=2021-04-10 02:54:34.071909, cost_time=0:00:16.247552 2021-04-10 02:54:22,825 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.212052, arrival_time=2021-04-10 02:54:34.037037, cost_time=0:00:17.703278 2021-04-10 02:54:24,280 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.64ms, fps=1760 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.726618, arrival_time=2021-04-10 02:54:34.006778, cost_time=0:00:19.158451 2021-04-10 02:54:25,737 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.86ms, fps=1758 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.246112, arrival_time=2021-04-10 02:54:33.983170, cost_time=0:00:20.615291 2021-04-10 02:54:27,198 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.85ms, fps=1752 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.770280, arrival_time=2021-04-10 02:54:33.969003, cost_time=0:00:22.077010 2021-04-10 02:54:28,651 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.294196, arrival_time=2021-04-10 02:54:33.945624, cost_time=0:00:23.529724 2021-04-10 02:54:30,108 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.76ms, fps=1757 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.821506, arrival_time=2021-04-10 02:54:33.930003, cost_time=0:00:24.986717 2021-04-10 02:54:31,565 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=2.24ms, fps=1758 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.350512, arrival_time=2021-04-10 02:54:33.915555, cost_time=0:00:26.443270 2021-04-10 02:54:33,019 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.18ms, fps=1760 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.880992, arrival_time=2021-04-10 02:54:33.900775, cost_time=0:00:27.898077 2021-04-10 02:54:33,825 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.69ms, fps=1689 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:33.825172, cost_time=0:00:28.703413 2021-04-10 02:54:34,237 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=4.15ms, fps=6237 images/s, loss=0.2721, top1-acc=93.44%, top5-acc=99.77%, remaining_time=0:00:01.231290, arrival_time=2021-04-10 02:54:35.469127, cost_time=0:00:00.410433 2021-04-10 02:54:34,587 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.58ms, fps=7325 images/s, loss=0.2794, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:00.760420, arrival_time=2021-04-10 02:54:35.348213, cost_time=0:00:00.760412 2021-04-10 02:54:34,884 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.64ms, fps=8628 images/s, loss=0.2866, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:00.352510, arrival_time=2021-04-10 02:54:35.237448, cost_time=0:00:01.057528 2021-04-10 02:54:35,158 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=8504 images/s, loss=0.2936, top1-acc=93.75%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:35.158152, cost_time=0:00:01.330803 2021-04-10 02:54:35,280 INFO : Epoch=0182 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:09:07.868862, arrival_time=2021-04-10 03:03:43.149566, cost_time=1:32:19.562893 2021-04-10 02:54:35,281 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:54:36,925 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.44ms, fps=1558 images/s, loss=0.0048, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.569286, arrival_time=2021-04-10 02:55:07.494599, cost_time=0:00:01.643513 2021-04-10 02:54:38,384 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.0037, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:27.299008, arrival_time=2021-04-10 02:55:05.682973, cost_time=0:00:03.102166 2021-04-10 02:54:39,840 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.66ms, fps=1759 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:25.222704, arrival_time=2021-04-10 02:55:05.062784, cost_time=0:00:04.558328 2021-04-10 02:54:41,302 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.478780, arrival_time=2021-04-10 02:55:04.780773, cost_time=0:00:06.020196 2021-04-10 02:54:42,758 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.830942, arrival_time=2021-04-10 02:55:04.589027, cost_time=0:00:07.476333 2021-04-10 02:54:44,207 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.42ms, fps=1767 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.230952, arrival_time=2021-04-10 02:55:04.438093, cost_time=0:00:08.925401 2021-04-10 02:54:45,665 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.690210, arrival_time=2021-04-10 02:55:04.355420, cost_time=0:00:10.383459 2021-04-10 02:54:47,116 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.60ms, fps=1765 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.159764, arrival_time=2021-04-10 02:55:04.275949, cost_time=0:00:11.834345 2021-04-10 02:54:48,586 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=2.16ms, fps=1742 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.669556, arrival_time=2021-04-10 02:55:04.255629, cost_time=0:00:13.304323 2021-04-10 02:54:50,039 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.167488, arrival_time=2021-04-10 02:55:04.207079, cost_time=0:00:14.757823 2021-04-10 02:54:51,505 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.84ms, fps=1747 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.683796, arrival_time=2021-04-10 02:55:04.189060, cost_time=0:00:16.223511 2021-04-10 02:54:52,957 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.194800, arrival_time=2021-04-10 02:55:04.152558, cost_time=0:00:17.676011 2021-04-10 02:54:54,412 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.712560, arrival_time=2021-04-10 02:55:04.125181, cost_time=0:00:19.130810 2021-04-10 02:54:55,866 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.233848, arrival_time=2021-04-10 02:55:04.100292, cost_time=0:00:20.584644 2021-04-10 02:54:57,324 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.93ms, fps=1756 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.759746, arrival_time=2021-04-10 02:55:04.084194, cost_time=0:00:22.042661 2021-04-10 02:54:58,778 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.286852, arrival_time=2021-04-10 02:55:04.065699, cost_time=0:00:23.497098 2021-04-10 02:55:00,235 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=2.22ms, fps=1758 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.816488, arrival_time=2021-04-10 02:55:04.052217, cost_time=0:00:24.953926 2021-04-10 02:55:01,690 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.347456, arrival_time=2021-04-10 02:55:04.038196, cost_time=0:00:26.408939 2021-04-10 02:55:03,143 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.26ms, fps=1763 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.879840, arrival_time=2021-04-10 02:55:04.023243, cost_time=0:00:27.861650 2021-04-10 02:55:03,925 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.35ms, fps=1739 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:03.925658, cost_time=0:00:28.643868 2021-04-10 02:55:04,338 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.31ms, fps=6241 images/s, loss=0.3176, top1-acc=93.01%, top5-acc=99.73%, remaining_time=0:00:01.230450, arrival_time=2021-04-10 02:55:05.568574, cost_time=0:00:00.410154 2021-04-10 02:55:04,663 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=17.98ms, fps=7868 images/s, loss=0.2984, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:00.735860, arrival_time=2021-04-10 02:55:05.399723, cost_time=0:00:00.735852 2021-04-10 02:55:04,966 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=2.02ms, fps=8478 images/s, loss=0.2834, top1-acc=93.57%, top5-acc=99.78%, remaining_time=0:00:00.346100, arrival_time=2021-04-10 02:55:05.312418, cost_time=0:00:01.038304 2021-04-10 02:55:05,239 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.07ms, fps=8505 images/s, loss=0.2774, top1-acc=93.69%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:05.239539, cost_time=0:00:01.311591 2021-04-10 02:55:05,333 INFO : Epoch=0183 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:08:37.396037, arrival_time=2021-04-10 03:03:42.729883, cost_time=1:32:49.616145 2021-04-10 02:55:05,334 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:55:06,949 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.24ms, fps=1586 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.030816, arrival_time=2021-04-10 02:55:36.980343, cost_time=0:00:01.614558 2021-04-10 02:55:08,412 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.67ms, fps=1750 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.083584, arrival_time=2021-04-10 02:55:35.496196, cost_time=0:00:03.077670 2021-04-10 02:55:09,881 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.94ms, fps=1743 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.157964, arrival_time=2021-04-10 02:55:35.039491, cost_time=0:00:04.546610 2021-04-10 02:55:11,339 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=2.17ms, fps=1756 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.418096, arrival_time=2021-04-10 02:55:34.757763, cost_time=0:00:06.004654 2021-04-10 02:55:12,796 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.70ms, fps=1758 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.788018, arrival_time=2021-04-10 02:55:34.584612, cost_time=0:00:07.461636 2021-04-10 02:55:14,278 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.45ms, fps=1728 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.271616, arrival_time=2021-04-10 02:55:34.550007, cost_time=0:00:08.943341 2021-04-10 02:55:15,734 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.720072, arrival_time=2021-04-10 02:55:34.455023, cost_time=0:00:10.400027 2021-04-10 02:55:17,198 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=2.06ms, fps=1749 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.202336, arrival_time=2021-04-10 02:55:34.401107, cost_time=0:00:11.863714 2021-04-10 02:55:18,654 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=2.15ms, fps=1760 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.686834, arrival_time=2021-04-10 02:55:34.340838, cost_time=0:00:13.318998 2021-04-10 02:55:20,120 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.90ms, fps=1746 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.194272, arrival_time=2021-04-10 02:55:34.314962, cost_time=0:00:14.785742 2021-04-10 02:55:21,577 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.59ms, fps=1758 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.698502, arrival_time=2021-04-10 02:55:34.275653, cost_time=0:00:16.242225 2021-04-10 02:55:23,035 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.91ms, fps=1756 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.210076, arrival_time=2021-04-10 02:55:34.245136, cost_time=0:00:17.700093 2021-04-10 02:55:24,495 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.727542, arrival_time=2021-04-10 02:55:34.222974, cost_time=0:00:19.160335 2021-04-10 02:55:25,976 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.52ms, fps=1729 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.256584, arrival_time=2021-04-10 02:55:34.233025, cost_time=0:00:20.641495 2021-04-10 02:55:27,427 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.48ms, fps=1765 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.774926, arrival_time=2021-04-10 02:55:34.201992, cost_time=0:00:22.092087 2021-04-10 02:55:28,876 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.45ms, fps=1767 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.296752, arrival_time=2021-04-10 02:55:34.172726, cost_time=0:00:23.541046 2021-04-10 02:55:30,335 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.823664, arrival_time=2021-04-10 02:55:34.159475, cost_time=0:00:25.000876 2021-04-10 02:55:31,785 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.37ms, fps=1767 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.351136, arrival_time=2021-04-10 02:55:34.136343, cost_time=0:00:26.450276 2021-04-10 02:55:33,236 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.23ms, fps=1765 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.881094, arrival_time=2021-04-10 02:55:34.117454, cost_time=0:00:27.901370 2021-04-10 02:55:34,042 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.61ms, fps=1687 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:34.042952, cost_time=0:00:28.708027 2021-04-10 02:55:34,440 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.21ms, fps=6464 images/s, loss=0.2744, top1-acc=94.18%, top5-acc=99.84%, remaining_time=0:00:01.188090, arrival_time=2021-04-10 02:55:35.628502, cost_time=0:00:00.396034 2021-04-10 02:55:34,771 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=7.33ms, fps=7749 images/s, loss=0.2791, top1-acc=93.87%, top5-acc=99.84%, remaining_time=0:00:00.726780, arrival_time=2021-04-10 02:55:35.497957, cost_time=0:00:00.726779 2021-04-10 02:55:35,084 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.58ms, fps=8192 images/s, loss=0.2797, top1-acc=93.88%, top5-acc=99.84%, remaining_time=0:00:00.346560, arrival_time=2021-04-10 02:55:35.430715, cost_time=0:00:01.039675 2021-04-10 02:55:35,359 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=8445 images/s, loss=0.2712, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:35.359420, cost_time=0:00:01.315066 2021-04-10 02:55:35,453 INFO : Epoch=0184 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:08:06.933552, arrival_time=2021-04-10 03:03:42.387150, cost_time=1:33:19.735896 2021-04-10 02:55:35,454 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:55:37,101 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.68ms, fps=1555 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.625830, arrival_time=2021-04-10 02:56:07.727172, cost_time=0:00:01.646552 2021-04-10 02:55:38,570 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.89ms, fps=1743 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.423088, arrival_time=2021-04-10 02:56:05.993968, cost_time=0:00:03.116259 2021-04-10 02:55:40,039 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.366958, arrival_time=2021-04-10 02:56:05.406051, cost_time=0:00:04.584381 2021-04-10 02:55:41,495 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.57ms, fps=1758 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.560836, arrival_time=2021-04-10 02:56:05.056698, cost_time=0:00:06.041247 2021-04-10 02:55:42,949 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.65ms, fps=1762 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.883940, arrival_time=2021-04-10 02:56:04.833107, cost_time=0:00:07.494485 2021-04-10 02:55:44,400 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.277736, arrival_time=2021-04-10 02:56:04.678423, cost_time=0:00:08.946032 2021-04-10 02:55:45,868 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.94ms, fps=1744 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.745398, arrival_time=2021-04-10 02:56:04.614094, cost_time=0:00:10.414076 2021-04-10 02:55:47,322 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.208136, arrival_time=2021-04-10 02:56:04.530423, cost_time=0:00:11.867658 2021-04-10 02:55:48,796 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.713864, arrival_time=2021-04-10 02:56:04.510473, cost_time=0:00:13.341985 2021-04-10 02:55:50,255 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.208384, arrival_time=2021-04-10 02:56:04.463419, cost_time=0:00:14.800357 2021-04-10 02:55:51,706 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.61ms, fps=1764 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.705984, arrival_time=2021-04-10 02:56:04.412480, cost_time=0:00:16.251851 2021-04-10 02:55:53,206 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.90ms, fps=1708 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.242452, arrival_time=2021-04-10 02:56:04.448433, cost_time=0:00:17.751281 2021-04-10 02:55:54,663 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.81ms, fps=1757 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.752028, arrival_time=2021-04-10 02:56:04.415201, cost_time=0:00:19.208554 2021-04-10 02:55:56,119 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.265880, arrival_time=2021-04-10 02:56:04.385279, cost_time=0:00:20.664671 2021-04-10 02:55:57,583 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.786150, arrival_time=2021-04-10 02:56:04.369492, cost_time=0:00:22.128688 2021-04-10 02:55:59,037 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.306040, arrival_time=2021-04-10 02:56:04.343004, cost_time=0:00:23.582346 2021-04-10 02:56:00,487 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.35ms, fps=1765 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.828604, arrival_time=2021-04-10 02:56:04.316415, cost_time=0:00:25.033151 2021-04-10 02:56:01,940 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.81ms, fps=1763 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.354272, arrival_time=2021-04-10 02:56:04.294476, cost_time=0:00:26.485590 2021-04-10 02:56:03,403 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.882582, arrival_time=2021-04-10 02:56:04.285638, cost_time=0:00:27.948388 2021-04-10 02:56:04,189 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.32ms, fps=1730 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:04.189720, cost_time=0:00:28.735039 2021-04-10 02:56:04,604 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.19ms, fps=6204 images/s, loss=0.2628, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:01.237890, arrival_time=2021-04-10 02:56:05.842513, cost_time=0:00:00.412634 2021-04-10 02:56:04,902 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.49ms, fps=8603 images/s, loss=0.2768, top1-acc=93.69%, top5-acc=99.84%, remaining_time=0:00:00.710580, arrival_time=2021-04-10 02:56:05.613162, cost_time=0:00:00.710578 2021-04-10 02:56:05,209 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=4.44ms, fps=8351 images/s, loss=0.2768, top1-acc=93.70%, top5-acc=99.80%, remaining_time=0:00:00.339200, arrival_time=2021-04-10 02:56:05.548769, cost_time=0:00:01.017601 2021-04-10 02:56:05,482 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.10ms, fps=8527 images/s, loss=0.2709, top1-acc=93.81%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:05.481966, cost_time=0:00:01.290013 2021-04-10 02:56:05,553 INFO : Epoch=0185 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:07:36.473160, arrival_time=2021-04-10 03:03:42.026495, cost_time=1:33:49.835640 2021-04-10 02:56:05,554 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:56:07,206 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.49ms, fps=1550 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.728130, arrival_time=2021-04-10 02:56:37.934518, cost_time=0:00:01.652053 2021-04-10 02:56:08,661 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.342480, arrival_time=2021-04-10 02:56:36.004015, cost_time=0:00:03.107099 2021-04-10 02:56:10,121 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.72ms, fps=1754 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.272504, arrival_time=2021-04-10 02:56:35.394253, cost_time=0:00:04.567308 2021-04-10 02:56:11,580 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.501712, arrival_time=2021-04-10 02:56:35.082160, cost_time=0:00:06.026093 2021-04-10 02:56:13,040 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.858828, arrival_time=2021-04-10 02:56:34.899073, cost_time=0:00:07.485908 2021-04-10 02:56:14,510 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.75ms, fps=1743 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.298816, arrival_time=2021-04-10 02:56:34.808703, cost_time=0:00:08.955387 2021-04-10 02:56:15,963 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.50ms, fps=1762 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.736578, arrival_time=2021-04-10 02:56:34.700133, cost_time=0:00:10.409199 2021-04-10 02:56:17,435 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.90ms, fps=1740 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.227740, arrival_time=2021-04-10 02:56:34.663278, cost_time=0:00:11.881197 2021-04-10 02:56:18,889 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.706232, arrival_time=2021-04-10 02:56:34.596049, cost_time=0:00:13.335476 2021-04-10 02:56:20,358 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.90ms, fps=1743 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.212320, arrival_time=2021-04-10 02:56:34.571176, cost_time=0:00:14.804521 2021-04-10 02:56:21,813 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.711402, arrival_time=2021-04-10 02:56:34.524645, cost_time=0:00:16.258808 2021-04-10 02:56:23,269 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=2.04ms, fps=1758 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.219728, arrival_time=2021-04-10 02:56:34.489494, cost_time=0:00:17.715332 2021-04-10 02:56:24,735 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.737970, arrival_time=2021-04-10 02:56:34.473192, cost_time=0:00:19.180848 2021-04-10 02:56:26,210 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.59ms, fps=1736 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.262352, arrival_time=2021-04-10 02:56:34.472545, cost_time=0:00:20.655830 2021-04-10 02:56:27,674 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.94ms, fps=1749 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.783436, arrival_time=2021-04-10 02:56:34.457604, cost_time=0:00:22.119835 2021-04-10 02:56:29,132 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.90ms, fps=1756 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.305140, arrival_time=2021-04-10 02:56:34.437904, cost_time=0:00:23.578427 2021-04-10 02:56:30,592 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.829410, arrival_time=2021-04-10 02:56:34.422127, cost_time=0:00:25.038376 2021-04-10 02:56:32,040 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.46ms, fps=1769 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.354320, arrival_time=2021-04-10 02:56:34.394795, cost_time=0:00:26.486142 2021-04-10 02:56:33,491 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.45ms, fps=1765 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.882228, arrival_time=2021-04-10 02:56:34.373852, cost_time=0:00:27.937290 2021-04-10 02:56:34,287 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=2.08ms, fps=1711 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:34.287172, cost_time=0:00:28.732708 2021-04-10 02:56:34,693 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.21ms, fps=6333 images/s, loss=0.2610, top1-acc=94.53%, top5-acc=99.80%, remaining_time=0:00:01.212660, arrival_time=2021-04-10 02:56:35.906356, cost_time=0:00:00.404225 2021-04-10 02:56:34,990 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=2.13ms, fps=8627 images/s, loss=0.2671, top1-acc=94.16%, top5-acc=99.84%, remaining_time=0:00:00.701280, arrival_time=2021-04-10 02:56:35.692081, cost_time=0:00:00.701282 2021-04-10 02:56:35,297 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.31ms, fps=8372 images/s, loss=0.2749, top1-acc=93.97%, top5-acc=99.80%, remaining_time=0:00:00.335840, arrival_time=2021-04-10 02:56:35.632893, cost_time=0:00:01.007530 2021-04-10 02:56:35,574 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=8374 images/s, loss=0.2963, top1-acc=93.88%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:35.574553, cost_time=0:00:01.285080 2021-04-10 02:56:35,662 INFO : Epoch=0186 complete, best val top1-acc=93.90%, top5-acc=99.78% (epoch=179), remaining_time=0:07:06.017368, arrival_time=2021-04-10 03:03:41.680019, cost_time=1:34:19.944953 2021-04-10 02:56:35,663 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:56:37,300 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=2.19ms, fps=1565 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.434994, arrival_time=2021-04-10 02:57:07.734966, cost_time=0:00:01.636293 2021-04-10 02:56:38,757 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.223152, arrival_time=2021-04-10 02:57:05.980408, cost_time=0:00:03.093534 2021-04-10 02:56:40,215 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.188010, arrival_time=2021-04-10 02:57:05.403695, cost_time=0:00:04.552053 2021-04-10 02:56:41,668 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.47ms, fps=1763 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.417160, arrival_time=2021-04-10 02:57:05.085247, cost_time=0:00:06.004382 2021-04-10 02:56:43,130 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.0030, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.802034, arrival_time=2021-04-10 02:57:04.932147, cost_time=0:00:07.466438 2021-04-10 02:56:44,581 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.61ms, fps=1765 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.213544, arrival_time=2021-04-10 02:57:04.794911, cost_time=0:00:08.917722 2021-04-10 02:56:46,045 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.49ms, fps=1750 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.686430, arrival_time=2021-04-10 02:57:04.731459, cost_time=0:00:10.381326 2021-04-10 02:56:47,513 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.182268, arrival_time=2021-04-10 02:57:04.695802, cost_time=0:00:11.849861 2021-04-10 02:56:48,974 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.677294, arrival_time=2021-04-10 02:57:04.652051, cost_time=0:00:13.310950 2021-04-10 02:56:50,432 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.177760, arrival_time=2021-04-10 02:57:04.609895, cost_time=0:00:14.768505 2021-04-10 02:56:51,890 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.95ms, fps=1756 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.686032, arrival_time=2021-04-10 02:57:04.576102, cost_time=0:00:16.226361 2021-04-10 02:56:53,357 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.206124, arrival_time=2021-04-10 02:57:04.563717, cost_time=0:00:17.693918 2021-04-10 02:56:54,822 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.726882, arrival_time=2021-04-10 02:57:04.549646, cost_time=0:00:19.159019 2021-04-10 02:56:56,282 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.247512, arrival_time=2021-04-10 02:57:04.529992, cost_time=0:00:20.618845 2021-04-10 02:56:57,739 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.69ms, fps=1757 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.769958, arrival_time=2021-04-10 02:57:04.509667, cost_time=0:00:22.076007 2021-04-10 02:56:59,199 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.295564, arrival_time=2021-04-10 02:57:04.495021, cost_time=0:00:23.535787 2021-04-10 02:57:00,657 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.822598, arrival_time=2021-04-10 02:57:04.480267, cost_time=0:00:24.993990 2021-04-10 02:57:02,114 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.351216, arrival_time=2021-04-10 02:57:04.466029, cost_time=0:00:26.451173 2021-04-10 02:57:03,562 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.27ms, fps=1769 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.881016, arrival_time=2021-04-10 02:57:04.443444, cost_time=0:00:27.898762 2021-04-10 02:57:04,368 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.64ms, fps=1688 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:04.368588, cost_time=0:00:28.704901 2021-04-10 02:57:04,799 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.23ms, fps=5974 images/s, loss=0.2531, top1-acc=94.41%, top5-acc=99.80%, remaining_time=0:00:01.285560, arrival_time=2021-04-10 02:57:06.084929, cost_time=0:00:00.428516 2021-04-10 02:57:05,093 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=3.04ms, fps=8711 images/s, loss=0.2631, top1-acc=94.28%, top5-acc=99.75%, remaining_time=0:00:00.722940, arrival_time=2021-04-10 02:57:05.816706, cost_time=0:00:00.722949 2021-04-10 02:57:05,392 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.79ms, fps=8582 images/s, loss=0.2612, top1-acc=94.27%, top5-acc=99.77%, remaining_time=0:00:00.340570, arrival_time=2021-04-10 02:57:05.733139, cost_time=0:00:01.021723 2021-04-10 02:57:05,665 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.08ms, fps=8527 images/s, loss=0.2720, top1-acc=94.01%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:05.665076, cost_time=0:00:01.294311 2021-04-10 02:57:05,971 INFO : Epoch=0187 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:06:35.579145, arrival_time=2021-04-10 03:03:41.550740, cost_time=1:34:50.253872 2021-04-10 02:57:05,972 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:57:07,612 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.39ms, fps=1561 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.496932, arrival_time=2021-04-10 02:57:38.109252, cost_time=0:00:01.639615 2021-04-10 02:57:09,071 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.268912, arrival_time=2021-04-10 02:57:36.340450, cost_time=0:00:03.098737 2021-04-10 02:57:10,524 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.185354, arrival_time=2021-04-10 02:57:35.709766, cost_time=0:00:04.551582 2021-04-10 02:57:11,995 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=2.16ms, fps=1741 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.489388, arrival_time=2021-04-10 02:57:35.485007, cost_time=0:00:06.022902 2021-04-10 02:57:13,448 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.828752, arrival_time=2021-04-10 02:57:35.277038, cost_time=0:00:07.475620 2021-04-10 02:57:14,914 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.75ms, fps=1746 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.268352, arrival_time=2021-04-10 02:57:35.183040, cost_time=0:00:08.941939 2021-04-10 02:57:16,370 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.715284, arrival_time=2021-04-10 02:57:35.085330, cost_time=0:00:10.397364 2021-04-10 02:57:17,838 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.46ms, fps=1743 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.205816, arrival_time=2021-04-10 02:57:35.044591, cost_time=0:00:11.866108 2021-04-10 02:57:19,289 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.34ms, fps=1765 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.684714, arrival_time=2021-04-10 02:57:34.974627, cost_time=0:00:13.317245 2021-04-10 02:57:20,742 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.53ms, fps=1763 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.178528, arrival_time=2021-04-10 02:57:34.920516, cost_time=0:00:14.769293 2021-04-10 02:57:22,202 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.78ms, fps=1753 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.688698, arrival_time=2021-04-10 02:57:34.891127, cost_time=0:00:16.229688 2021-04-10 02:57:23,656 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.199588, arrival_time=2021-04-10 02:57:34.855820, cost_time=0:00:17.683564 2021-04-10 02:57:25,117 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.75ms, fps=1753 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.719556, arrival_time=2021-04-10 02:57:34.836840, cost_time=0:00:19.144596 2021-04-10 02:57:26,567 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.91ms, fps=1766 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.237768, arrival_time=2021-04-10 02:57:34.804810, cost_time=0:00:20.594377 2021-04-10 02:57:28,019 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.760896, arrival_time=2021-04-10 02:57:34.779976, cost_time=0:00:22.046416 2021-04-10 02:57:29,486 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.94ms, fps=1746 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.290524, arrival_time=2021-04-10 02:57:34.776590, cost_time=0:00:23.513397 2021-04-10 02:57:30,940 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=2.11ms, fps=1761 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.818620, arrival_time=2021-04-10 02:57:34.759191, cost_time=0:00:24.967889 2021-04-10 02:57:32,393 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.348544, arrival_time=2021-04-10 02:57:34.742291, cost_time=0:00:26.421081 2021-04-10 02:57:33,847 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.25ms, fps=1762 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.880248, arrival_time=2021-04-10 02:57:34.727369, cost_time=0:00:27.874459 2021-04-10 02:57:34,640 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.43ms, fps=1715 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:34.640324, cost_time=0:00:28.667661 2021-04-10 02:57:35,047 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.42ms, fps=6318 images/s, loss=0.2952, top1-acc=93.67%, top5-acc=99.84%, remaining_time=0:00:01.215510, arrival_time=2021-04-10 02:57:36.262613, cost_time=0:00:00.405169 2021-04-10 02:57:35,342 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.42ms, fps=8693 images/s, loss=0.2919, top1-acc=93.61%, top5-acc=99.82%, remaining_time=0:00:00.700480, arrival_time=2021-04-10 02:57:36.042749, cost_time=0:00:00.700475 2021-04-10 02:57:35,646 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=2.02ms, fps=8431 images/s, loss=0.2833, top1-acc=93.79%, top5-acc=99.79%, remaining_time=0:00:00.334860, arrival_time=2021-04-10 02:57:35.981262, cost_time=0:00:01.004578 2021-04-10 02:57:35,923 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.08ms, fps=8399 images/s, loss=0.2805, top1-acc=93.96%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:35.923054, cost_time=0:00:01.281318 2021-04-10 02:57:36,036 INFO : Epoch=0188 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:06:05.126748, arrival_time=2021-04-10 03:03:41.163453, cost_time=1:35:20.318998 2021-04-10 02:57:36,037 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:57:37,684 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.61ms, fps=1555 images/s, loss=0.0025, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.619320, arrival_time=2021-04-10 02:58:08.303312, cost_time=0:00:01.646200 2021-04-10 02:57:39,156 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.444912, arrival_time=2021-04-10 02:58:06.601490, cost_time=0:00:03.118743 2021-04-10 02:57:40,620 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.54ms, fps=1749 images/s, loss=0.0025, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.358326, arrival_time=2021-04-10 02:58:05.979027, cost_time=0:00:04.582832 2021-04-10 02:57:42,072 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.49ms, fps=1765 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.533848, arrival_time=2021-04-10 02:58:05.605958, cost_time=0:00:06.034335 2021-04-10 02:57:43,594 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.18ms, fps=1682 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.066732, arrival_time=2021-04-10 02:58:05.661635, cost_time=0:00:07.557115 2021-04-10 02:57:45,061 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.88ms, fps=1746 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.453448, arrival_time=2021-04-10 02:58:05.514894, cost_time=0:00:09.023588 2021-04-10 02:57:46,530 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.34ms, fps=1743 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.887400, arrival_time=2021-04-10 02:58:05.418139, cost_time=0:00:10.493004 2021-04-10 02:57:47,982 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.319148, arrival_time=2021-04-10 02:58:05.301201, cost_time=0:00:11.944276 2021-04-10 02:57:49,442 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.788170, arrival_time=2021-04-10 02:58:05.230992, cost_time=0:00:13.405089 2021-04-10 02:57:50,907 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.274336, arrival_time=2021-04-10 02:58:05.181267, cost_time=0:00:14.869084 2021-04-10 02:57:52,368 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.767818, arrival_time=2021-04-10 02:58:05.136508, cost_time=0:00:16.330926 2021-04-10 02:57:53,824 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.87ms, fps=1759 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.265100, arrival_time=2021-04-10 02:58:05.089825, cost_time=0:00:17.786986 2021-04-10 02:57:55,283 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.91ms, fps=1756 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.770838, arrival_time=2021-04-10 02:58:05.054144, cost_time=0:00:19.245575 2021-04-10 02:57:56,748 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=2.00ms, fps=1747 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.284472, arrival_time=2021-04-10 02:58:05.033388, cost_time=0:00:20.711135 2021-04-10 02:57:58,205 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.86ms, fps=1758 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.798110, arrival_time=2021-04-10 02:58:05.003519, cost_time=0:00:22.167681 2021-04-10 02:57:59,659 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.314932, arrival_time=2021-04-10 02:58:04.974559, cost_time=0:00:23.621850 2021-04-10 02:58:01,122 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.836482, arrival_time=2021-04-10 02:58:04.958909, cost_time=0:00:25.084695 2021-04-10 02:58:02,577 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.359104, arrival_time=2021-04-10 02:58:04.936871, cost_time=0:00:26.539966 2021-04-10 02:58:04,046 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.25ms, fps=1743 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.884490, arrival_time=2021-04-10 02:58:04.931169, cost_time=0:00:28.008909 2021-04-10 02:58:04,849 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.68ms, fps=1696 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:04.849172, cost_time=0:00:28.811369 2021-04-10 02:58:05,252 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.42ms, fps=6374 images/s, loss=0.2556, top1-acc=94.18%, top5-acc=99.77%, remaining_time=0:00:01.204890, arrival_time=2021-04-10 02:58:06.457195, cost_time=0:00:00.401626 2021-04-10 02:58:05,599 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=5.59ms, fps=7380 images/s, loss=0.2676, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:00.748940, arrival_time=2021-04-10 02:58:06.348597, cost_time=0:00:00.748949 2021-04-10 02:58:05,901 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.90ms, fps=8486 images/s, loss=0.2743, top1-acc=94.04%, top5-acc=99.78%, remaining_time=0:00:00.350370, arrival_time=2021-04-10 02:58:06.252154, cost_time=0:00:01.051121 2021-04-10 02:58:06,172 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=8577 images/s, loss=0.2702, top1-acc=93.99%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:06.172609, cost_time=0:00:01.321980 2021-04-10 02:58:06,245 INFO : Epoch=0189 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:05:34.686792, arrival_time=2021-04-10 03:03:40.932114, cost_time=1:35:50.527623 2021-04-10 02:58:06,246 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:58:07,889 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=2.23ms, fps=1558 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.568728, arrival_time=2021-04-10 02:58:38.458620, cost_time=0:00:01.643481 2021-04-10 02:58:09,359 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.36ms, fps=1743 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.391408, arrival_time=2021-04-10 02:58:36.750419, cost_time=0:00:03.112651 2021-04-10 02:58:10,821 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.82ms, fps=1751 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.316660, arrival_time=2021-04-10 02:58:36.138365, cost_time=0:00:04.575300 2021-04-10 02:58:12,279 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.530884, arrival_time=2021-04-10 02:58:35.810793, cost_time=0:00:06.033577 2021-04-10 02:58:13,733 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.861456, arrival_time=2021-04-10 02:58:35.594588, cost_time=0:00:07.486806 2021-04-10 02:58:15,183 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.45ms, fps=1765 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.258152, arrival_time=2021-04-10 02:58:35.441891, cost_time=0:00:08.937402 2021-04-10 02:58:16,639 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.707850, arrival_time=2021-04-10 02:58:35.347452, cost_time=0:00:10.393272 2021-04-10 02:58:18,095 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.181688, arrival_time=2021-04-10 02:58:35.277501, cost_time=0:00:11.849472 2021-04-10 02:58:19,551 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.670192, arrival_time=2021-04-10 02:58:35.221630, cost_time=0:00:13.304925 2021-04-10 02:58:21,009 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.172576, arrival_time=2021-04-10 02:58:35.182119, cost_time=0:00:14.763145 2021-04-10 02:58:22,468 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.682936, arrival_time=2021-04-10 02:58:35.151783, cost_time=0:00:16.222387 2021-04-10 02:58:23,929 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.199360, arrival_time=2021-04-10 02:58:35.128875, cost_time=0:00:17.683153 2021-04-10 02:58:25,400 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.724308, arrival_time=2021-04-10 02:58:35.124716, cost_time=0:00:19.153950 2021-04-10 02:58:26,859 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.245104, arrival_time=2021-04-10 02:58:35.104350, cost_time=0:00:20.612823 2021-04-10 02:58:28,322 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.88ms, fps=1750 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.770142, arrival_time=2021-04-10 02:58:35.093046, cost_time=0:00:22.076571 2021-04-10 02:58:29,776 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.294340, arrival_time=2021-04-10 02:58:35.071090, cost_time=0:00:23.530414 2021-04-10 02:58:31,236 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.822052, arrival_time=2021-04-10 02:58:35.058798, cost_time=0:00:24.990420 2021-04-10 02:58:32,702 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.77ms, fps=1747 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.351680, arrival_time=2021-04-10 02:58:35.054501, cost_time=0:00:26.456418 2021-04-10 02:58:34,162 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.881550, arrival_time=2021-04-10 02:58:35.043630, cost_time=0:00:27.915711 2021-04-10 02:58:34,949 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.41ms, fps=1728 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:34.949481, cost_time=0:00:28.703070 2021-04-10 02:58:35,333 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.38ms, fps=6691 images/s, loss=0.2961, top1-acc=93.32%, top5-acc=99.69%, remaining_time=0:00:01.147830, arrival_time=2021-04-10 02:58:36.481491, cost_time=0:00:00.382609 2021-04-10 02:58:35,632 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=2.11ms, fps=8579 images/s, loss=0.2889, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:00.681500, arrival_time=2021-04-10 02:58:36.314069, cost_time=0:00:00.681502 2021-04-10 02:58:35,933 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.48ms, fps=8520 images/s, loss=0.2763, top1-acc=93.82%, top5-acc=99.78%, remaining_time=0:00:00.327480, arrival_time=2021-04-10 02:58:36.260986, cost_time=0:00:00.982449 2021-04-10 02:58:36,206 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.09ms, fps=8504 images/s, loss=0.2689, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:36.206733, cost_time=0:00:01.255726 2021-04-10 02:58:36,264 INFO : Epoch=0190 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:05:04.239280, arrival_time=2021-04-10 03:03:40.503272, cost_time=1:36:20.546294 2021-04-10 02:58:36,264 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:58:37,909 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.56ms, fps=1557 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.577842, arrival_time=2021-04-10 02:59:08.486944, cost_time=0:00:01.643972 2021-04-10 02:58:39,372 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.98ms, fps=1751 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.340544, arrival_time=2021-04-10 02:59:06.712534, cost_time=0:00:03.106872 2021-04-10 02:58:40,825 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.236814, arrival_time=2021-04-10 02:59:06.062709, cost_time=0:00:04.560870 2021-04-10 02:58:42,275 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.41ms, fps=1766 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.442588, arrival_time=2021-04-10 02:59:05.718510, cost_time=0:00:06.010933 2021-04-10 02:58:43,729 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.50ms, fps=1762 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.794442, arrival_time=2021-04-10 02:59:05.523383, cost_time=0:00:07.463863 2021-04-10 02:58:45,188 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.225376, arrival_time=2021-04-10 02:59:05.413347, cost_time=0:00:08.922962 2021-04-10 02:58:46,639 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.674838, arrival_time=2021-04-10 02:59:05.314724, cost_time=0:00:10.374895 2021-04-10 02:58:48,097 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.157328, arrival_time=2021-04-10 02:59:05.254969, cost_time=0:00:11.832658 2021-04-10 02:58:49,552 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.90ms, fps=1760 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.649628, arrival_time=2021-04-10 02:59:05.202094, cost_time=0:00:13.287421 2021-04-10 02:58:51,011 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.156448, arrival_time=2021-04-10 02:59:05.167855, cost_time=0:00:14.746268 2021-04-10 02:58:52,471 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.670122, arrival_time=2021-04-10 02:59:05.141086, cost_time=0:00:16.205975 2021-04-10 02:58:53,928 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.186668, arrival_time=2021-04-10 02:59:05.114893, cost_time=0:00:17.663168 2021-04-10 02:58:55,387 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.708204, arrival_time=2021-04-10 02:59:05.095474, cost_time=0:00:19.122275 2021-04-10 02:58:56,843 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.231384, arrival_time=2021-04-10 02:59:05.074907, cost_time=0:00:20.578493 2021-04-10 02:58:58,307 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.89ms, fps=1749 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.759654, arrival_time=2021-04-10 02:59:05.067004, cost_time=0:00:22.042359 2021-04-10 02:58:59,766 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.287752, arrival_time=2021-04-10 02:59:05.053869, cost_time=0:00:23.501127 2021-04-10 02:59:01,228 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.817918, arrival_time=2021-04-10 02:59:05.046175, cost_time=0:00:24.963263 2021-04-10 02:59:02,683 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.348304, arrival_time=2021-04-10 02:59:05.031772, cost_time=0:00:26.418476 2021-04-10 02:59:04,141 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.27ms, fps=1756 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.880320, arrival_time=2021-04-10 02:59:05.022151, cost_time=0:00:27.876787 2021-04-10 02:59:04,941 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.26ms, fps=1701 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:04.941700, cost_time=0:00:28.676660 2021-04-10 02:59:05,367 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.10ms, fps=6046 images/s, loss=0.3200, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:01.270140, arrival_time=2021-04-10 02:59:06.637456, cost_time=0:00:00.423382 2021-04-10 02:59:05,660 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.79ms, fps=8748 images/s, loss=0.3048, top1-acc=93.42%, top5-acc=99.77%, remaining_time=0:00:00.716460, arrival_time=2021-04-10 02:59:06.376910, cost_time=0:00:00.716463 2021-04-10 02:59:05,967 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=2.13ms, fps=8356 images/s, loss=0.2810, top1-acc=93.80%, top5-acc=99.78%, remaining_time=0:00:00.341170, arrival_time=2021-04-10 02:59:06.308611, cost_time=0:00:01.023505 2021-04-10 02:59:06,245 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.07ms, fps=8377 images/s, loss=0.2752, top1-acc=93.89%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:06.244983, cost_time=0:00:01.301091 2021-04-10 02:59:06,344 INFO : Epoch=0191 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:04:33.799161, arrival_time=2021-04-10 03:03:40.143503, cost_time=1:36:50.626606 2021-04-10 02:59:06,345 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:59:07,959 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=5.25ms, fps=1587 images/s, loss=0.0026, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.005706, arrival_time=2021-04-10 02:59:37.964741, cost_time=0:00:01.613207 2021-04-10 02:59:09,427 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.120016, arrival_time=2021-04-10 02:59:36.547637, cost_time=0:00:03.081823 2021-04-10 02:59:10,886 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.125760, arrival_time=2021-04-10 02:59:36.012392, cost_time=0:00:04.540797 2021-04-10 02:59:12,343 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.390172, arrival_time=2021-04-10 02:59:35.733462, cost_time=0:00:05.997462 2021-04-10 02:59:13,804 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=2.11ms, fps=1753 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.779404, arrival_time=2021-04-10 02:59:35.583931, cost_time=0:00:07.458720 2021-04-10 02:59:15,265 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.218848, arrival_time=2021-04-10 02:59:35.484652, cost_time=0:00:08.920067 2021-04-10 02:59:16,723 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.680256, arrival_time=2021-04-10 02:59:35.403998, cost_time=0:00:10.377920 2021-04-10 02:59:18,179 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.159068, arrival_time=2021-04-10 02:59:35.338702, cost_time=0:00:11.833878 2021-04-10 02:59:19,634 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.651324, arrival_time=2021-04-10 02:59:35.285955, cost_time=0:00:13.288895 2021-04-10 02:59:21,093 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.157696, arrival_time=2021-04-10 02:59:35.251005, cost_time=0:00:14.747578 2021-04-10 02:59:22,558 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.96ms, fps=1747 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.675626, arrival_time=2021-04-10 02:59:35.234529, cost_time=0:00:16.212995 2021-04-10 02:59:24,019 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.54ms, fps=1753 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.193508, arrival_time=2021-04-10 02:59:35.213178, cost_time=0:00:17.673908 2021-04-10 02:59:25,472 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.710514, arrival_time=2021-04-10 02:59:35.183033, cost_time=0:00:19.126720 2021-04-10 02:59:26,923 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.34ms, fps=1765 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.230992, arrival_time=2021-04-10 02:59:35.154263, cost_time=0:00:20.577540 2021-04-10 02:59:28,390 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.760298, arrival_time=2021-04-10 02:59:35.150498, cost_time=0:00:22.044464 2021-04-10 02:59:29,846 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.287644, arrival_time=2021-04-10 02:59:35.134094, cost_time=0:00:23.500714 2021-04-10 02:59:31,300 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.73ms, fps=1761 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.816566, arrival_time=2021-04-10 02:59:35.116781, cost_time=0:00:24.954450 2021-04-10 02:59:32,757 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.347744, arrival_time=2021-04-10 02:59:35.105599, cost_time=0:00:26.412121 2021-04-10 02:59:34,209 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.25ms, fps=1764 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.879918, arrival_time=2021-04-10 02:59:35.089788, cost_time=0:00:27.864135 2021-04-10 02:59:35,012 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.61ms, fps=1695 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:35.012715, cost_time=0:00:28.666840 2021-04-10 02:59:35,435 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.32ms, fps=6087 images/s, loss=0.2735, top1-acc=93.67%, top5-acc=99.65%, remaining_time=0:00:01.261710, arrival_time=2021-04-10 02:59:36.697305, cost_time=0:00:00.420569 2021-04-10 02:59:35,730 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.34ms, fps=8710 images/s, loss=0.2877, top1-acc=93.79%, top5-acc=99.75%, remaining_time=0:00:00.714960, arrival_time=2021-04-10 02:59:36.444929, cost_time=0:00:00.714957 2021-04-10 02:59:36,023 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=4.27ms, fps=8728 images/s, loss=0.2720, top1-acc=93.89%, top5-acc=99.78%, remaining_time=0:00:00.336240, arrival_time=2021-04-10 02:59:36.359970, cost_time=0:00:01.008722 2021-04-10 02:59:36,334 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.12ms, fps=7485 images/s, loss=0.2681, top1-acc=93.92%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:36.334097, cost_time=0:00:01.319067 2021-04-10 02:59:36,427 INFO : Epoch=0192 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:04:03.362896, arrival_time=2021-04-10 03:03:39.790113, cost_time=1:37:20.709486 2021-04-10 02:59:36,428 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:59:38,098 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.24ms, fps=1533 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.057536, arrival_time=2021-04-10 03:00:09.156226, cost_time=0:00:01.669759 2021-04-10 02:59:39,554 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.62ms, fps=1759 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.506688, arrival_time=2021-04-10 03:00:07.061358, cost_time=0:00:03.125764 2021-04-10 02:59:41,029 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.54ms, fps=1736 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.457262, arrival_time=2021-04-10 03:00:06.486863, cost_time=0:00:04.600697 2021-04-10 02:59:42,494 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=2.12ms, fps=1748 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.656620, arrival_time=2021-04-10 03:00:06.151330, cost_time=0:00:06.065804 2021-04-10 02:59:43,960 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.98ms, fps=1746 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.993440, arrival_time=2021-04-10 03:00:05.954362, cost_time=0:00:07.532018 2021-04-10 02:59:45,418 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.376064, arrival_time=2021-04-10 03:00:05.794427, cost_time=0:00:08.989416 2021-04-10 02:59:46,880 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.812808, arrival_time=2021-04-10 03:00:05.693288, cost_time=0:00:10.451574 2021-04-10 02:59:48,340 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.87ms, fps=1754 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.271240, arrival_time=2021-04-10 03:00:05.611332, cost_time=0:00:11.911182 2021-04-10 02:59:49,800 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.749056, arrival_time=2021-04-10 03:00:05.549785, cost_time=0:00:13.371825 2021-04-10 02:59:51,258 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.236320, arrival_time=2021-04-10 03:00:05.494672, cost_time=0:00:14.829453 2021-04-10 02:59:52,713 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.731612, arrival_time=2021-04-10 03:00:05.445094, cost_time=0:00:16.284579 2021-04-10 02:59:54,168 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.235308, arrival_time=2021-04-10 03:00:05.404191, cost_time=0:00:17.739962 2021-04-10 02:59:55,627 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.746946, arrival_time=2021-04-10 03:00:05.374489, cost_time=0:00:19.198565 2021-04-10 02:59:57,079 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.260056, arrival_time=2021-04-10 03:00:05.339094, cost_time=0:00:20.650121 2021-04-10 02:59:58,540 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.90ms, fps=1752 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.780860, arrival_time=2021-04-10 03:00:05.321310, cost_time=0:00:22.111543 2021-04-10 02:59:59,995 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.302476, arrival_time=2021-04-10 03:00:05.297927, cost_time=0:00:23.566541 2021-04-10 03:00:01,448 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.826472, arrival_time=2021-04-10 03:00:05.274710, cost_time=0:00:25.019286 2021-04-10 03:00:02,909 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.94ms, fps=1753 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.353776, arrival_time=2021-04-10 03:00:05.262792, cost_time=0:00:26.480041 2021-04-10 03:00:04,367 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.20ms, fps=1757 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.882252, arrival_time=2021-04-10 03:00:05.249220, cost_time=0:00:27.938066 2021-04-10 03:00:05,162 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.40ms, fps=1711 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:05.162276, cost_time=0:00:28.733330 2021-04-10 03:00:05,565 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=2.71ms, fps=6390 images/s, loss=0.2527, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:01.201860, arrival_time=2021-04-10 03:00:06.766936, cost_time=0:00:00.400615 2021-04-10 03:00:05,866 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.72ms, fps=8498 images/s, loss=0.2633, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:00.702360, arrival_time=2021-04-10 03:00:06.569160, cost_time=0:00:00.702353 2021-04-10 03:00:06,165 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=2.36ms, fps=8581 images/s, loss=0.2639, top1-acc=93.92%, top5-acc=99.83%, remaining_time=0:00:00.333710, arrival_time=2021-04-10 03:00:06.499298, cost_time=0:00:01.001129 2021-04-10 03:00:06,448 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.08ms, fps=8237 images/s, loss=0.2637, top1-acc=93.93%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:06.448134, cost_time=0:00:01.283713 2021-04-10 03:00:06,502 INFO : Epoch=0193 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:03:32.930011, arrival_time=2021-04-10 03:03:39.432283, cost_time=1:37:50.784577 2021-04-10 03:00:06,503 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 03:00:08,196 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.40ms, fps=1512 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.485336, arrival_time=2021-04-10 03:00:39.681426, cost_time=0:00:01.692758 2021-04-10 03:00:09,653 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.0026, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.722288, arrival_time=2021-04-10 03:00:37.375947, cost_time=0:00:03.150256 2021-04-10 03:00:11,109 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.489798, arrival_time=2021-04-10 03:00:36.599680, cost_time=0:00:04.606586 2021-04-10 03:00:12,572 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.79ms, fps=1751 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.668476, arrival_time=2021-04-10 03:00:36.240569, cost_time=0:00:06.068851 2021-04-10 03:00:14,023 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.51ms, fps=1765 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.957524, arrival_time=2021-04-10 03:00:35.980537, cost_time=0:00:07.519692 2021-04-10 03:00:15,477 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.340568, arrival_time=2021-04-10 03:00:35.817625, cost_time=0:00:08.973752 2021-04-10 03:00:16,928 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.764802, arrival_time=2021-04-10 03:00:35.692927, cost_time=0:00:10.424893 2021-04-10 03:00:18,429 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.44ms, fps=1705 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.293280, arrival_time=2021-04-10 03:00:35.723122, cost_time=0:00:11.926419 2021-04-10 03:00:19,885 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=2.51ms, fps=1759 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.761670, arrival_time=2021-04-10 03:00:35.647465, cost_time=0:00:13.382542 2021-04-10 03:00:21,350 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.99ms, fps=1748 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.253312, arrival_time=2021-04-10 03:00:35.603888, cost_time=0:00:14.847248 2021-04-10 03:00:22,811 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=2.05ms, fps=1754 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.749672, arrival_time=2021-04-10 03:00:35.560659, cost_time=0:00:16.307752 2021-04-10 03:00:24,287 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.34ms, fps=1735 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.263124, arrival_time=2021-04-10 03:00:35.550418, cost_time=0:00:17.783869 2021-04-10 03:00:25,750 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.771498, arrival_time=2021-04-10 03:00:35.521620, cost_time=0:00:19.246864 2021-04-10 03:00:27,205 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=2.19ms, fps=1759 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.280944, arrival_time=2021-04-10 03:00:35.486572, cost_time=0:00:20.702350 2021-04-10 03:00:28,658 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.794246, arrival_time=2021-04-10 03:00:35.452678, cost_time=0:00:22.155197 2021-04-10 03:00:30,108 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.43ms, fps=1766 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.311224, arrival_time=2021-04-10 03:00:35.419977, cost_time=0:00:23.605473 2021-04-10 03:00:31,574 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.834454, arrival_time=2021-04-10 03:00:35.409218, cost_time=0:00:25.071459 2021-04-10 03:00:33,029 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.357888, arrival_time=2021-04-10 03:00:35.387438, cost_time=0:00:26.526288 2021-04-10 03:00:34,485 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.26ms, fps=1759 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.883644, arrival_time=2021-04-10 03:00:35.369002, cost_time=0:00:27.982105 2021-04-10 03:00:35,275 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.56ms, fps=1721 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:35.275839, cost_time=0:00:28.772558 2021-04-10 03:00:35,695 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.98ms, fps=6138 images/s, loss=0.2665, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:01.251210, arrival_time=2021-04-10 03:00:36.946331, cost_time=0:00:00.417074 2021-04-10 03:00:35,994 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.86ms, fps=8573 images/s, loss=0.2710, top1-acc=93.98%, top5-acc=99.82%, remaining_time=0:00:00.716040, arrival_time=2021-04-10 03:00:36.710162, cost_time=0:00:00.716039 2021-04-10 03:00:36,299 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=2.54ms, fps=8401 images/s, loss=0.2604, top1-acc=94.17%, top5-acc=99.79%, remaining_time=0:00:00.340420, arrival_time=2021-04-10 03:00:36.639754, cost_time=0:00:01.021271 2021-04-10 03:00:36,576 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.07ms, fps=8392 images/s, loss=0.2773, top1-acc=93.89%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:36.576199, cost_time=0:00:01.298161 2021-04-10 03:00:36,633 INFO : Epoch=0194 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:03:02.502564, arrival_time=2021-04-10 03:03:39.136432, cost_time=1:38:20.916173 2021-04-10 03:00:36,634 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 03:00:38,269 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.47ms, fps=1567 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.395190, arrival_time=2021-04-10 03:01:08.664332, cost_time=0:00:01.634154 2021-04-10 03:00:39,726 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.209072, arrival_time=2021-04-10 03:01:06.935869, cost_time=0:00:03.091934 2021-04-10 03:00:41,188 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=2.17ms, fps=1752 images/s, loss=0.0026, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.195314, arrival_time=2021-04-10 03:01:06.383708, cost_time=0:00:04.553360 2021-04-10 03:00:42,649 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.456316, arrival_time=2021-04-10 03:01:06.105654, cost_time=0:00:06.014440 2021-04-10 03:00:44,108 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.822474, arrival_time=2021-04-10 03:01:05.930817, cost_time=0:00:07.473432 2021-04-10 03:00:45,568 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0023, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.249992, arrival_time=2021-04-10 03:01:05.818687, cost_time=0:00:08.933807 2021-04-10 03:00:47,021 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.70ms, fps=1763 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.696132, arrival_time=2021-04-10 03:01:05.717689, cost_time=0:00:10.386711 2021-04-10 03:00:48,475 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.169508, arrival_time=2021-04-10 03:01:05.645407, cost_time=0:00:11.841044 2021-04-10 03:00:49,923 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.651536, arrival_time=2021-04-10 03:01:05.575462, cost_time=0:00:13.289078 2021-04-10 03:00:51,390 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.38ms, fps=1746 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.165376, arrival_time=2021-04-10 03:01:05.555903, cost_time=0:00:14.755615 2021-04-10 03:00:52,844 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=2.28ms, fps=1761 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.672960, arrival_time=2021-04-10 03:01:05.517502, cost_time=0:00:16.209608 2021-04-10 03:00:54,301 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.189100, arrival_time=2021-04-10 03:01:05.490992, cost_time=0:00:17.667029 2021-04-10 03:00:55,758 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.708930, arrival_time=2021-04-10 03:01:05.467466, cost_time=0:00:19.123681 2021-04-10 03:00:57,230 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.61ms, fps=1739 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.238440, arrival_time=2021-04-10 03:01:05.469395, cost_time=0:00:20.596108 2021-04-10 03:00:58,687 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.762874, arrival_time=2021-04-10 03:01:05.450564, cost_time=0:00:22.052841 2021-04-10 03:01:00,149 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.290704, arrival_time=2021-04-10 03:01:05.439903, cost_time=0:00:23.514307 2021-04-10 03:01:01,606 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.819192, arrival_time=2021-04-10 03:01:05.425684, cost_time=0:00:24.971645 2021-04-10 03:01:03,063 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=2.29ms, fps=1757 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.349248, arrival_time=2021-04-10 03:01:05.413192, cost_time=0:00:26.429094 2021-04-10 03:01:04,526 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.49ms, fps=1751 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.880788, arrival_time=2021-04-10 03:01:05.407372, cost_time=0:00:27.891649 2021-04-10 03:01:05,330 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.60ms, fps=1693 images/s, loss=0.0025, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:05.330545, cost_time=0:00:28.695639 2021-04-10 03:01:05,754 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=4.34ms, fps=6070 images/s, loss=0.3112, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:01.265280, arrival_time=2021-04-10 03:01:07.019836, cost_time=0:00:00.421761 2021-04-10 03:01:06,050 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.34ms, fps=8662 images/s, loss=0.2845, top1-acc=93.57%, top5-acc=99.82%, remaining_time=0:00:00.717820, arrival_time=2021-04-10 03:01:06.768392, cost_time=0:00:00.717824 2021-04-10 03:01:06,346 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=2.16ms, fps=8670 images/s, loss=0.2723, top1-acc=93.91%, top5-acc=99.83%, remaining_time=0:00:00.337800, arrival_time=2021-04-10 03:01:06.684082, cost_time=0:00:01.013413 2021-04-10 03:01:06,631 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=8156 images/s, loss=0.2696, top1-acc=93.88%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:06.631284, cost_time=0:00:01.298520 2021-04-10 03:01:06,685 INFO : Epoch=0195 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:02:32.076105, arrival_time=2021-04-10 03:03:38.761933, cost_time=1:38:50.968128 2021-04-10 03:01:06,686 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 03:01:08,354 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.26ms, fps=1535 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.014570, arrival_time=2021-04-10 03:01:39.368974, cost_time=0:00:01.667451 2021-04-10 03:01:09,808 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.466912, arrival_time=2021-04-10 03:01:37.275146, cost_time=0:00:03.121245 2021-04-10 03:01:11,261 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0024, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.313838, arrival_time=2021-04-10 03:01:36.575502, cost_time=0:00:04.574793 2021-04-10 03:01:12,748 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.48ms, fps=1723 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.638836, arrival_time=2021-04-10 03:01:36.387057, cost_time=0:00:06.061227 2021-04-10 03:01:14,212 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.975190, arrival_time=2021-04-10 03:01:36.187886, cost_time=0:00:07.525752 2021-04-10 03:01:15,679 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.383136, arrival_time=2021-04-10 03:01:36.062716, cost_time=0:00:08.992581 2021-04-10 03:01:17,144 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.45ms, fps=1748 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.824526, arrival_time=2021-04-10 03:01:35.969470, cost_time=0:00:10.458091 2021-04-10 03:01:18,598 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.272168, arrival_time=2021-04-10 03:01:35.870868, cost_time=0:00:11.911864 2021-04-10 03:01:20,056 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=2.04ms, fps=1757 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.745876, arrival_time=2021-04-10 03:01:35.801992, cost_time=0:00:13.369135 2021-04-10 03:01:21,511 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.231328, arrival_time=2021-04-10 03:01:35.742460, cost_time=0:00:14.824282 2021-04-10 03:01:22,971 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.78ms, fps=1754 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.731526, arrival_time=2021-04-10 03:01:35.702944, cost_time=0:00:16.284552 2021-04-10 03:01:24,426 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.234776, arrival_time=2021-04-10 03:01:35.660753, cost_time=0:00:17.739147 2021-04-10 03:01:25,890 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.749784, arrival_time=2021-04-10 03:01:35.640719, cost_time=0:00:19.204101 2021-04-10 03:01:27,342 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.53ms, fps=1764 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.262296, arrival_time=2021-04-10 03:01:35.604986, cost_time=0:00:20.655767 2021-04-10 03:01:28,794 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.78ms, fps=1763 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.779802, arrival_time=2021-04-10 03:01:35.574710, cost_time=0:00:22.108033 2021-04-10 03:01:30,260 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.71ms, fps=1747 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.304060, arrival_time=2021-04-10 03:01:35.564590, cost_time=0:00:23.573662 2021-04-10 03:01:31,728 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.61ms, fps=1745 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.829826, arrival_time=2021-04-10 03:01:35.557808, cost_time=0:00:25.041154 2021-04-10 03:01:33,189 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.60ms, fps=1753 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.355744, arrival_time=2021-04-10 03:01:35.544832, cost_time=0:00:26.502168 2021-04-10 03:01:34,649 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.25ms, fps=1754 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.883026, arrival_time=2021-04-10 03:01:35.532327, cost_time=0:00:27.962451 2021-04-10 03:01:35,442 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.62ms, fps=1717 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:35.442066, cost_time=0:00:28.755096 2021-04-10 03:01:35,851 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.30ms, fps=6295 images/s, loss=0.2824, top1-acc=93.79%, top5-acc=99.80%, remaining_time=0:00:01.219950, arrival_time=2021-04-10 03:01:37.070994, cost_time=0:00:00.406649 2021-04-10 03:01:36,148 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=2.25ms, fps=8630 images/s, loss=0.2829, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:00.703800, arrival_time=2021-04-10 03:01:36.851980, cost_time=0:00:00.703794 2021-04-10 03:01:36,445 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.84ms, fps=8644 images/s, loss=0.2807, top1-acc=93.74%, top5-acc=99.78%, remaining_time=0:00:00.333540, arrival_time=2021-04-10 03:01:36.778555, cost_time=0:00:01.000630 2021-04-10 03:01:36,734 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.09ms, fps=8028 images/s, loss=0.2855, top1-acc=93.86%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:36.734465, cost_time=0:00:01.290090 2021-04-10 03:01:36,806 INFO : Epoch=0196 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:02:01.654880, arrival_time=2021-04-10 03:03:38.461665, cost_time=1:39:21.089091 2021-04-10 03:01:36,807 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 03:01:38,429 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.45ms, fps=1579 images/s, loss=0.0025, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.154320, arrival_time=2021-04-10 03:02:08.583384, cost_time=0:00:01.621195 2021-04-10 03:01:39,881 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.049616, arrival_time=2021-04-10 03:02:06.931277, cost_time=0:00:03.073812 2021-04-10 03:01:41,336 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.058696, arrival_time=2021-04-10 03:02:06.395242, cost_time=0:00:04.528679 2021-04-10 03:01:42,803 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.89ms, fps=1746 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.383776, arrival_time=2021-04-10 03:02:06.187440, cost_time=0:00:05.995839 2021-04-10 03:01:44,266 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.02ms, fps=1750 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.779842, arrival_time=2021-04-10 03:02:06.046591, cost_time=0:00:07.458861 2021-04-10 03:01:45,723 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.65ms, fps=1759 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.207968, arrival_time=2021-04-10 03:02:05.931056, cost_time=0:00:08.915289 2021-04-10 03:01:47,185 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.679122, arrival_time=2021-04-10 03:02:05.864174, cost_time=0:00:10.377271 2021-04-10 03:01:48,642 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.160112, arrival_time=2021-04-10 03:02:05.802430, cost_time=0:00:11.834540 2021-04-10 03:01:50,102 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.47ms, fps=1754 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.657790, arrival_time=2021-04-10 03:02:05.759978, cost_time=0:00:13.294356 2021-04-10 03:01:51,559 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.161440, arrival_time=2021-04-10 03:02:05.720849, cost_time=0:00:14.751541 2021-04-10 03:01:53,014 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.670294, arrival_time=2021-04-10 03:02:05.684307, cost_time=0:00:16.206148 2021-04-10 03:01:54,485 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.195940, arrival_time=2021-04-10 03:02:05.681700, cost_time=0:00:17.677853 2021-04-10 03:01:55,947 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.717114, arrival_time=2021-04-10 03:02:05.664696, cost_time=0:00:19.139759 2021-04-10 03:01:57,404 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.238776, arrival_time=2021-04-10 03:02:05.643655, cost_time=0:00:20.597001 2021-04-10 03:01:58,858 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.762184, arrival_time=2021-04-10 03:02:05.620625, cost_time=0:00:22.050652 2021-04-10 03:02:00,336 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.78ms, fps=1733 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.293800, arrival_time=2021-04-10 03:02:05.629746, cost_time=0:00:23.528065 2021-04-10 03:02:01,807 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.823508, arrival_time=2021-04-10 03:02:05.631149, cost_time=0:00:24.999846 2021-04-10 03:02:03,273 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.84ms, fps=1748 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.352464, arrival_time=2021-04-10 03:02:05.625598, cost_time=0:00:26.465186 2021-04-10 03:02:04,734 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.881904, arrival_time=2021-04-10 03:02:05.616650, cost_time=0:00:27.926888 2021-04-10 03:02:05,536 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.83ms, fps=1697 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:05.536632, cost_time=0:00:28.728785 2021-04-10 03:02:05,953 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.45ms, fps=6181 images/s, loss=0.2594, top1-acc=93.75%, top5-acc=99.84%, remaining_time=0:00:01.242390, arrival_time=2021-04-10 03:02:07.195477, cost_time=0:00:00.414129 2021-04-10 03:02:06,253 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.21ms, fps=8538 images/s, loss=0.2604, top1-acc=94.08%, top5-acc=99.80%, remaining_time=0:00:00.714460, arrival_time=2021-04-10 03:02:06.967839, cost_time=0:00:00.714466 2021-04-10 03:02:06,543 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.49ms, fps=8838 images/s, loss=0.2776, top1-acc=93.95%, top5-acc=99.77%, remaining_time=0:00:00.334830, arrival_time=2021-04-10 03:02:06.878224, cost_time=0:00:01.004480 2021-04-10 03:02:06,825 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.07ms, fps=8245 images/s, loss=0.2736, top1-acc=93.97%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:06.825089, cost_time=0:00:01.286193 2021-04-10 03:02:06,881 INFO : Epoch=0197 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:01:31.235988, arrival_time=2021-04-10 03:03:38.116958, cost_time=1:39:51.163273 2021-04-10 03:02:06,881 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 03:02:08,553 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.80ms, fps=1531 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.093620, arrival_time=2021-04-10 03:02:39.647423, cost_time=0:00:01.671705 2021-04-10 03:02:10,021 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.82ms, fps=1746 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.621792, arrival_time=2021-04-10 03:02:37.642746, cost_time=0:00:03.138844 2021-04-10 03:02:11,496 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.531132, arrival_time=2021-04-10 03:02:37.027171, cost_time=0:00:04.614071 2021-04-10 03:02:12,954 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.681892, arrival_time=2021-04-10 03:02:36.636158, cost_time=0:00:06.072284 2021-04-10 03:02:14,416 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.999572, arrival_time=2021-04-10 03:02:36.415773, cost_time=0:00:07.534087 2021-04-10 03:02:15,881 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.60ms, fps=1747 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.399864, arrival_time=2021-04-10 03:02:36.281774, cost_time=0:00:08.999947 2021-04-10 03:02:17,345 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.92ms, fps=1750 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.834480, arrival_time=2021-04-10 03:02:36.180062, cost_time=0:00:10.463627 2021-04-10 03:02:18,801 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.282608, arrival_time=2021-04-10 03:02:36.083631, cost_time=0:00:11.919070 2021-04-10 03:02:20,259 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.48ms, fps=1756 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.755204, arrival_time=2021-04-10 03:02:36.014293, cost_time=0:00:13.377071 2021-04-10 03:02:21,715 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.240352, arrival_time=2021-04-10 03:02:35.956097, cost_time=0:00:14.833714 2021-04-10 03:02:23,175 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.738234, arrival_time=2021-04-10 03:02:35.913322, cost_time=0:00:16.293123 2021-04-10 03:02:24,627 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.238956, arrival_time=2021-04-10 03:02:35.866635, cost_time=0:00:17.745729 2021-04-10 03:02:26,078 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.47ms, fps=1766 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.745692, arrival_time=2021-04-10 03:02:35.823714, cost_time=0:00:19.196066 2021-04-10 03:02:27,529 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.258992, arrival_time=2021-04-10 03:02:35.788369, cost_time=0:00:20.647424 2021-04-10 03:02:29,005 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=2.16ms, fps=1734 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.784632, arrival_time=2021-04-10 03:02:35.790478, cost_time=0:00:22.123794 2021-04-10 03:02:30,471 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.47ms, fps=1748 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.307552, arrival_time=2021-04-10 03:02:35.778789, cost_time=0:00:23.589111 2021-04-10 03:02:31,927 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.830476, arrival_time=2021-04-10 03:02:35.757915, cost_time=0:00:25.045392 2021-04-10 03:02:33,387 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.356016, arrival_time=2021-04-10 03:02:35.743140, cost_time=0:00:26.505134 2021-04-10 03:02:34,846 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.883080, arrival_time=2021-04-10 03:02:35.729217, cost_time=0:00:27.964124 2021-04-10 03:02:35,630 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.39ms, fps=1736 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:35.629939, cost_time=0:00:28.747956 2021-04-10 03:02:36,074 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.42ms, fps=5776 images/s, loss=0.2695, top1-acc=93.83%, top5-acc=99.73%, remaining_time=0:00:01.329480, arrival_time=2021-04-10 03:02:37.404244, cost_time=0:00:00.443160 2021-04-10 03:02:36,367 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.24ms, fps=8773 images/s, loss=0.2747, top1-acc=93.89%, top5-acc=99.77%, remaining_time=0:00:00.735520, arrival_time=2021-04-10 03:02:37.102626, cost_time=0:00:00.735521 2021-04-10 03:02:36,662 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.66ms, fps=8670 images/s, loss=0.2821, top1-acc=93.74%, top5-acc=99.80%, remaining_time=0:00:00.343750, arrival_time=2021-04-10 03:02:37.006602, cost_time=0:00:01.031251 2021-04-10 03:02:36,955 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.11ms, fps=7930 images/s, loss=0.2793, top1-acc=93.93%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:36.955835, cost_time=0:00:01.324202 2021-04-10 03:02:37,038 INFO : Epoch=0198 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:01:00.821422, arrival_time=2021-04-10 03:03:37.860007, cost_time=1:40:21.320868 2021-04-10 03:02:37,040 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 03:02:38,690 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.66ms, fps=1551 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.694278, arrival_time=2021-04-10 03:03:09.384802, cost_time=0:00:01.650230 2021-04-10 03:02:40,151 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.379792, arrival_time=2021-04-10 03:03:07.531461, cost_time=0:00:03.111334 2021-04-10 03:02:41,608 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.275326, arrival_time=2021-04-10 03:03:06.883350, cost_time=0:00:04.567827 2021-04-10 03:02:43,064 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.493444, arrival_time=2021-04-10 03:03:06.557617, cost_time=0:00:06.023967 2021-04-10 03:02:44,521 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.76ms, fps=1757 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.844958, arrival_time=2021-04-10 03:03:06.366353, cost_time=0:00:07.481145 2021-04-10 03:02:45,982 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.269168, arrival_time=2021-04-10 03:03:06.251636, cost_time=0:00:08.942296 2021-04-10 03:02:47,439 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.718182, arrival_time=2021-04-10 03:03:06.157362, cost_time=0:00:10.399024 2021-04-10 03:02:48,897 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.50ms, fps=1756 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.193172, arrival_time=2021-04-10 03:03:06.090663, cost_time=0:00:11.857330 2021-04-10 03:02:50,356 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.683760, arrival_time=2021-04-10 03:03:06.040387, cost_time=0:00:13.316415 2021-04-10 03:02:51,812 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.181600, arrival_time=2021-04-10 03:03:05.994392, cost_time=0:00:14.772525 2021-04-10 03:02:53,262 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.41ms, fps=1767 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.682678, arrival_time=2021-04-10 03:03:05.944843, cost_time=0:00:16.222008 2021-04-10 03:02:54,720 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.71ms, fps=1756 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.197308, arrival_time=2021-04-10 03:03:05.917414, cost_time=0:00:17.679936 2021-04-10 03:02:56,176 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=2.12ms, fps=1758 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.715596, arrival_time=2021-04-10 03:03:05.892480, cost_time=0:00:19.136728 2021-04-10 03:02:57,630 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.236144, arrival_time=2021-04-10 03:03:05.866690, cost_time=0:00:20.590333 2021-04-10 03:02:59,086 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.760804, arrival_time=2021-04-10 03:03:05.847049, cost_time=0:00:22.046087 2021-04-10 03:03:00,546 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.88ms, fps=1753 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.289012, arrival_time=2021-04-10 03:03:05.835896, cost_time=0:00:23.506729 2021-04-10 03:03:01,999 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.817320, arrival_time=2021-04-10 03:03:05.816865, cost_time=0:00:24.959347 2021-04-10 03:03:03,453 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.56ms, fps=1762 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.347824, arrival_time=2021-04-10 03:03:05.801073, cost_time=0:00:26.413088 2021-04-10 03:03:04,910 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.880104, arrival_time=2021-04-10 03:03:05.790312, cost_time=0:00:27.869997 2021-04-10 03:03:05,705 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.50ms, fps=1710 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:05.705908, cost_time=0:00:28.665708 2021-04-10 03:03:06,095 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.45ms, fps=6606 images/s, loss=0.2782, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:01.162560, arrival_time=2021-04-10 03:03:07.258233, cost_time=0:00:00.387515 2021-04-10 03:03:06,395 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.47ms, fps=8551 images/s, loss=0.2663, top1-acc=93.81%, top5-acc=99.84%, remaining_time=0:00:00.687400, arrival_time=2021-04-10 03:03:07.082902, cost_time=0:00:00.687397 2021-04-10 03:03:06,684 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.21ms, fps=8857 images/s, loss=0.2754, top1-acc=93.82%, top5-acc=99.80%, remaining_time=0:00:00.325600, arrival_time=2021-04-10 03:03:07.010514, cost_time=0:00:00.976788 2021-04-10 03:03:06,969 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.11ms, fps=8172 images/s, loss=0.2657, top1-acc=93.90%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:06.969277, cost_time=0:00:01.261140 2021-04-10 03:03:07,061 INFO : Epoch=0199 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:00:30.408764, arrival_time=2021-04-10 03:03:37.470516, cost_time=1:40:51.344012 2021-04-10 03:03:07,063 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 03:03:08,756 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.36ms, fps=1512 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.497984, arrival_time=2021-04-10 03:03:40.254770, cost_time=0:00:01.693435 2021-04-10 03:03:10,208 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.680576, arrival_time=2021-04-10 03:03:37.889450, cost_time=0:00:03.145525 2021-04-10 03:03:11,661 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.54ms, fps=1763 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.441160, arrival_time=2021-04-10 03:03:37.102368, cost_time=0:00:04.597811 2021-04-10 03:03:13,111 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.65ms, fps=1765 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.589072, arrival_time=2021-04-10 03:03:36.700910, cost_time=0:00:06.048481 2021-04-10 03:03:14,570 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.921462, arrival_time=2021-04-10 03:03:36.492150, cost_time=0:00:07.507338 2021-04-10 03:03:16,029 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.323432, arrival_time=2021-04-10 03:03:36.353053, cost_time=0:00:08.966228 2021-04-10 03:03:17,490 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.769590, arrival_time=2021-04-10 03:03:36.260472, cost_time=0:00:10.427540 2021-04-10 03:03:18,959 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.249664, arrival_time=2021-04-10 03:03:36.209463, cost_time=0:00:11.896354 2021-04-10 03:03:20,420 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.84ms, fps=1754 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.731354, arrival_time=2021-04-10 03:03:36.151620, cost_time=0:00:13.356825 2021-04-10 03:03:21,872 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.60ms, fps=1767 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.216736, arrival_time=2021-04-10 03:03:36.089194, cost_time=0:00:14.809057 2021-04-10 03:03:23,331 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.718368, arrival_time=2021-04-10 03:03:36.049476, cost_time=0:00:16.267652 2021-04-10 03:03:24,792 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.54ms, fps=1753 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.228164, arrival_time=2021-04-10 03:03:36.020311, cost_time=0:00:17.728733 2021-04-10 03:03:26,250 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.741006, arrival_time=2021-04-10 03:03:35.991162, cost_time=0:00:19.186771 2021-04-10 03:03:27,713 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.71ms, fps=1750 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.260000, arrival_time=2021-04-10 03:03:35.973366, cost_time=0:00:20.649965 2021-04-10 03:03:29,177 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.58ms, fps=1749 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.781642, arrival_time=2021-04-10 03:03:35.959179, cost_time=0:00:22.114027 2021-04-10 03:03:30,639 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.65ms, fps=1752 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.304672, arrival_time=2021-04-10 03:03:35.944453, cost_time=0:00:23.576334 2021-04-10 03:03:32,109 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.830502, arrival_time=2021-04-10 03:03:35.939673, cost_time=0:00:25.045643 2021-04-10 03:03:33,561 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.59ms, fps=1764 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.355376, arrival_time=2021-04-10 03:03:35.916772, cost_time=0:00:26.498005 2021-04-10 03:03:35,022 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.882906, arrival_time=2021-04-10 03:03:35.904977, cost_time=0:00:27.958672 2021-04-10 03:03:35,825 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=2.40ms, fps=1695 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:35.825175, cost_time=0:00:28.761694 2021-04-10 03:03:36,234 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=7.21ms, fps=6292 images/s, loss=0.2755, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:01.220640, arrival_time=2021-04-10 03:03:37.455017, cost_time=0:00:00.406880 2021-04-10 03:03:36,537 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.29ms, fps=8462 images/s, loss=0.3013, top1-acc=93.38%, top5-acc=99.73%, remaining_time=0:00:00.710040, arrival_time=2021-04-10 03:03:37.247559, cost_time=0:00:00.710038 2021-04-10 03:03:36,832 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.34ms, fps=8687 images/s, loss=0.2917, top1-acc=93.52%, top5-acc=99.77%, remaining_time=0:00:00.335080, arrival_time=2021-04-10 03:03:37.167755, cost_time=0:00:01.005253 2021-04-10 03:03:37,105 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=8502 images/s, loss=0.2696, top1-acc=93.85%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:37.105867, cost_time=0:00:01.278453 2021-04-10 03:03:37,160 INFO : Epoch=0200 complete, best val top1-acc=94.01%, top5-acc=99.77% (epoch=187), remaining_time=0:00:00, arrival_time=2021-04-10 03:03:37.160271, cost_time=1:41:21.442565